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R. SCOTT KEMP:
OK, so today we're

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going to start down
the path of economics

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and trying to understand the
justification for nuclear energy

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in the context of
climate change.

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In a sense, I could
put up this plot

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and then you can all go home
for the rest of the class,

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because this basically embodies
all the information you

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need to know by the
end of the class.

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OK, maybe I'm overstating
it, but it'll draw you

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to the exact same conclusion.

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So this is a slide showing
the levelized cost of energy.

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What is levelized cost?

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It's just one way
of several ways

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to measure the cost of energy.

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We'll get into what LCOE is.

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It's also called LCOE,
Levelized Cost Of Energy.

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It's not the only way to do it,
but it's a very useful metric.

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And here it's plotted
against, on the x-axis,

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various costs of capital
and costs of equity.

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These are basically what
the investor demands back

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when they make an investment in
some kind of energy technology.

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And that has an effect
on the total cost

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of electricity coming out.

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So this is cost per
unit megawatt hour.

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Megawatt times
hours is power times

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time is the unit of energy.

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So this is per unit of energy.

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And the key takeaway is
to look at the ordering

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of these technologies.

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So here, we have the
cheapest, solar PV,

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then onshore wind, then
gas combined cycle.

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Will I tell you what combined
cycle is in this class?

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Probably at some point.

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Geothermal, wind offshore,
coal, gas peaking--

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which you can basically ignore.

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Peaker plants only come
on during the middle

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of Super Bowl Sunday.

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They come on very little,
so they're very expensive.

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But that's OK.

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And then US nuclear at the top.

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So this is in the United States.

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And these orderings are
different in other countries.

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That's an important
thing to remember.

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In everything we
do in this class,

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we're going to look
at the US case,

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and then I will try to tell
you a little bit about how

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other countries look.

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One of the issues
if you're in Japan,

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for example, solar
is not so great

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because you don't have
a lot of land area.

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And you tend to be
at higher latitudes

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and it's not as effective,
so solar bumps up and so on.

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But this is in
the United States.

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And the key takeaway here is
that nuclear is very expensive.

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So why should we do nuclear
if it's so expensive?

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Well, obviously
you need some kind

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of motivation other
than just the cost.

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And that motivation has
traditionally come from a desire

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to deal with CO2 emissions.

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Now, one of the problems
is that obviously

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a lot of these
other things also,

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to some extent, deal
with CO2 emissions.

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And so we'll talk about that.

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But the central point
I want to make here

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is just simply you don't
do nuclear unless you

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have a climate change problem.

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That's basically
the bottom line.

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So we have a climate
change problem.

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So let me just ask the class,
how much CO2 should we emit?

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Yes.

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AUDIENCE: Zero, ideally.

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R. SCOTT KEMP: Zero, ideally.

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Who agrees that ideally,
zero is the right number?

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OK, what's going on?

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OK, so some people
agree with this.

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Why do you agree?

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Why do you feel that way?

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Yeah.

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AUDIENCE: If I'm saying ideal,
as in waving my magic wand

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and I could just
have that happen,

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I've been told
many times that CO2

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is the main contributor to
climate change and greenhouse

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gases.

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So if I could reduce the
acceleration of climate change,

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then yeah, that would
be great, if I was only

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waving a magic wand.

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R. SCOTT KEMP: Well,
I mean, what does it

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mean to wave the wand?

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Does it mean that you
could just affect it?

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Or does it mean that it has
zero cost to fix the problem?

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AUDIENCE: Yeah, zero cost,
wouldn't have any impacts

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elsewhere that I don't
have to do the trade-off.

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R. SCOTT KEMP: So
that's not the case.

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So now do we still feel
zero-- even though there's

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some cost, who feels that
we should still do zero,

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even though there's some
cost of abating carbon?

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Some people.

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Fewer people.

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All right.

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Yeah.

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I mean, so that's kind
of the right intuition.

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Here's a simple
way to look at it.

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This is the fraction of
CO2 emissions avoided.

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Somewhere over here is 1.

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And this is the value
of doing something

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with the next unit of something.

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So here, we have the
marginal benefit.

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So we remove one and we get some
benefit in terms of climate.

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And it basically is maybe
more or less linear.

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It may taper off down
here at some point.

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And then this is the
cost of abatement.

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And in the beginning,
it's relatively cheap

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to abate one unit.

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But as you do more
and more-- in fact,

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if I had plotted this correctly,
this line would start below

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the axis, because the cost to
abate the first unit of carbon

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is actually negative,
because this energy savings--

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turns out changing your
incandescent bulbs to LED bulbs

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on a life cycle basis turns
out to save you money,

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despite the fact that
the LED bulb costs

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$10 and the incandescent
bulb cost $1.

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But in the end, you save way
more money on electricity

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and abate carbon emissions
at the same time.

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So in the beginning, you're
actually starting negative.

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And then it becomes positive.

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But at some point,
when you want to abate

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that last unit of
carbon, you're going

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to have to put like some
vacuum collector bags

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on the back of cattle to collect
their farts or something.

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And do we have to
walk around with masks

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to stop exhaling
into the environment?

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Just as reductio ad absurdum.

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But it gets
obnoxiously expensive,

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if you want to go to zero.

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So the point is that
there's some point where

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the marginal benefit
intersects the marginal cost.

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And that is the optimal
amount of carbon.

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And if you start
from the mindset

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that we should have
zero carbon, you've

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already made a huge mistake.

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That's what I really
want you to take away,

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because a lot of
people read studies

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about full decarbonization of
the grid, et cetera, et cetera.

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They want a zero-carbon society.

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And they then make technology
choices predicated on zero.

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And it's just at
that point, you've

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already pushed us off
a suboptimal position.

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And any analysis
you do predicated

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on a zero-carbon world
is the wrong analysis.

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It may be very close
to zero or it might not

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be that close to zero.

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We don't really know, but
it is definitely not zero.

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And that's what I
want everyone to bear

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in mind when you start looking
at things that people are doing.

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Tons of academics,
myself included,

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have published papers on a fully
carbon-free renewables grid

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and what that means.

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And that's an extreme case.

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That's not really where
we want to wind up.

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Yeah.

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AUDIENCE: So a lot of what
I think people end up,

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I guess, wanting from this
is a carbon production

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rate that's lower than
the carbon reduction rate.

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As in the carbon rate's
going down over time.

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So do we have a number for what
the maximum carbon absorption

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of the Earth actually is?

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R. SCOTT KEMP: Oh, yeah.

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I mean, so there is a lifetime
of carbon in the environment--

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a half life, if you will.

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I think it's over
1,000 years roughly.

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And that's what
geoengineering is all about,

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somehow accelerating that.

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Yeah, you basically can reach
an equilibrium condition,

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if you have no more emissions,
then it will go down.

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So yeah, there is a number in
the very, very long time horizon

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that would tell you that.

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But that a bit misses the point.

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That is engaging with something
called the naturalistic fallacy,

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which is the idea that humans
should not change anything.

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And it's problematic
because it's just not how

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any species exist on the Earth.

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And it's problematic
because if you

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look at the timescales involved,
you'll see from historical data

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that CO2 in fact
fluctuates quite a lot.

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And so it would be hard to
defend that position in reality.

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This more near-term perspective
is usually where you wind up.

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I don't have anything prepared
on the naturalistic fallacy,

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but I can, if we want
to talk about that more.

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It is an interesting thing.

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You can also look it
up on your spare time.

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All right.

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So the key point here is there's
some amount, but it's not zero.

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We don't know what it is.

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So we want to set energy policy
to get some amount of carbon

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reduction, TBD amount.

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How should we go
about doing this?

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And so who read Jasper?

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Yay, excellent.

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Some thoughts on the different
models of how energy policy--

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I mean, Jasper is
particularly around nuclear--

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but how energy
policy has happened?

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Just throw out some
words about some things

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that Jasper talks about.

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Yep.

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AUDIENCE: He talks
a lot about the idea

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of the social cost of carbon.

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R. SCOTT KEMP: Oh, are you
are you talking about Jasper

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or are you talking
about Pindyck?

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You're talking about Pindyck.

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Yeah, Jasper was on last
week's reading assignment.

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It was the one that talked
about elites and discretion.

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So Jasper talks about this
idea that France had--

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it was not driven by
concerns around climate.

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It was actually driven
around concerns around oil,

00:11:00.450 --> 00:11:02.930 align:middle line:90%
because of the oil crisis.

00:11:02.930 --> 00:11:07.690 align:middle line:84%
But they realized there
was unacceptable dependency

00:11:07.690 --> 00:11:10.110 align:middle line:84%
on foreign oil and they wanted
to do something about it.

00:11:10.110 --> 00:11:11.912 align:middle line:84%
So they wanted
energy independence.

00:11:11.912 --> 00:11:12.870 align:middle line:90%
It wasn't clean energy.

00:11:12.870 --> 00:11:15.130 align:middle line:84%
It was a different thing
they were maximizing for.

00:11:15.130 --> 00:11:17.490 align:middle line:90%
But they decided to go nuclear.

00:11:17.490 --> 00:11:20.650 align:middle line:84%
And they went
nuclear in a big way.

00:11:20.650 --> 00:11:23.210 align:middle line:84%
Whereas other
countries-- and the paper

00:11:23.210 --> 00:11:26.290 align:middle line:84%
talks about Sweden and talks
about the United States.

00:11:26.290 --> 00:11:30.747 align:middle line:84%
They instead said, well, let's
look at the cost of nuclear.

00:11:30.747 --> 00:11:32.330 align:middle line:84%
Let's look at the
benefits of nuclear.

00:11:32.330 --> 00:11:36.730 align:middle line:84%
And the decision was to wait and
not do a lot of nuclear right

00:11:36.730 --> 00:11:37.230 align:middle line:90%
away.

00:11:37.230 --> 00:11:39.940 align:middle line:84%
Now, in the United States,
we did actually have a ramp

00:11:39.940 --> 00:11:41.560 align:middle line:90%
up in nuclear around that time.

00:11:41.560 --> 00:11:44.740 align:middle line:84%
It was actually the most
nuclear that we've ever built.

00:11:44.740 --> 00:11:47.760 align:middle line:84%
In Sweden, they
built a lot less.

00:11:47.760 --> 00:11:51.280 align:middle line:84%
But the article attributes
that lower growth rate

00:11:51.280 --> 00:11:55.280 align:middle line:84%
not particularly to a
rational cost-benefit answer,

00:11:55.280 --> 00:11:59.420 align:middle line:84%
but in fact to the politics
of the social democrats who,

00:11:59.420 --> 00:12:02.300 align:middle line:84%
absent consensus, just
decide to do nothing.

00:12:02.300 --> 00:12:04.540 align:middle line:90%
And so nothing was done.

00:12:04.540 --> 00:12:08.380 align:middle line:84%
But it talks about how there are
different kind of philosophies

00:12:08.380 --> 00:12:10.940 align:middle line:84%
of choosing which technology
you want to pursue

00:12:10.940 --> 00:12:13.100 align:middle line:84%
and how aggressively
you pursue it.

00:12:13.100 --> 00:12:20.780 align:middle line:84%
And so we can ask, what is
the right way to do this?

00:12:20.780 --> 00:12:22.980 align:middle line:90%
Should we just choose a winner?

00:12:22.980 --> 00:12:25.220 align:middle line:84%
Should we say
nuclear is fantastic?

00:12:25.220 --> 00:12:26.740 align:middle line:90%
Let's do nuclear.

00:12:26.740 --> 00:12:29.320 align:middle line:84%
Or should we try to do
this cost-benefit thing?

00:12:29.320 --> 00:12:31.820 align:middle line:84%
But cost-benefit has
historically not produced

00:12:31.820 --> 00:12:35.300 align:middle line:90%
a lot of benefit for nuclear.

00:12:35.300 --> 00:12:37.040 align:middle line:90%
Does anyone have a view on that?

00:12:37.040 --> 00:12:42.560 align:middle line:90%


00:12:42.560 --> 00:12:43.260 align:middle line:90%
Yeah.

00:12:43.260 --> 00:12:48.010 align:middle line:84%
AUDIENCE: I mean, this is a
lukewarm answer, I suppose,

00:12:48.010 --> 00:12:48.760 align:middle line:90%
if you can get it.

00:12:48.760 --> 00:12:50.620 align:middle line:84%
But it should
probably be evaluated

00:12:50.620 --> 00:12:52.240 align:middle line:90%
in a lot of different frames.

00:12:52.240 --> 00:12:55.387 align:middle line:84%
But the economic has
to be one of them.

00:12:55.387 --> 00:12:56.220 align:middle line:90%
R. SCOTT KEMP: Yeah.

00:12:56.220 --> 00:12:57.287 align:middle line:90%
Yeah.

00:12:57.287 --> 00:12:59.120 align:middle line:84%
AUDIENCE: I think it's
a political decision,

00:12:59.120 --> 00:13:00.540 align:middle line:90%
at the end of the day.

00:13:00.540 --> 00:13:03.820 align:middle line:84%
We have the Paris
Agreement and the 2050,

00:13:03.820 --> 00:13:06.940 align:middle line:90%
let's say, net zero targets.

00:13:06.940 --> 00:13:09.440 align:middle line:84%
So I guess it would
be very political.

00:13:09.440 --> 00:13:11.540 align:middle line:84%
I mean, the decision
will be influenced by--

00:13:11.540 --> 00:13:12.957 align:middle line:84%
R. SCOTT KEMP:
Yeah, you're right.

00:13:12.957 --> 00:13:15.180 align:middle line:84%
No matter what, it will
be a political decision.

00:13:15.180 --> 00:13:17.140 align:middle line:84%
And it's a political
decision rather

00:13:17.140 --> 00:13:21.480 align:middle line:84%
to do what the French did,
which incidentally, is also--

00:13:21.480 --> 00:13:23.660 align:middle line:84%
I think I mentioned
in the first lecture,

00:13:23.660 --> 00:13:28.060 align:middle line:84%
the French and high speed rail
also have this very successful

00:13:28.060 --> 00:13:30.740 align:middle line:84%
early obsession in the '60s and
'70s and '80s with high speed

00:13:30.740 --> 00:13:31.660 align:middle line:90%
rail.

00:13:31.660 --> 00:13:37.270 align:middle line:84%
But these are political
decisions and people also

00:13:37.270 --> 00:13:40.750 align:middle line:84%
can make political decisions
to do cost-benefit.

00:13:40.750 --> 00:13:41.630 align:middle line:90%
AUDIENCE: Yeah.

00:13:41.630 --> 00:13:44.390 align:middle line:84%
Politicians sometimes don't
care about the economic benefit

00:13:44.390 --> 00:13:45.210 align:middle line:90%
that much.

00:13:45.210 --> 00:13:48.753 align:middle line:84%
It's different forces
driving these decisions.

00:13:48.753 --> 00:13:50.170 align:middle line:84%
R. SCOTT KEMP:
Yeah, that's right.

00:13:50.170 --> 00:13:51.130 align:middle line:84%
AUDIENCE: That's what
I'm trying to say.

00:13:51.130 --> 00:13:52.463 align:middle line:90%
R. SCOTT KEMP: Yeah, yeah, yeah.

00:13:52.463 --> 00:13:55.190 align:middle line:84%
So they may be, will
I get votes if I

00:13:55.190 --> 00:13:59.630 align:middle line:90%
don't support decarbonization?

00:13:59.630 --> 00:14:02.670 align:middle line:84%
Will we look like we're a
responsible country on the world

00:14:02.670 --> 00:14:04.630 align:middle line:84%
stage if we go to the
Paris negotiations

00:14:04.630 --> 00:14:06.370 align:middle line:84%
and we don't come
up with targets?

00:14:06.370 --> 00:14:08.703 align:middle line:84%
Even though we know we're not
going to make our targets,

00:14:08.703 --> 00:14:10.230 align:middle line:84%
we're still going
to put up targets.

00:14:10.230 --> 00:14:12.770 align:middle line:84%
Yeah, this is all
definitely true.

00:14:12.770 --> 00:14:15.290 align:middle line:90%


00:14:15.290 --> 00:14:16.510 align:middle line:90%
Yeah, one more.

00:14:16.510 --> 00:14:18.670 align:middle line:84%
AUDIENCE: This may
not be the time.

00:14:18.670 --> 00:14:19.890 align:middle line:90%
I can ask after.

00:14:19.890 --> 00:14:22.410 align:middle line:84%
But are there decisions that
aren't political decisions?

00:14:22.410 --> 00:14:23.010 align:middle line:90%
R. SCOTT KEMP: Not really.

00:14:23.010 --> 00:14:23.552 align:middle line:90%
AUDIENCE: OK.

00:14:23.552 --> 00:14:24.510 align:middle line:90%
R. SCOTT KEMP: Yeah.

00:14:24.510 --> 00:14:25.150 align:middle line:90%
Yeah.

00:14:25.150 --> 00:14:28.710 align:middle line:84%
AUDIENCE: I'm also thinking
of, for example, switching

00:14:28.710 --> 00:14:31.870 align:middle line:84%
to high speed rail, whether
it's a decision that

00:14:31.870 --> 00:14:34.360 align:middle line:84%
could be made long
term, but it can also

00:14:34.360 --> 00:14:35.620 align:middle line:90%
be thought of economically.

00:14:35.620 --> 00:14:39.982 align:middle line:84%
But I know there's challenges
with deciding the scale you're

00:14:39.982 --> 00:14:41.440 align:middle line:84%
thinking about,
like the time scale

00:14:41.440 --> 00:14:42.898 align:middle line:84%
you're thinking
about economically,

00:14:42.898 --> 00:14:46.560 align:middle line:84%
and discount rates,
which are debatable.

00:14:46.560 --> 00:14:48.360 align:middle line:84%
So if switching
to nuclear policy

00:14:48.360 --> 00:14:51.680 align:middle line:84%
is great for a really
extended amount of time,

00:14:51.680 --> 00:14:54.080 align:middle line:84%
but that time is so long
that the discount rate

00:14:54.080 --> 00:14:55.767 align:middle line:90%
makes the benefits negligible.

00:14:55.767 --> 00:14:57.600 align:middle line:84%
R. SCOTT KEMP: That
would be true, actually,

00:14:57.600 --> 00:15:01.160 align:middle line:84%
for carbon abatement in general,
nuclear notwithstanding.

00:15:01.160 --> 00:15:05.680 align:middle line:84%
And so Pindyck talks about the
problem of the discount rate.

00:15:05.680 --> 00:15:09.720 align:middle line:84%
Basically, if it's above
2%, he says in his paper

00:15:09.720 --> 00:15:12.633 align:middle line:84%
that it's almost not
worth doing anything.

00:15:12.633 --> 00:15:14.800 align:middle line:84%
And then the question is,
what is the discount rate?

00:15:14.800 --> 00:15:16.560 align:middle line:84%
I actually was going
to put together

00:15:16.560 --> 00:15:19.073 align:middle line:84%
a whole slide on the
construction of the Ramsey rate.

00:15:19.073 --> 00:15:21.740 align:middle line:84%
And I didn't do that, but maybe
I'll do that for the next class.

00:15:21.740 --> 00:15:24.200 align:middle line:84%
Ramsey is the
traditional approach

00:15:24.200 --> 00:15:26.120 align:middle line:84%
to how you understand
social discounting

00:15:26.120 --> 00:15:28.640 align:middle line:84%
for dealing with
these types of issues

00:15:28.640 --> 00:15:30.380 align:middle line:90%
on an intergenerational basis.

00:15:30.380 --> 00:15:32.750 align:middle line:84%
So I'll do that
for a future slide.

00:15:32.750 --> 00:15:35.970 align:middle line:84%
We can have a better
discussion of that.

00:15:35.970 --> 00:15:41.770 align:middle line:84%
The basic point is that there
really isn't a right approach.

00:15:41.770 --> 00:15:44.730 align:middle line:84%
There are many problems
with cost-benefit.

00:15:44.730 --> 00:15:46.730 align:middle line:90%
We'll get into that in a second.

00:15:46.730 --> 00:15:52.070 align:middle line:84%
But there are problems with
command and control approaches.

00:15:52.070 --> 00:15:53.950 align:middle line:84%
There are problems
with market approaches.

00:15:53.950 --> 00:15:56.690 align:middle line:84%
There are all kinds of problems
with all kinds of approaches.

00:15:56.690 --> 00:15:59.270 align:middle line:84%
But I'm going to advocate
for one approach,

00:15:59.270 --> 00:16:01.910 align:middle line:84%
and that is a modified
cost-benefit approach.

00:16:01.910 --> 00:16:06.010 align:middle line:84%
And let me just talk a
little bit about why.

00:16:06.010 --> 00:16:12.810 align:middle line:84%
So people who might know
Doug DeMuro this is Concorde.

00:16:12.810 --> 00:16:15.010 align:middle line:84%
Probably a couple of
you got that joke.

00:16:15.010 --> 00:16:18.050 align:middle line:84%
So this is a supersonic
passenger aircraft

00:16:18.050 --> 00:16:20.930 align:middle line:90%
that operated for 28 years.

00:16:20.930 --> 00:16:24.530 align:middle line:84%
It flew from Texas and the
East Coast of the United States

00:16:24.530 --> 00:16:26.450 align:middle line:90%
to Paris and London.

00:16:26.450 --> 00:16:29.530 align:middle line:84%
I think it went from
New York to London

00:16:29.530 --> 00:16:32.540 align:middle line:84%
in three hours
instead of six hours.

00:16:32.540 --> 00:16:35.860 align:middle line:84%
The idea of flying people
faster than the speed of sound

00:16:35.860 --> 00:16:39.740 align:middle line:84%
was, of course, a fantasy
held by aeronautical engineers

00:16:39.740 --> 00:16:40.740 align:middle line:90%
for a long time.

00:16:40.740 --> 00:16:43.260 align:middle line:84%
And it has a certain
technical sweetness.

00:16:43.260 --> 00:16:45.460 align:middle line:84%
Not that different from
the technical sweetness

00:16:45.460 --> 00:16:47.460 align:middle line:84%
of extracting enormous
amounts of energy

00:16:47.460 --> 00:16:51.940 align:middle line:90%
from little bits of rock.

00:16:51.940 --> 00:16:53.280 align:middle line:90%
But it has issues.

00:16:53.280 --> 00:16:57.940 align:middle line:84%
So Concorde uses four times
more jet fuel per passenger

00:16:57.940 --> 00:17:00.060 align:middle line:90%
than a normal airplane.

00:17:00.060 --> 00:17:05.579 align:middle line:84%
This plane releases the amount
of CO2 that a person like you

00:17:05.579 --> 00:17:10.579 align:middle line:84%
would emit in a 30-year
lifetime, in a single flight.

00:17:10.579 --> 00:17:18.540 align:middle line:84%
This is very inefficient
in terms of petroleum,

00:17:18.540 --> 00:17:20.180 align:middle line:84%
and all of this
so that 100 people

00:17:20.180 --> 00:17:24.060 align:middle line:84%
can save three hours on
their trip to London.

00:17:24.060 --> 00:17:26.260 align:middle line:84%
It's, of course, extremely
expensive to operate.

00:17:26.260 --> 00:17:30.180 align:middle line:84%
A round-trip ticket on this
plane in today's dollars is

00:17:30.180 --> 00:17:33.140 align:middle line:90%
about $10,000.

00:17:33.140 --> 00:17:35.300 align:middle line:84%
And the cabin was
only 9 feet wide

00:17:35.300 --> 00:17:37.880 align:middle line:84%
because it had to be
for supersonic reasons,

00:17:37.880 --> 00:17:39.780 align:middle line:90%
so it was very cramped.

00:17:39.780 --> 00:17:42.780 align:middle line:84%
You set two by two
instead of three by three.

00:17:42.780 --> 00:17:46.740 align:middle line:84%
Really a benefit only
for the super wealthy.

00:17:46.740 --> 00:17:50.680 align:middle line:84%
But it had a lot
of externalities,

00:17:50.680 --> 00:17:51.880 align:middle line:90%
consequences for others.

00:17:51.880 --> 00:17:56.300 align:middle line:84%
So one of the problems was
that it produced sonic booms.

00:17:56.300 --> 00:17:59.820 align:middle line:84%
So you can imagine
several times a day

00:17:59.820 --> 00:18:03.060 align:middle line:84%
when this thing was flying, if
you lived in its flight path,

00:18:03.060 --> 00:18:04.920 align:middle line:84%
you were going
about your business.

00:18:04.920 --> 00:18:06.860 align:middle line:90%
And then you hear boom.

00:18:06.860 --> 00:18:09.660 align:middle line:84%
And all the windows
would shake, and so on.

00:18:09.660 --> 00:18:12.300 align:middle line:84%
And you can imagine if
supersonic transport had

00:18:12.300 --> 00:18:14.465 align:middle line:84%
become mainstream,
we'd be hearing these

00:18:14.465 --> 00:18:15.340 align:middle line:90%
all over the country.

00:18:15.340 --> 00:18:19.460 align:middle line:84%
Every five minutes, it would
just be extremely, extremely

00:18:19.460 --> 00:18:20.160 align:middle line:90%
problematic.

00:18:20.160 --> 00:18:24.040 align:middle line:84%
It imposes really
heavy externalities,

00:18:24.040 --> 00:18:25.900 align:middle line:84%
not just like to
the quality of life

00:18:25.900 --> 00:18:28.310 align:middle line:84%
and our ability to focus
and do our homework, which

00:18:28.310 --> 00:18:33.230 align:middle line:84%
is super important, but
actually like rattling

00:18:33.230 --> 00:18:36.870 align:middle line:84%
buildings to the point where
they disintegrate faster.

00:18:36.870 --> 00:18:46.090 align:middle line:84%
All kinds of-- disturbing animal
life in farming operations,

00:18:46.090 --> 00:18:47.750 align:middle line:84%
so they're constantly
stressed and then

00:18:47.750 --> 00:18:50.350 align:middle line:84%
they have problems
with farming and so on.

00:18:50.350 --> 00:18:53.390 align:middle line:90%
So was this a good idea?

00:18:53.390 --> 00:18:55.330 align:middle line:84%
I mean, it was
technologically achievable.

00:18:55.330 --> 00:18:56.690 align:middle line:90%
It is technically sweet.

00:18:56.690 --> 00:18:59.630 align:middle line:84%
But it probably was
not a good idea.

00:18:59.630 --> 00:19:03.010 align:middle line:84%
The cost to society far
outweighed the benefit,

00:19:03.010 --> 00:19:05.390 align:middle line:90%
I would argue.

00:19:05.390 --> 00:19:11.010 align:middle line:84%
But you can see probably
why it happened,

00:19:11.010 --> 00:19:19.030 align:middle line:84%
because in a culture that is
kind of obsessed with pursuing

00:19:19.030 --> 00:19:22.150 align:middle line:84%
a technology without doing
the cost-benefit analysis,

00:19:22.150 --> 00:19:24.330 align:middle line:84%
these are the kinds of
things that can happen.

00:19:24.330 --> 00:19:26.960 align:middle line:84%
And so this is kind of
the start to the argument

00:19:26.960 --> 00:19:28.100 align:middle line:90%
for cost-benefit.

00:19:28.100 --> 00:19:28.640 align:middle line:90%
Yeah.

00:19:28.640 --> 00:19:30.020 align:middle line:84%
AUDIENCE: I have to double
check my dates on this,

00:19:30.020 --> 00:19:32.600 align:middle line:84%
but wasn't that sonic booms
over land almost immediately

00:19:32.600 --> 00:19:35.440 align:middle line:84%
regulated by the FAA, because
NASA had done tests on it

00:19:35.440 --> 00:19:37.040 align:middle line:90%
in the '60s?

00:19:37.040 --> 00:19:40.900 align:middle line:84%
R. SCOTT KEMP: I remember
there was a huge--

00:19:40.900 --> 00:19:42.800 align:middle line:84%
so there was a huge
policy assessment

00:19:42.800 --> 00:19:47.880 align:middle line:84%
going on to try to estimate the
damage caused by sonic booms.

00:19:47.880 --> 00:19:50.820 align:middle line:84%
I do not know if at some point
during the course of events

00:19:50.820 --> 00:19:52.520 align:middle line:84%
they decided to
fly at subsonically

00:19:52.520 --> 00:19:54.380 align:middle line:84%
over the little bits
of land from New York.

00:19:54.380 --> 00:19:55.963 align:middle line:84%
I'm not sure what
they did from Texas.

00:19:55.963 --> 00:19:59.040 align:middle line:84%
AUDIENCE: I know as
of now, it is illegal,

00:19:59.040 --> 00:20:01.058 align:middle line:84%
and you need special
permitting by the FAA.

00:20:01.058 --> 00:20:02.600 align:middle line:84%
Because there's a
couple of companies

00:20:02.600 --> 00:20:05.298 align:middle line:84%
that are trying to bring
supersonic jets back.

00:20:05.298 --> 00:20:06.340 align:middle line:90%
See if they get anywhere.

00:20:06.340 --> 00:20:10.200 align:middle line:84%
R. SCOTT KEMP:
Anyway, it's just kind

00:20:10.200 --> 00:20:15.160 align:middle line:84%
of a poster child for what
can go wrong if you advocate

00:20:15.160 --> 00:20:19.320 align:middle line:84%
for technological enthusiasm as
a way to deal with the energy

00:20:19.320 --> 00:20:20.320 align:middle line:90%
problem.

00:20:20.320 --> 00:20:22.680 align:middle line:84%
And the reason I raised that
is because there's usually

00:20:22.680 --> 00:20:26.650 align:middle line:84%
a number of students who, when
they write their first essay,

00:20:26.650 --> 00:20:30.210 align:middle line:90%
say, we just need to do nuclear.

00:20:30.210 --> 00:20:33.850 align:middle line:84%
And that's a technological
enthusiast perspective,

00:20:33.850 --> 00:20:39.450 align:middle line:84%
as opposed to a more
quantitative cost-benefit

00:20:39.450 --> 00:20:40.650 align:middle line:90%
solution.

00:20:40.650 --> 00:20:46.290 align:middle line:84%
But cost-benefit is
also problematic.

00:20:46.290 --> 00:20:48.570 align:middle line:84%
One of the major problems
is that it's really hard

00:20:48.570 --> 00:20:52.530 align:middle line:84%
to know where to draw the
boundary of your analysis

00:20:52.530 --> 00:20:54.330 align:middle line:84%
when you're trying to
do your cost-benefit.

00:20:54.330 --> 00:20:58.835 align:middle line:84%
So for example, in
Massachusetts, if you own a car,

00:20:58.835 --> 00:21:00.210 align:middle line:84%
it has been decided
that you need

00:21:00.210 --> 00:21:05.210 align:middle line:84%
to have your car inspected
on an annual basis in order

00:21:05.210 --> 00:21:07.377 align:middle line:90%
to drive it for safety reasons.

00:21:07.377 --> 00:21:09.210 align:middle line:84%
They want to make sure
that your brakes work

00:21:09.210 --> 00:21:12.050 align:middle line:84%
and that your windshield wipers
work and your headlights work.

00:21:12.050 --> 00:21:15.690 align:middle line:84%
And that sounds
like a great thing.

00:21:15.690 --> 00:21:18.410 align:middle line:84%
But when they made that policy,
did they take into account

00:21:18.410 --> 00:21:22.930 align:middle line:84%
every Massachusetts car owner
having to take three or four

00:21:22.930 --> 00:21:25.930 align:middle line:84%
hours off of work to go get
their car inspected and the cost

00:21:25.930 --> 00:21:29.970 align:middle line:84%
to the economy to do that versus
the cost of the lives saved?

00:21:29.970 --> 00:21:34.450 align:middle line:84%
And so that kind of,
oh, incidental cost

00:21:34.450 --> 00:21:37.450 align:middle line:84%
might have not have
been added when they

00:21:37.450 --> 00:21:39.730 align:middle line:90%
did the cost-benefit analysis.

00:21:39.730 --> 00:21:42.570 align:middle line:84%
So oh, the cost is
just $35 to have

00:21:42.570 --> 00:21:44.070 align:middle line:90%
someone inspect the vehicle.

00:21:44.070 --> 00:21:46.410 align:middle line:84%
Well, actually, the
cost is a lot higher

00:21:46.410 --> 00:21:47.870 align:middle line:90%
than you expect it to be.

00:21:47.870 --> 00:21:49.570 align:middle line:84%
It's very easy to
overlook things

00:21:49.570 --> 00:21:51.330 align:middle line:90%
that you don't think about.

00:21:51.330 --> 00:21:55.370 align:middle line:84%
And so these analyses
can be incomplete.

00:21:55.370 --> 00:21:59.170 align:middle line:84%
On top of that, not everything
can be easily quantified.

00:21:59.170 --> 00:22:05.010 align:middle line:84%
So a lot of times, we're worried
about saving human lives.

00:22:05.010 --> 00:22:09.050 align:middle line:90%
And how much are you worth?

00:22:09.050 --> 00:22:10.550 align:middle line:90%
How do we do that calculation?

00:22:10.550 --> 00:22:12.550 align:middle line:84%
We'll actually talk about
that in a later class.

00:22:12.550 --> 00:22:15.450 align:middle line:84%
I think the
government has decided

00:22:15.450 --> 00:22:18.350 align:middle line:84%
you're worth somewhere between
$2 million and $15 million,

00:22:18.350 --> 00:22:22.420 align:middle line:84%
depending on what
the problem is.

00:22:22.420 --> 00:22:27.860 align:middle line:84%
But it's pretty clear
that different approaches

00:22:27.860 --> 00:22:31.100 align:middle line:84%
produce wildly different
values for human lives.

00:22:31.100 --> 00:22:35.100 align:middle line:84%
And not all people value
their lives equally.

00:22:35.100 --> 00:22:37.960 align:middle line:84%
Some people are
willing to drive cars.

00:22:37.960 --> 00:22:40.720 align:middle line:84%
Some people are willing to
drive above the speed limit.

00:22:40.720 --> 00:22:42.320 align:middle line:90%
Some people go bungee jumping.

00:22:42.320 --> 00:22:46.060 align:middle line:90%


00:22:46.060 --> 00:22:49.460 align:middle line:84%
Other people who are incredibly
conservative with things.

00:22:49.460 --> 00:22:52.500 align:middle line:84%
So these are not
simple questions.

00:22:52.500 --> 00:22:54.500 align:middle line:84%
And then you have all
these normative values

00:22:54.500 --> 00:22:55.920 align:middle line:90%
that are also hard to quantify.

00:22:55.920 --> 00:22:58.860 align:middle line:84%
Things like human
rights, ethics,

00:22:58.860 --> 00:23:01.980 align:middle line:90%
your emotional well-being.

00:23:01.980 --> 00:23:03.780 align:middle line:84%
These are things
that you can attempt

00:23:03.780 --> 00:23:05.743 align:middle line:84%
to impose on a
cost-benefit model,

00:23:05.743 --> 00:23:07.160 align:middle line:84%
maybe through
boundary conditions.

00:23:07.160 --> 00:23:10.540 align:middle line:84%
You can say, we will
not accept solutions

00:23:10.540 --> 00:23:17.300 align:middle line:84%
where the cost are imposed
disproportionately on people

00:23:17.300 --> 00:23:19.370 align:middle line:90%
on the low income communities.

00:23:19.370 --> 00:23:22.230 align:middle line:84%
Like, we could have that
as a policy overlay,

00:23:22.230 --> 00:23:25.470 align:middle line:84%
but it is really
tricky to figure out

00:23:25.470 --> 00:23:30.950 align:middle line:84%
how to wrap that into a
quantitative analysis.

00:23:30.950 --> 00:23:36.990 align:middle line:84%
Finally, you can't optimize
for more than one thing.

00:23:36.990 --> 00:23:39.210 align:middle line:84%
And if you have a
cost-benefit equation,

00:23:39.210 --> 00:23:42.990 align:middle line:84%
it's a fundamental axiom
of mathematics, I guess.

00:23:42.990 --> 00:23:48.590 align:middle line:84%
And this produces a problem,
because you want simultaneously

00:23:48.590 --> 00:23:52.670 align:middle line:84%
to minimize the carbon
emissions of the system,

00:23:52.670 --> 00:23:55.410 align:middle line:84%
but you also want to minimize
the cost of the system.

00:23:55.410 --> 00:23:56.910 align:middle line:90%
You can't do both.

00:23:56.910 --> 00:24:00.350 align:middle line:84%
You can minimize the cost
subject to some allowed amount

00:24:00.350 --> 00:24:00.970 align:middle line:90%
of emissions.

00:24:00.970 --> 00:24:02.750 align:middle line:84%
That's probably the
best you can do.

00:24:02.750 --> 00:24:05.430 align:middle line:84%
But you can't also then
go out and minimize

00:24:05.430 --> 00:24:07.990 align:middle line:84%
the social inequality and
minimize all these other things

00:24:07.990 --> 00:24:11.430 align:middle line:90%
that you might also care about.

00:24:11.430 --> 00:24:19.080 align:middle line:84%
So yeah, I mean, I guess I can
give you an example of that.

00:24:19.080 --> 00:24:22.380 align:middle line:84%
These can be really difficult,
these optimization issues.

00:24:22.380 --> 00:24:25.480 align:middle line:84%
So we might ask the question
like, how should I spend

00:24:25.480 --> 00:24:28.600 align:middle line:90%
federal dollars on education?

00:24:28.600 --> 00:24:35.440 align:middle line:84%
Should we give every
child on a budgetary basis

00:24:35.440 --> 00:24:38.280 align:middle line:90%
the same amount of money?

00:24:38.280 --> 00:24:41.720 align:middle line:84%
And some people will say,
yes, that's the most fair way.

00:24:41.720 --> 00:24:45.920 align:middle line:84%
Every child gets $10,000 a year
of educational support through

00:24:45.920 --> 00:24:47.520 align:middle line:90%
teachers and schools.

00:24:47.520 --> 00:24:49.920 align:middle line:84%
When you say, well, there
are different communities

00:24:49.920 --> 00:24:53.340 align:middle line:84%
that have different
educational needs.

00:24:53.340 --> 00:24:58.520 align:middle line:84%
We could say inner city schools
in Washington, DC, which

00:24:58.520 --> 00:25:00.680 align:middle line:84%
incidentally have truancy
rates that would blow

00:25:00.680 --> 00:25:04.240 align:middle line:90%
your mind, like 40% or higher.

00:25:04.240 --> 00:25:04.760 align:middle line:90%
Yeah.

00:25:04.760 --> 00:25:05.780 align:middle line:90%
AUDIENCE: Define truancy.

00:25:05.780 --> 00:25:07.460 align:middle line:84%
R. SCOTT KEMP: Oh, people
who don't show up to class.

00:25:07.460 --> 00:25:08.293 align:middle line:90%
AUDIENCE: Thank you.

00:25:08.293 --> 00:25:09.760 align:middle line:90%
R. SCOTT KEMP: Yeah.

00:25:09.760 --> 00:25:13.720 align:middle line:84%
They really need a lot help, so
we should give them more money.

00:25:13.720 --> 00:25:15.880 align:middle line:84%
But then you have
the problem that, OK,

00:25:15.880 --> 00:25:18.130 align:middle line:84%
you can give them more money,
but the marginal benefit

00:25:18.130 --> 00:25:21.710 align:middle line:84%
of giving those schools more
money is actually quite small.

00:25:21.710 --> 00:25:24.390 align:middle line:84%
And the marginal damages
to other schools,

00:25:24.390 --> 00:25:26.870 align:middle line:84%
because their slope is steep,
is actually quite high.

00:25:26.870 --> 00:25:29.170 align:middle line:84%
So you do a lot of
damage to other students

00:25:29.170 --> 00:25:31.970 align:middle line:84%
to try to reallocate
resources to the students who

00:25:31.970 --> 00:25:32.970 align:middle line:90%
need it more.

00:25:32.970 --> 00:25:35.210 align:middle line:84%
So how do you make
this optimization?

00:25:35.210 --> 00:25:39.410 align:middle line:84%
And it's an incredibly
difficult type of problem.

00:25:39.410 --> 00:25:44.170 align:middle line:84%
Anyway, so there
are many problems.

00:25:44.170 --> 00:25:46.810 align:middle line:84%
It's basically
just as subjective

00:25:46.810 --> 00:25:50.730 align:middle line:84%
as the technological
enthusiasm approaches.

00:25:50.730 --> 00:25:53.570 align:middle line:90%
Both of them are subjective.

00:25:53.570 --> 00:25:56.730 align:middle line:84%
The difference between
the cost-benefit approach

00:25:56.730 --> 00:25:59.290 align:middle line:84%
and the technological
enthusiasm approach

00:25:59.290 --> 00:26:05.730 align:middle line:84%
is that with cost-benefit, you
can at least have some semblance

00:26:05.730 --> 00:26:07.930 align:middle line:90%
of quantification.

00:26:07.930 --> 00:26:13.210 align:middle line:84%
So it's not just you have
some way of comparing apples

00:26:13.210 --> 00:26:15.330 align:middle line:90%
and oranges a little bit.

00:26:15.330 --> 00:26:17.270 align:middle line:84%
Now, how that is
done is imperfect,

00:26:17.270 --> 00:26:19.670 align:middle line:90%
but you can talk about that.

00:26:19.670 --> 00:26:23.090 align:middle line:84%
You can at least put it in
terms that people can discuss.

00:26:23.090 --> 00:26:29.170 align:middle line:84%
And two, every input is laid
bare and is open for inspection.

00:26:29.170 --> 00:26:32.230 align:middle line:84%
When you have elites making
energy policy and just saying,

00:26:32.230 --> 00:26:37.410 align:middle line:84%
well, we decide we want Concorde
and we want nuclear reactors,

00:26:37.410 --> 00:26:39.610 align:middle line:90%
then there isn't a debate.

00:26:39.610 --> 00:26:43.490 align:middle line:84%
And that is a problem,
because then you are basically

00:26:43.490 --> 00:26:46.050 align:middle line:84%
putting all the power into
a small group of people

00:26:46.050 --> 00:26:50.730 align:middle line:84%
who don't necessarily have all
the facts at their fingertips

00:26:50.730 --> 00:26:53.270 align:middle line:84%
and can't make the
perfect decision.

00:26:53.270 --> 00:26:56.770 align:middle line:84%
So if you believe in democracy
as a way of-- or at least

00:26:56.770 --> 00:26:59.770 align:middle line:84%
social discourse or dialectic
as a way of moving forward,

00:26:59.770 --> 00:27:02.010 align:middle line:84%
the cost-benefit approach
gives you a framework

00:27:02.010 --> 00:27:04.370 align:middle line:90%
for trying to do that.

00:27:04.370 --> 00:27:08.670 align:middle line:84%
So what is the measure
of climate change?

00:27:08.670 --> 00:27:12.340 align:middle line:84%
It's this factor called
the social cost of carbon.

00:27:12.340 --> 00:27:14.740 align:middle line:84%
This is what the
Pindyck paper is about.

00:27:14.740 --> 00:27:18.460 align:middle line:84%
It's an attempt to quantify
numerically in terms of dollars

00:27:18.460 --> 00:27:24.120 align:middle line:84%
the damages to society per
unit of CO2 equivalent emitted.

00:27:24.120 --> 00:27:26.900 align:middle line:90%


00:27:26.900 --> 00:27:31.140 align:middle line:84%
So in principle, we
would like to know this

00:27:31.140 --> 00:27:33.400 align:middle line:84%
if we're going to do a
cost-benefit approach.

00:27:33.400 --> 00:27:36.820 align:middle line:84%
But if you did your
reading, you'll

00:27:36.820 --> 00:27:41.260 align:middle line:84%
see that Pindyck eviscerated
the process by which

00:27:41.260 --> 00:27:43.740 align:middle line:90%
this number is generated.

00:27:43.740 --> 00:27:45.760 align:middle line:84%
Which then leads us
back to the problem.

00:27:45.760 --> 00:27:52.060 align:middle line:84%
OK, wait, if this is basically
not very useful, what do we do?

00:27:52.060 --> 00:27:54.500 align:middle line:84%
So in case you
didn't read Pindyck,

00:27:54.500 --> 00:27:58.100 align:middle line:84%
let me talk a little bit
more, just very briefly,

00:27:58.100 --> 00:28:01.580 align:middle line:84%
about why this number
is hard to obtain.

00:28:01.580 --> 00:28:04.580 align:middle line:90%
So it's a two-step process.

00:28:04.580 --> 00:28:08.710 align:middle line:84%
First, you need to
estimate how much CO2

00:28:08.710 --> 00:28:13.870 align:middle line:84%
produces what delta T in global
mean surface temperature.

00:28:13.870 --> 00:28:16.430 align:middle line:84%
And then two, you
need to estimate

00:28:16.430 --> 00:28:19.110 align:middle line:84%
how change in global
mean surface temperature

00:28:19.110 --> 00:28:23.310 align:middle line:84%
affects social welfare,
which is usually measured

00:28:23.310 --> 00:28:28.190 align:middle line:90%
as dollars of welfare lost.

00:28:28.190 --> 00:28:31.310 align:middle line:84%
So let's look at these
a bit more carefully.

00:28:31.310 --> 00:28:35.110 align:middle line:84%
The parameter of relevance
after all the climate models

00:28:35.110 --> 00:28:39.890 align:middle line:84%
do their thing is called
the climate sensitivity.

00:28:39.890 --> 00:28:44.710 align:middle line:84%
This is the expected change
in degrees C temperature

00:28:44.710 --> 00:28:47.670 align:middle line:90%
arising from a doubling of CO2.

00:28:47.670 --> 00:28:51.550 align:middle line:84%
And we began making
these estimates in 1896.

00:28:51.550 --> 00:28:55.370 align:middle line:84%
And as you can see,
over the decades,

00:28:55.370 --> 00:28:57.550 align:middle line:84%
there have been many
estimates, including

00:28:57.550 --> 00:28:59.390 align:middle line:90%
the emergence of the IPCC.

00:28:59.390 --> 00:29:02.590 align:middle line:84%
This one, AR6, is the most
recent IPCC assessment

00:29:02.590 --> 00:29:03.990 align:middle line:90%
of climate sensitivity.

00:29:03.990 --> 00:29:10.560 align:middle line:90%
The next one is due out in 2028.

00:29:10.560 --> 00:29:15.000 align:middle line:84%
And the basic
takeaway is there's

00:29:15.000 --> 00:29:18.200 align:middle line:84%
been no reduction in the
uncertainty on this number

00:29:18.200 --> 00:29:22.680 align:middle line:90%
in over 125 years of research.

00:29:22.680 --> 00:29:25.060 align:middle line:90%
That is remarkable.

00:29:25.060 --> 00:29:28.020 align:middle line:84%
And this is not a small
range, 1.8 to 5.6.

00:29:28.020 --> 00:29:30.160 align:middle line:84%
When people talk
about the maximum

00:29:30.160 --> 00:29:33.520 align:middle line:84%
allowed temperature
change should be 2 degrees

00:29:33.520 --> 00:29:40.040 align:middle line:84%
and your uncertainty is
this big, what do you do?

00:29:40.040 --> 00:29:42.960 align:middle line:84%
So why is the
uncertainty this big?

00:29:42.960 --> 00:29:47.560 align:middle line:84%
Well, one of the problems is
that it comes from feedback.

00:29:47.560 --> 00:29:49.760 align:middle line:84%
The climate system has
all these feedbacks.

00:29:49.760 --> 00:29:52.180 align:middle line:90%
And it has this functional form.

00:29:52.180 --> 00:29:56.160 align:middle line:84%
This is the Planck
temperature change

00:29:56.160 --> 00:30:00.640 align:middle line:84%
resulting from just
straight up radiative forces

00:30:00.640 --> 00:30:02.977 align:middle line:84%
without feedback from
a doubling of CO2.

00:30:02.977 --> 00:30:04.560 align:middle line:84%
Then you have this
feedback parameter,

00:30:04.560 --> 00:30:08.150 align:middle line:84%
which is here in the-- it's a
solution to an infinite series.

00:30:08.150 --> 00:30:11.850 align:middle line:84%
And then you have the effective
change in temperature.

00:30:11.850 --> 00:30:13.890 align:middle line:90%
So let's just see what happens.

00:30:13.890 --> 00:30:17.410 align:middle line:84%
If your feedback parameter is
negative-- so this feedback

00:30:17.410 --> 00:30:22.310 align:middle line:84%
on the x-axis and this
is the delta T over T0.

00:30:22.310 --> 00:30:24.690 align:middle line:84%
So this is multiplier
on the temperature.

00:30:24.690 --> 00:30:27.050 align:middle line:84%
If the feedback is
uncertain in this region,

00:30:27.050 --> 00:30:29.250 align:middle line:84%
then the effect, of
course, on the temperature

00:30:29.250 --> 00:30:31.410 align:middle line:90%
is very, very tiny.

00:30:31.410 --> 00:30:33.890 align:middle line:90%
It's really stable.

00:30:33.890 --> 00:30:36.450 align:middle line:90%
But if the feedback is--

00:30:36.450 --> 00:30:39.110 align:middle line:90%
what?

00:30:39.110 --> 00:30:39.910 align:middle line:90%
There it goes.

00:30:39.910 --> 00:30:43.530 align:middle line:84%
If the feedback
is in this region,

00:30:43.530 --> 00:30:46.450 align:middle line:84%
then the uncertainty is
huge because of this shape

00:30:46.450 --> 00:30:47.490 align:middle line:90%
of this curve.

00:30:47.490 --> 00:30:50.010 align:middle line:84%
And in fact, this is
the range of uncertainty

00:30:50.010 --> 00:30:53.270 align:middle line:84%
that the IPCC currently
specifies for this parameter.

00:30:53.270 --> 00:30:57.050 align:middle line:84%
They say somewhere
between 0.5 and 0.7.

00:30:57.050 --> 00:31:00.050 align:middle line:84%
And I will also speak
to whether this is

00:31:00.050 --> 00:31:01.810 align:middle line:90%
a credible number in a moment.

00:31:01.810 --> 00:31:04.290 align:middle line:84%
But you can see here
that this produces

00:31:04.290 --> 00:31:07.930 align:middle line:84%
a large range in temperatures,
which is why that uncertainty is

00:31:07.930 --> 00:31:11.650 align:middle line:84%
really hard to pin down, because
of the shape of this curve.

00:31:11.650 --> 00:31:15.010 align:middle line:84%
So you have a lot of people
running around saying things

00:31:15.010 --> 00:31:19.610 align:middle line:84%
like, if we don't constrain
total atmospheric CO2

00:31:19.610 --> 00:31:23.770 align:middle line:84%
to 450 PPM, then all
hell will break loose.

00:31:23.770 --> 00:31:26.450 align:middle line:90%
And the answer is, well, maybe.

00:31:26.450 --> 00:31:27.650 align:middle line:90%
Maybe it will be worse.

00:31:27.650 --> 00:31:29.050 align:middle line:90%
Maybe it's too late.

00:31:29.050 --> 00:31:30.270 align:middle line:90%
Maybe it won't be as bad.

00:31:30.270 --> 00:31:32.610 align:middle line:84%
We don't know
because this problem.

00:31:32.610 --> 00:31:35.930 align:middle line:84%
We're sitting here on the
curve as it's shooting up.

00:31:35.930 --> 00:31:39.050 align:middle line:84%
And we really don't
have a good measure.

00:31:39.050 --> 00:31:42.330 align:middle line:84%
Let's look at a little bit about
what the IPCC says in terms

00:31:42.330 --> 00:31:44.510 align:middle line:90%
of climate sensitivity.

00:31:44.510 --> 00:31:46.730 align:middle line:84%
So there are lots
and lots of ways

00:31:46.730 --> 00:31:50.170 align:middle line:84%
to try to estimate
this parameter.

00:31:50.170 --> 00:31:52.633 align:middle line:84%
This is what we call the
instrumental period from last 40

00:31:52.633 --> 00:31:55.050 align:middle line:84%
years, where we actually have
thermometers floating around

00:31:55.050 --> 00:31:55.592 align:middle line:90%
in the ocean.

00:31:55.592 --> 00:31:58.130 align:middle line:84%
And we look at volcanoes
and various things

00:31:58.130 --> 00:31:59.470 align:middle line:90%
that perturbate the atmosphere.

00:31:59.470 --> 00:32:02.820 align:middle line:84%
And we try to understand
the climate sensitivity.

00:32:02.820 --> 00:32:07.340 align:middle line:84%
And then you can
look at ice cores

00:32:07.340 --> 00:32:10.645 align:middle line:84%
and various other
paleoclimate data.

00:32:10.645 --> 00:32:12.020 align:middle line:84%
And one of the
interesting things

00:32:12.020 --> 00:32:18.500 align:middle line:84%
is that as you go to longer
and longer time scales,

00:32:18.500 --> 00:32:22.220 align:middle line:84%
the feedback factor
appears to increase.

00:32:22.220 --> 00:32:25.500 align:middle line:84%
So it's not actually
a fixed number.

00:32:25.500 --> 00:32:31.820 align:middle line:84%
It's a number that is only true
at one particular climate state.

00:32:31.820 --> 00:32:34.980 align:middle line:84%
But the climate is
constantly changing.

00:32:34.980 --> 00:32:38.740 align:middle line:84%
And so the feedback parameter
is constantly changing.

00:32:38.740 --> 00:32:46.180 align:middle line:84%
So this presents a challenge
in how you decide what this is.

00:32:46.180 --> 00:32:48.100 align:middle line:84%
And it's worth
pointing out that this

00:32:48.100 --> 00:32:51.140 align:middle line:84%
is a wonderful
opportunity for bias

00:32:51.140 --> 00:32:53.520 align:middle line:90%
to creep into your calculation.

00:32:53.520 --> 00:32:55.020 align:middle line:84%
Because you can
say, well, we should

00:32:55.020 --> 00:32:58.780 align:middle line:84%
take into account all possible
ways of measuring this

00:32:58.780 --> 00:33:00.710 align:middle line:90%
and get a nice big f.

00:33:00.710 --> 00:33:03.950 align:middle line:84%
And then you would say, and
this shows that climate change

00:33:03.950 --> 00:33:06.583 align:middle line:90%
is very imminent and dangerous.

00:33:06.583 --> 00:33:08.250 align:middle line:84%
And because I care
about climate change,

00:33:08.250 --> 00:33:10.430 align:middle line:84%
I'm going to advocate
for this approach

00:33:10.430 --> 00:33:12.670 align:middle line:90%
and I'll call it conservative.

00:33:12.670 --> 00:33:14.550 align:middle line:84%
And then other
people will say, no,

00:33:14.550 --> 00:33:17.230 align:middle line:84%
if we just look at
this particular line

00:33:17.230 --> 00:33:19.230 align:middle line:84%
here, which is the
most recent, then we

00:33:19.230 --> 00:33:22.270 align:middle line:84%
see the climate
sensitivity is very small,

00:33:22.270 --> 00:33:25.210 align:middle line:84%
and so you're blowing
things out of proportion.

00:33:25.210 --> 00:33:26.730 align:middle line:90%
So you can have these debates.

00:33:26.730 --> 00:33:29.190 align:middle line:90%
IPCC has this debate.

00:33:29.190 --> 00:33:34.670 align:middle line:84%
And it can lead to massive
uncertainties in this number.

00:33:34.670 --> 00:33:38.390 align:middle line:84%
So let's see what the IPCC
says about its methods.

00:33:38.390 --> 00:33:40.630 align:middle line:84%
It says, confidence in
the validity of a finding

00:33:40.630 --> 00:33:43.470 align:middle line:84%
is based on the type, amount,
quality, and consistency

00:33:43.470 --> 00:33:48.510 align:middle line:84%
of evidence, theory, data
models, and expert judgment.

00:33:48.510 --> 00:33:51.477 align:middle line:84%
They also say that quantified
measures of uncertainty

00:33:51.477 --> 00:33:53.310 align:middle line:84%
in a finding are expressed
probabilistically

00:33:53.310 --> 00:33:58.120 align:middle line:84%
based on statistical analysis
models or expert judgment.

00:33:58.120 --> 00:34:01.200 align:middle line:90%
And they go on.

00:34:01.200 --> 00:34:04.600 align:middle line:84%
Estimates in this assessment
are based on expert judgment.

00:34:04.600 --> 00:34:06.700 align:middle line:90%
And then this is worth reading.

00:34:06.700 --> 00:34:10.239 align:middle line:84%
In addition, examining expert
judgment and decision making

00:34:10.239 --> 00:34:13.360 align:middle line:84%
shows that people, including
scientific experts,

00:34:13.360 --> 00:34:15.320 align:middle line:84%
suffer from a range of
heuristics and biases

00:34:15.320 --> 00:34:16.960 align:middle line:90%
that affect their judgment.

00:34:16.960 --> 00:34:19.020 align:middle line:84%
For example, in the
case of expert judgment,

00:34:19.020 --> 00:34:21.360 align:middle line:84%
there's a tendency
towards overconfidence

00:34:21.360 --> 00:34:24.560 align:middle line:84%
both at the individual level and
at the group level, as people

00:34:24.560 --> 00:34:28.040 align:middle line:84%
converge on a view and draw
confidence in its reliability

00:34:28.040 --> 00:34:29.360 align:middle line:90%
from each other.

00:34:29.360 --> 00:34:32.120 align:middle line:84%
However, in an assessment of the
state of scientific knowledge

00:34:32.120 --> 00:34:34.679 align:middle line:84%
across a field such as
climate change, characterized

00:34:34.679 --> 00:34:38.040 align:middle line:84%
by complexity of processes
and heterogeneity of data,

00:34:38.040 --> 00:34:41.000 align:middle line:84%
some degree of expert
judgment is inevitable.

00:34:41.000 --> 00:34:42.280 align:middle line:90%
So what is this saying?

00:34:42.280 --> 00:34:45.840 align:middle line:84%
Well, it turns out that these
numbers that I showed you here,

00:34:45.840 --> 00:34:50.239 align:middle line:84%
these are done by just
surveying people in the field

00:34:50.239 --> 00:34:53.280 align:middle line:84%
and asking them, what do you
think the climate sensitivity

00:34:53.280 --> 00:34:54.600 align:middle line:90%
is?

00:34:54.600 --> 00:34:57.730 align:middle line:84%
That's ultimately how these
numbers are generated.

00:34:57.730 --> 00:35:03.930 align:middle line:84%
So if you are looking for that
scientific, principled reason

00:35:03.930 --> 00:35:09.210 align:middle line:84%
why you have to act now,
and if you don't do xyz

00:35:09.210 --> 00:35:13.330 align:middle line:84%
with respect to
climate abatement,

00:35:13.330 --> 00:35:16.970 align:middle line:84%
all hell's going to break
loose-- it's not there.

00:35:16.970 --> 00:35:19.610 align:middle line:84%
The statistics are
highly uncertain

00:35:19.610 --> 00:35:22.890 align:middle line:84%
or the measurements
are highly uncertain.

00:35:22.890 --> 00:35:26.210 align:middle line:84%
The effect is dominated by
this weird, terrible function.

00:35:26.210 --> 00:35:28.810 align:middle line:84%
And in the end of the day,
everything the IPCC says on this

00:35:28.810 --> 00:35:30.890 align:middle line:90%
is just someone's opinion.

00:35:30.890 --> 00:35:33.570 align:middle line:90%
So why?

00:35:33.570 --> 00:35:36.010 align:middle line:84%
Well, Marcia Baker, who
was the principal co-author

00:35:36.010 --> 00:35:40.907 align:middle line:84%
of the IPCC in 2007 and a
great climate scientist,

00:35:40.907 --> 00:35:42.490 align:middle line:84%
said the efforts to
reduce uncertainty

00:35:42.490 --> 00:35:46.170 align:middle line:84%
in climate projections are
impeded by fundamental gaps

00:35:46.170 --> 00:35:47.990 align:middle line:84%
in our understanding
of the climate system,

00:35:47.990 --> 00:35:51.930 align:middle line:84%
or by some features of the
system's underlying nature.

00:35:51.930 --> 00:35:55.570 align:middle line:84%
And this is basically the issue,
that getting a real number out

00:35:55.570 --> 00:36:00.450 align:middle line:84%
of these climate models on
which to act is really hard.

00:36:00.450 --> 00:36:01.410 align:middle line:90%
Yes.

00:36:01.410 --> 00:36:03.050 align:middle line:84%
AUDIENCE: So a
question about this.

00:36:03.050 --> 00:36:08.410 align:middle line:84%
So if I understand correctly,
the data on emissions

00:36:08.410 --> 00:36:11.910 align:middle line:84%
are a little uncertain,
or I guess very uncertain,

00:36:11.910 --> 00:36:14.210 align:middle line:90%
like outrageous.

00:36:14.210 --> 00:36:16.050 align:middle line:84%
Despite those
uncertainties and ranges

00:36:16.050 --> 00:36:18.330 align:middle line:84%
of when the consequences
will happen,

00:36:18.330 --> 00:36:21.090 align:middle line:84%
is it still possible
to confidently say

00:36:21.090 --> 00:36:25.610 align:middle line:84%
that all these greenhouse gas
emissions and pollution that's

00:36:25.610 --> 00:36:28.090 align:middle line:84%
being caused by a
lot of technology,

00:36:28.090 --> 00:36:31.030 align:middle line:84%
like fossil fuel technology,
is inherently bad,

00:36:31.030 --> 00:36:32.738 align:middle line:84%
even if we can't
say exactly what?

00:36:32.738 --> 00:36:34.030 align:middle line:90%
R. SCOTT KEMP: Yes, absolutely.

00:36:34.030 --> 00:36:34.530 align:middle line:90%
Yeah.

00:36:34.530 --> 00:36:36.410 align:middle line:84%
So his question was,
can we still say

00:36:36.410 --> 00:36:39.490 align:middle line:84%
emissions are inherently bad,
even though we can't quantify

00:36:39.490 --> 00:36:40.970 align:middle line:90%
how much temperature changed?

00:36:40.970 --> 00:36:44.190 align:middle line:84%
Yeah, I think that much
of the science is clear.

00:36:44.190 --> 00:36:46.970 align:middle line:84%
Like, you put CO2
into the atmosphere.

00:36:46.970 --> 00:36:51.290 align:middle line:84%
It traps infrared energy
from leaving the atmosphere.

00:36:51.290 --> 00:36:56.420 align:middle line:84%
It drives radiative forcing
that produces a warming planet.

00:36:56.420 --> 00:37:00.820 align:middle line:84%
But it kind of quickly
doesn't take you anywhere.

00:37:00.820 --> 00:37:03.300 align:middle line:84%
So for example, if you
look at the amount of CO2

00:37:03.300 --> 00:37:05.740 align:middle line:84%
that we've put
into the atmosphere

00:37:05.740 --> 00:37:10.080 align:middle line:84%
and you look at how much
additional radiative forcing,

00:37:10.080 --> 00:37:11.902 align:middle line:84%
which is about 0.7
watts per square meter

00:37:11.902 --> 00:37:13.860 align:middle line:84%
on the surface of the
Earth, that you would get

00:37:13.860 --> 00:37:16.740 align:middle line:84%
from that CO2, and
you integrate that

00:37:16.740 --> 00:37:19.180 align:middle line:84%
over the surface of the
Earth, and you integrate that

00:37:19.180 --> 00:37:22.700 align:middle line:84%
over the time that we've
had that extra CO2,

00:37:22.700 --> 00:37:25.980 align:middle line:84%
you would get a value
for energy-- total energy

00:37:25.980 --> 00:37:27.500 align:middle line:90%
added to the system.

00:37:27.500 --> 00:37:30.380 align:middle line:84%
If you take that energy
and partition it strictly

00:37:30.380 --> 00:37:36.180 align:middle line:84%
into the mass of the atmosphere,
we died a long time ago,

00:37:36.180 --> 00:37:39.700 align:middle line:84%
because the current average
temperature would be like--

00:37:39.700 --> 00:37:41.360 align:middle line:84%
I don't remember
the exact number.

00:37:41.360 --> 00:37:44.460 align:middle line:84%
But it would be close to boiling
on the surface of the Earth,

00:37:44.460 --> 00:37:46.500 align:middle line:90%
something like this.

00:37:46.500 --> 00:37:48.020 align:middle line:90%
But that's not the case.

00:37:48.020 --> 00:37:50.020 align:middle line:90%
So where did the energy go?

00:37:50.020 --> 00:37:50.520 align:middle line:90%
Yeah.

00:37:50.520 --> 00:37:52.450 align:middle line:84%
AUDIENCE: I think in
this case, actually,

00:37:52.450 --> 00:37:54.230 align:middle line:90%
I've read the ocean acts--

00:37:54.230 --> 00:37:56.593 align:middle line:84%
the water is a carbon
sink, basically.

00:37:56.593 --> 00:37:59.010 align:middle line:84%
R. SCOTT KEMP: It's not that
it's acting as a carbon sink.

00:37:59.010 --> 00:38:01.110 align:middle line:90%
It's acting as a heat sink.

00:38:01.110 --> 00:38:05.870 align:middle line:84%
So the ocean has 1,000
times the thermal capacity

00:38:05.870 --> 00:38:08.190 align:middle line:90%
of the atmosphere.

00:38:08.190 --> 00:38:13.150 align:middle line:84%
So it turns out 99 point
something percent of the energy

00:38:13.150 --> 00:38:15.550 align:middle line:84%
eventually is sunk
into the ocean, which

00:38:15.550 --> 00:38:18.310 align:middle line:90%
can absorb way more energy.

00:38:18.310 --> 00:38:21.950 align:middle line:90%
And here's the issue.

00:38:21.950 --> 00:38:25.430 align:middle line:84%
We cannot constrain
the heat flux across

00:38:25.430 --> 00:38:30.930 align:middle line:84%
the ocean-atmospheric boundary
to better than plus or minus 20

00:38:30.930 --> 00:38:32.230 align:middle line:90%
watts per square meter.

00:38:32.230 --> 00:38:36.270 align:middle line:84%
Remember, the total radiative
forcing from climate change

00:38:36.270 --> 00:38:40.110 align:middle line:84%
is about 0.7 watts
per square meter.

00:38:40.110 --> 00:38:45.270 align:middle line:84%
So it's totally in the
noise of our ability

00:38:45.270 --> 00:38:49.440 align:middle line:84%
to constrain where the heat
in the place where we live,

00:38:49.440 --> 00:38:52.180 align:middle line:90%
in the air, is coming from.

00:38:52.180 --> 00:38:54.200 align:middle line:90%
Is it coming from the ocean?

00:38:54.200 --> 00:38:56.200 align:middle line:84%
I mean, there's
certainly energy being

00:38:56.200 --> 00:38:59.320 align:middle line:84%
added by the top of the
atmosphere, unquestionably.

00:38:59.320 --> 00:39:02.280 align:middle line:84%
But what is actually
driving the temperature

00:39:02.280 --> 00:39:04.080 align:middle line:90%
on the surface of the earth?

00:39:04.080 --> 00:39:06.120 align:middle line:90%
It's the ocean that drives it.

00:39:06.120 --> 00:39:08.760 align:middle line:84%
And until we actually
understand that, we can't really

00:39:08.760 --> 00:39:11.880 align:middle line:84%
make a statement about
whether the energy being

00:39:11.880 --> 00:39:16.880 align:middle line:84%
added by the CO2 is
unacceptably large or not.

00:39:16.880 --> 00:39:18.360 align:middle line:90%
That's the challenge.

00:39:18.360 --> 00:39:22.080 align:middle line:84%
So the climate models
attempt to model this

00:39:22.080 --> 00:39:25.000 align:middle line:84%
by parameterizing a
whole bunch of variables

00:39:25.000 --> 00:39:31.440 align:middle line:84%
and making those models
match historical data.

00:39:31.440 --> 00:39:35.320 align:middle line:84%
But they tend to diverge wildly
after the historical calibration

00:39:35.320 --> 00:39:36.600 align:middle line:90%
region ends.

00:39:36.600 --> 00:39:38.980 align:middle line:84%
And then they take
the average of them.

00:39:38.980 --> 00:39:42.240 align:middle line:84%
And average of a model
is not actually the--

00:39:42.240 --> 00:39:44.080 align:middle line:84%
the average of a bunch
of ensemble of models

00:39:44.080 --> 00:39:45.460 align:middle line:84%
is not a measure
of uncertainty--

00:39:45.460 --> 00:39:47.320 align:middle line:84%
or the range of an
ensemble of models

00:39:47.320 --> 00:39:50.090 align:middle line:84%
is not actually a measure of
uncertainty in the system.

00:39:50.090 --> 00:39:53.130 align:middle line:84%
So it turns out, once
you start looking

00:39:53.130 --> 00:39:57.090 align:middle line:84%
for a quantitative assessment,
it gets really hard.

00:39:57.090 --> 00:39:59.430 align:middle line:84%
And it basically
boils down to, yes,

00:39:59.430 --> 00:40:01.410 align:middle line:90%
CO2 does warm the atmosphere.

00:40:01.410 --> 00:40:04.650 align:middle line:84%
We don't know how much
damage it's going to do.

00:40:04.650 --> 00:40:08.010 align:middle line:84%
People who work in this
field are making a guess.

00:40:08.010 --> 00:40:11.050 align:middle line:84%
And we as energy
policymakers are asked

00:40:11.050 --> 00:40:12.930 align:middle line:90%
to do something about this.

00:40:12.930 --> 00:40:16.170 align:middle line:84%
And we are supposed to come
up with an optimal solution.

00:40:16.170 --> 00:40:21.970 align:middle line:84%
And if some people are laughing,
that's the correct response.

00:40:21.970 --> 00:40:27.170 align:middle line:90%
It's really hard to do this.

00:40:27.170 --> 00:40:32.430 align:middle line:84%
Pindyck talks more about
this part of the calculation.

00:40:32.430 --> 00:40:34.810 align:middle line:84%
So that was just to
talk about the delta T.

00:40:34.810 --> 00:40:37.890 align:middle line:84%
Then you take the delta
T And you plug that here

00:40:37.890 --> 00:40:41.090 align:middle line:84%
into something that gives
you the loss to society.

00:40:41.090 --> 00:40:44.930 align:middle line:84%
And he talks about these models
being offered by various people.

00:40:44.930 --> 00:40:46.890 align:middle line:84%
And the models
have been contrived

00:40:46.890 --> 00:40:51.890 align:middle line:84%
so that they have this
shape, so that if you

00:40:51.890 --> 00:40:54.830 align:middle line:84%
go above a certain temperature,
it's very dramatic here.

00:40:54.830 --> 00:41:03.570 align:middle line:84%
According to this model, if you
go above 1.9 degrees, then 100%

00:41:03.570 --> 00:41:08.010 align:middle line:90%
of loss to society virtually.

00:41:08.010 --> 00:41:13.610 align:middle line:84%
These are crazy,
crazy parameters.

00:41:13.610 --> 00:41:19.290 align:middle line:84%
The fit, beta, and pi, they say,
are just arbitrarily chosen.

00:41:19.290 --> 00:41:21.450 align:middle line:84%
They say the models
are arbitrarily chosen.

00:41:21.450 --> 00:41:22.350 align:middle line:90%
What is this?

00:41:22.350 --> 00:41:24.850 align:middle line:90%
This is a noise amplifier.

00:41:24.850 --> 00:41:28.570 align:middle line:84%
It takes a noisy kind of crummy
measurement coming out of T

00:41:28.570 --> 00:41:32.650 align:middle line:90%
and produces pure noise.

00:41:32.650 --> 00:41:37.322 align:middle line:84%
So the social cost of carbon
is basically not a number

00:41:37.322 --> 00:41:38.530 align:middle line:90%
that we can really calculate.

00:41:38.530 --> 00:41:39.130 align:middle line:90%
Yes.

00:41:39.130 --> 00:41:40.870 align:middle line:84%
AUDIENCE: What are the
actual units for loss?

00:41:40.870 --> 00:41:42.370 align:middle line:84%
This is one of the
things that was--

00:41:42.370 --> 00:41:45.180 align:middle line:84%
R. SCOTT KEMP: They often do it
in terms of a fraction of GDP.

00:41:45.180 --> 00:41:47.140 align:middle line:90%
AUDIENCE: OK.

00:41:47.140 --> 00:41:48.940 align:middle line:84%
R. SCOTT KEMP: Economists
like to use GDP.

00:41:48.940 --> 00:41:50.560 align:middle line:84%
All kinds of ways
you could do it.

00:41:50.560 --> 00:41:51.660 align:middle line:90%
But yeah.

00:41:51.660 --> 00:41:53.760 align:middle line:84%
So in this case,
it's fraction of GDP.

00:41:53.760 --> 00:41:56.300 align:middle line:90%


00:41:56.300 --> 00:42:00.380 align:middle line:90%
So how do we move forward?

00:42:00.380 --> 00:42:03.080 align:middle line:84%
Like there's no
basis to do anything.

00:42:03.080 --> 00:42:03.840 align:middle line:90%
What do we do?

00:42:03.840 --> 00:42:11.140 align:middle line:90%


00:42:11.140 --> 00:42:12.140 align:middle line:90%
Yeah.

00:42:12.140 --> 00:42:16.120 align:middle line:84%
AUDIENCE: I mean, you
can make non-CO2--

00:42:16.120 --> 00:42:17.260 align:middle line:90%
fuck, I cannot speak today.

00:42:17.260 --> 00:42:17.960 align:middle line:90%
I'm sorry.

00:42:17.960 --> 00:42:22.120 align:middle line:84%
Related arguments for
other power sources, right?

00:42:22.120 --> 00:42:23.393 align:middle line:90%
Nuclear's case--

00:42:23.393 --> 00:42:25.060 align:middle line:84%
R. SCOTT KEMP: You're
putting the cart--

00:42:25.060 --> 00:42:26.727 align:middle line:84%
but don't put the
cart before the horse.

00:42:26.727 --> 00:42:29.580 align:middle line:84%
Don't like, oh, well, if I
can't justify it with CO2,

00:42:29.580 --> 00:42:32.040 align:middle line:84%
let me find something
else to justify it with.

00:42:32.040 --> 00:42:33.680 align:middle line:84%
The question is, we
have a CO2 problem.

00:42:33.680 --> 00:42:35.097 align:middle line:84%
What are you going
to do about it?

00:42:35.097 --> 00:42:36.683 align:middle line:90%


00:42:36.683 --> 00:42:38.100 align:middle line:84%
AUDIENCE: Well, I
was going to say

00:42:38.100 --> 00:42:42.710 align:middle line:84%
the main issue is it's not if it
will happen, but when exactly,

00:42:42.710 --> 00:42:43.210 align:middle line:90%
right?

00:42:43.210 --> 00:42:46.357 align:middle line:90%
If I'm following correctly.

00:42:46.357 --> 00:42:47.690 align:middle line:90%
R. SCOTT KEMP: That's also true.

00:42:47.690 --> 00:42:50.750 align:middle line:84%
But it's not will it
happen, it's to what extent

00:42:50.750 --> 00:42:52.250 align:middle line:90%
will it happen, and so on.

00:42:52.250 --> 00:42:54.010 align:middle line:90%
So there's a lot more to it.

00:42:54.010 --> 00:42:54.510 align:middle line:90%
Yeah.

00:42:54.510 --> 00:42:55.650 align:middle line:84%
AUDIENCE: As in
long-term solution--

00:42:55.650 --> 00:42:57.150 align:middle line:84%
I mean, I know one of
the main criticisms

00:42:57.150 --> 00:42:58.250 align:middle line:90%
is, oh, this takes too long.

00:42:58.250 --> 00:42:59.090 align:middle line:90%
We need to act now.

00:42:59.090 --> 00:43:02.750 align:middle line:84%
And that opens up the door to
longer-term solutions, I think.

00:43:02.750 --> 00:43:04.430 align:middle line:90%
R. SCOTT KEMP: Maybe.

00:43:04.430 --> 00:43:07.930 align:middle line:84%
I mean, you could argue that
if we don't have to act now,

00:43:07.930 --> 00:43:09.450 align:middle line:90%
then we could explore fusion.

00:43:09.450 --> 00:43:12.525 align:middle line:84%
But if we have to act now, we
better just use wind and solar.

00:43:12.525 --> 00:43:13.150 align:middle line:90%
AUDIENCE: Yeah.

00:43:13.150 --> 00:43:16.877 align:middle line:90%
And more fission projects.

00:43:16.877 --> 00:43:17.710 align:middle line:90%
R. SCOTT KEMP: Yeah.

00:43:17.710 --> 00:43:20.770 align:middle line:84%
Well, if you really care,
fission takes 10 years to build.

00:43:20.770 --> 00:43:23.390 align:middle line:84%
And the amount of wind and
solar you can build in 10 years

00:43:23.390 --> 00:43:24.750 align:middle line:90%
is insane.

00:43:24.750 --> 00:43:25.730 align:middle line:90%
It's much, much bigger.

00:43:25.730 --> 00:43:26.670 align:middle line:84%
AUDIENCE: Do they have
an end-of-life plan

00:43:26.670 --> 00:43:28.003 align:middle line:90%
for the wind and solar?

00:43:28.003 --> 00:43:30.336 align:middle line:84%
R. SCOTT KEMP: I don't have
an end-of-life plan for you.

00:43:30.336 --> 00:43:31.922 align:middle line:90%
I don't know.

00:43:31.922 --> 00:43:33.630 align:middle line:84%
AUDIENCE: A lot of
the photovoltaic cells

00:43:33.630 --> 00:43:35.002 align:middle line:90%
last about 20, 25 years.

00:43:35.002 --> 00:43:35.710 align:middle line:90%
And nuclear can--

00:43:35.710 --> 00:43:36.810 align:middle line:84%
R. SCOTT KEMP: All of
this can be talked about.

00:43:36.810 --> 00:43:38.930 align:middle line:84%
Let me get into some
other questions.

00:43:38.930 --> 00:43:39.880 align:middle line:90%
Yeah.

00:43:39.880 --> 00:43:42.800 align:middle line:84%
AUDIENCE: [INAUDIBLE]
kind of sticking

00:43:42.800 --> 00:43:46.000 align:middle line:84%
with the carbon issue, but also
the slightly adjacent tangent.

00:43:46.000 --> 00:43:49.600 align:middle line:84%
You could consider
factors like other sources

00:43:49.600 --> 00:43:52.600 align:middle line:84%
of renewable energy still
have carbon emissions

00:43:52.600 --> 00:43:54.240 align:middle line:90%
within the process.

00:43:54.240 --> 00:43:55.880 align:middle line:84%
Some of the fossil
fuels are projected

00:43:55.880 --> 00:43:59.960 align:middle line:84%
to run out pretty soon,
especially if the data center AI

00:43:59.960 --> 00:44:02.240 align:middle line:90%
issue kind of goes out of hand.

00:44:02.240 --> 00:44:04.620 align:middle line:84%
So that regardless of
when this will happen,

00:44:04.620 --> 00:44:08.080 align:middle line:84%
it's still beneficial to invest
for a very long-term approach

00:44:08.080 --> 00:44:10.640 align:middle line:84%
into nuclear,
especially like fission.

00:44:10.640 --> 00:44:12.720 align:middle line:84%
R. SCOTT KEMP: Yeah, so
one of the challenges

00:44:12.720 --> 00:44:15.560 align:middle line:84%
we're talking about investing
in the development of technology

00:44:15.560 --> 00:44:19.180 align:middle line:84%
is it's really hard to know what
you'll get out of an investment.

00:44:19.180 --> 00:44:23.200 align:middle line:84%
You need a crystal
ball to see that.

00:44:23.200 --> 00:44:28.880 align:middle line:84%
And so you can make kind
of like hand-wavy arguments

00:44:28.880 --> 00:44:31.240 align:middle line:84%
in that direction,
but you can't really

00:44:31.240 --> 00:44:33.568 align:middle line:90%
build an energy policy on that.

00:44:33.568 --> 00:44:35.360 align:middle line:84%
You kind of build an
energy policy on like,

00:44:35.360 --> 00:44:39.370 align:middle line:84%
this is what we need to do to
provide energy to our people.

00:44:39.370 --> 00:44:43.890 align:middle line:84%
And then we also, as a
matter of industrial policy,

00:44:43.890 --> 00:44:47.290 align:middle line:84%
say we need to also
innovate and explore

00:44:47.290 --> 00:44:49.490 align:middle line:90%
a variety of new technologies.

00:44:49.490 --> 00:44:52.610 align:middle line:84%
And if you ask me,
how do we optimize

00:44:52.610 --> 00:44:55.250 align:middle line:84%
the amount of dollars
going into that,

00:44:55.250 --> 00:44:58.510 align:middle line:90%
there's no good way to do that?

00:44:58.510 --> 00:45:02.690 align:middle line:84%
That is, again, a
very subjective thing.

00:45:02.690 --> 00:45:04.230 align:middle line:84%
OK, so let me give
you my answer.

00:45:04.230 --> 00:45:05.950 align:middle line:84%
Here's what here's
what I suggest we do.

00:45:05.950 --> 00:45:08.690 align:middle line:90%


00:45:08.690 --> 00:45:12.090 align:middle line:84%
We'll treat the economic
benefit of energy

00:45:12.090 --> 00:45:13.830 align:middle line:90%
as a cost-benefit analysis.

00:45:13.830 --> 00:45:16.170 align:middle line:84%
But we'll treat the
economic benefit of energy

00:45:16.170 --> 00:45:21.210 align:middle line:84%
as basically being
independent of the source,

00:45:21.210 --> 00:45:24.730 align:middle line:84%
subject to a constraint that
the energy is available.

00:45:24.730 --> 00:45:30.210 align:middle line:84%
So a kilowatt hour of
electricity from nuclear

00:45:30.210 --> 00:45:33.290 align:middle line:84%
is just as good as a kilowatt
hour of electricity from solar

00:45:33.290 --> 00:45:35.890 align:middle line:84%
if the solar is
there when I need it.

00:45:35.890 --> 00:45:40.890 align:middle line:84%
So I impose this
constraint in the modeling.

00:45:40.890 --> 00:45:45.450 align:middle line:84%
And then I say, we're going to
balance that against the cost--

00:45:45.450 --> 00:45:48.650 align:middle line:84%
what we call the internal
cost or the explicit cost

00:45:48.650 --> 00:45:51.290 align:middle line:90%
of the electricity production--

00:45:51.290 --> 00:45:54.210 align:middle line:84%
and the estimated
externalities, which

00:45:54.210 --> 00:45:59.530 align:middle line:84%
include pollution and noise
and all kinds of things.

00:45:59.530 --> 00:46:05.810 align:middle line:84%
Coal, PM10, the use
of land for windmills,

00:46:05.810 --> 00:46:08.630 align:middle line:90%
killing birds, all these things.

00:46:08.630 --> 00:46:11.210 align:middle line:84%
And then we will treat
the social cost of carbon

00:46:11.210 --> 00:46:13.130 align:middle line:90%
as a free parameter.

00:46:13.130 --> 00:46:17.010 align:middle line:84%
And I will just let
you decide what you

00:46:17.010 --> 00:46:20.130 align:middle line:90%
believe is a real SCC number.

00:46:20.130 --> 00:46:25.570 align:middle line:84%
But what we can do is we can
move this around across a couple

00:46:25.570 --> 00:46:29.410 align:middle line:90%
orders of magnitude even.

00:46:29.410 --> 00:46:30.730 align:middle line:90%
Subject two.

00:46:30.730 --> 00:46:32.010 align:middle line:90%
AUDIENCE: Oh, thank you.

00:46:32.010 --> 00:46:38.020 align:middle line:84%
R. SCOTT KEMP: We can move the
SCC around and basically explore

00:46:38.020 --> 00:46:39.540 align:middle line:90%
the space.

00:46:39.540 --> 00:46:42.300 align:middle line:84%
So that's what I propose
to do in this class.

00:46:42.300 --> 00:46:45.640 align:middle line:84%
So we won't pick a
social cost of carbon.

00:46:45.640 --> 00:46:47.720 align:middle line:90%
We're going to let it float.

00:46:47.720 --> 00:46:51.640 align:middle line:84%
And we're going to explore
what we can do with this.

00:46:51.640 --> 00:46:55.700 align:middle line:90%


00:46:55.700 --> 00:47:04.820 align:middle line:84%
So just to remind you
of a couple of things,

00:47:04.820 --> 00:47:07.820 align:middle line:84%
a model is only as good as
the data that you put in it.

00:47:07.820 --> 00:47:10.500 align:middle line:84%
So a lot of time is
going to be spent

00:47:10.500 --> 00:47:13.660 align:middle line:84%
on trying to make sure
these numbers are right.

00:47:13.660 --> 00:47:15.660 align:middle line:84%
In fact, we're not even--
well, except for this,

00:47:15.660 --> 00:47:18.700 align:middle line:84%
because we're going to assume
these are all equal, basically.

00:47:18.700 --> 00:47:21.380 align:middle line:84%
But we're going to spend
a lot of time on this.

00:47:21.380 --> 00:47:24.822 align:middle line:84%
And as it will turn
out, for nuclear--

00:47:24.822 --> 00:47:26.780 align:middle line:84%
I'll talk to you in a
minute-- this is actually

00:47:26.780 --> 00:47:29.220 align:middle line:84%
going to be a really
important factor.

00:47:29.220 --> 00:47:34.070 align:middle line:84%
And two, I said this earlier,
but all these cost inputs

00:47:34.070 --> 00:47:36.990 align:middle line:84%
change depending on
what country you're in.

00:47:36.990 --> 00:47:39.080 align:middle line:90%
So we have to bear that in mind.

00:47:39.080 --> 00:47:41.330 align:middle line:84%
AUDIENCE: If we're going to
be agnostic to the source,

00:47:41.330 --> 00:47:44.950 align:middle line:84%
how is it possible to estimate
the externalities when

00:47:44.950 --> 00:47:47.810 align:middle line:84%
they're dependent on the
kind of sources you have?

00:47:47.810 --> 00:47:50.750 align:middle line:84%
R. SCOTT KEMP: We will
be agnostic to the source

00:47:50.750 --> 00:47:54.030 align:middle line:84%
only with respect to
the idea of benefit,

00:47:54.030 --> 00:47:56.110 align:middle line:90%
not with respect to cost.

00:47:56.110 --> 00:47:57.117 align:middle line:90%
Does that make sense?

00:47:57.117 --> 00:47:59.450 align:middle line:84%
AUDIENCE: But you would need
to know what kind of source

00:47:59.450 --> 00:48:02.832 align:middle line:84%
you have to know what kind
of externalities are applied.

00:48:02.832 --> 00:48:04.290 align:middle line:84%
R. SCOTT KEMP: Yes,
that's correct.

00:48:04.290 --> 00:48:06.310 align:middle line:84%
But the externalities
are all down here.

00:48:06.310 --> 00:48:08.710 align:middle line:84%
And so we will take the
source into account for this

00:48:08.710 --> 00:48:11.230 align:middle line:90%
and for this and for this.

00:48:11.230 --> 00:48:14.710 align:middle line:84%
We will use information
about the source

00:48:14.710 --> 00:48:16.878 align:middle line:84%
to talk about how
much CO2 is emitted.

00:48:16.878 --> 00:48:18.670 align:middle line:84%
We will use the
information from the source

00:48:18.670 --> 00:48:21.190 align:middle line:84%
to come up with a number
for the externalities

00:48:21.190 --> 00:48:22.830 align:middle line:90%
and for the cost of the source.

00:48:22.830 --> 00:48:26.950 align:middle line:84%
But then we won't bother to
say that electricity from wind

00:48:26.950 --> 00:48:29.650 align:middle line:84%
is better than electricity
from nuclear for some reason.

00:48:29.650 --> 00:48:32.740 align:middle line:84%
Like, we'll only look at
that on the cost side.

00:48:32.740 --> 00:48:36.280 align:middle line:90%


00:48:36.280 --> 00:48:41.920 align:middle line:84%
Do people have any issue
with this approach?

00:48:41.920 --> 00:48:42.960 align:middle line:90%
Yeah.

00:48:42.960 --> 00:48:46.000 align:middle line:84%
AUDIENCE: Don't we run into
the same host of problems

00:48:46.000 --> 00:48:49.480 align:middle line:90%
with estimating externalities?

00:48:49.480 --> 00:48:52.215 align:middle line:90%
R. SCOTT KEMP: So we will--

00:48:52.215 --> 00:48:53.840 align:middle line:84%
so yes, there would
be lots of problems

00:48:53.840 --> 00:48:55.760 align:middle line:90%
with externality estimation.

00:48:55.760 --> 00:48:59.640 align:middle line:84%
And what I'm going to do is
I'm going to kind of show you

00:48:59.640 --> 00:49:05.280 align:middle line:90%
two ways of trying to bound it.

00:49:05.280 --> 00:49:09.360 align:middle line:84%
One is I will look at the most
intensive study of externalities

00:49:09.360 --> 00:49:12.320 align:middle line:84%
ever done and tell
you what they said.

00:49:12.320 --> 00:49:14.680 align:middle line:84%
And then we will look
at a meta analysis

00:49:14.680 --> 00:49:17.440 align:middle line:84%
that averages across all
the externality studies

00:49:17.440 --> 00:49:21.440 align:middle line:84%
done, and looks at the median
values and see what that says.

00:49:21.440 --> 00:49:24.720 align:middle line:84%
And as it turns out, the
answers from both of those

00:49:24.720 --> 00:49:27.920 align:middle line:84%
are very tiny compared
to the variance in this.

00:49:27.920 --> 00:49:30.130 align:middle line:90%
So it won't really matter.

00:49:30.130 --> 00:49:32.170 align:middle line:84%
The only place that
externality matters

00:49:32.170 --> 00:49:36.090 align:middle line:84%
is going to be here in
the social cost of carbon.

00:49:36.090 --> 00:49:39.490 align:middle line:84%
But we're treating that
as a free parameter.

00:49:39.490 --> 00:49:41.150 align:middle line:84%
So if people are
on board with this,

00:49:41.150 --> 00:49:44.410 align:middle line:84%
that's what the first
whole half of the course

00:49:44.410 --> 00:49:48.950 align:middle line:84%
is going to be trying to do
this in a way that is fair.

00:49:48.950 --> 00:49:57.890 align:middle line:90%


00:49:57.890 --> 00:49:58.430 align:middle line:90%
All right.

00:49:58.430 --> 00:50:00.710 align:middle line:84%
So I'm putting this
slide back up, and why?

00:50:00.710 --> 00:50:04.770 align:middle line:90%


00:50:04.770 --> 00:50:07.490 align:middle line:90%
I guess it's a preview.

00:50:07.490 --> 00:50:13.090 align:middle line:84%
Solar PV, wind, geothermal,
and nuclear are all basically

00:50:13.090 --> 00:50:16.010 align:middle line:90%
zero-carbon technologies.

00:50:16.010 --> 00:50:24.170 align:middle line:84%
That means with respect
to this, they all

00:50:24.170 --> 00:50:28.290 align:middle line:84%
have the same penalty,
which is like no penalty.

00:50:28.290 --> 00:50:33.450 align:middle line:84%
And so now you can see why
this parameter actually becomes

00:50:33.450 --> 00:50:36.450 align:middle line:90%
dominant in the equation.

00:50:36.450 --> 00:50:41.530 align:middle line:84%
And so a lot of what we're
going to talk about constantly

00:50:41.530 --> 00:50:43.030 align:middle line:84%
is about the cost
of electricity,

00:50:43.030 --> 00:50:45.030 align:middle line:84%
the cost of nuclear, the
cost of wind and solar,

00:50:45.030 --> 00:50:47.280 align:middle line:84%
the learning rates that bring
down the cost, the cost,

00:50:47.280 --> 00:50:48.130 align:middle line:90%
the cost, the cost.

00:50:48.130 --> 00:50:50.690 align:middle line:84%
And the reason I want
to talk about that

00:50:50.690 --> 00:50:55.450 align:middle line:84%
is because, in fact, that is
the only parameter that really

00:50:55.450 --> 00:50:59.290 align:middle line:90%
matters at the end of the day.

00:50:59.290 --> 00:51:02.090 align:middle line:84%
So this is just a
preview of why that is.

00:51:02.090 --> 00:51:05.570 align:middle line:90%
But we'll get back to this.

00:51:05.570 --> 00:51:06.150 align:middle line:90%
All right.

00:51:06.150 --> 00:51:08.970 align:middle line:90%


00:51:08.970 --> 00:51:12.530 align:middle line:90%
So let's see.

00:51:12.530 --> 00:51:15.530 align:middle line:84%
We'll focus on
the United States.

00:51:15.530 --> 00:51:20.650 align:middle line:84%
I guess the other thing to
mention is that the models are--

00:51:20.650 --> 00:51:25.210 align:middle line:84%
the numbers for these models
are kind of frozen in time.

00:51:25.210 --> 00:51:28.820 align:middle line:84%
They are numbers that
exist for a certain level

00:51:28.820 --> 00:51:31.120 align:middle line:90%
of technological development.

00:51:31.120 --> 00:51:33.340 align:middle line:84%
So what we'll do is we'll
baseline our results

00:51:33.340 --> 00:51:35.940 align:middle line:84%
to the technology
that is available now,

00:51:35.940 --> 00:51:39.080 align:middle line:84%
the costs that are available
now to come up with answers.

00:51:39.080 --> 00:51:41.860 align:middle line:84%
But we will attempt
to look at-- we

00:51:41.860 --> 00:51:45.540 align:middle line:84%
will have some discussion
about learning potential

00:51:45.540 --> 00:51:49.180 align:middle line:84%
to evaluate our ability to
bring down these numbers

00:51:49.180 --> 00:51:52.200 align:middle line:84%
and to see, OK, this may
be the situation today,

00:51:52.200 --> 00:51:55.420 align:middle line:84%
but if we build
a lot of nuclear,

00:51:55.420 --> 00:51:59.100 align:middle line:84%
how much can we bring the
cost down and therefore affect

00:51:59.100 --> 00:52:00.120 align:middle line:90%
this parameter?

00:52:00.120 --> 00:52:02.940 align:middle line:84%
So we'll do one and then
we'll look at the learning

00:52:02.940 --> 00:52:04.080 align:middle line:90%
as a second factor.

00:52:04.080 --> 00:52:04.960 align:middle line:90%
Yep.

00:52:04.960 --> 00:52:07.060 align:middle line:84%
AUDIENCE: When we're
looking at this equation,

00:52:07.060 --> 00:52:09.100 align:middle line:84%
is this under the
assumption that you're

00:52:09.100 --> 00:52:13.060 align:middle line:84%
trying to produce all of your
energy within whatever country

00:52:13.060 --> 00:52:14.280 align:middle line:90%
that you're looking at?

00:52:14.280 --> 00:52:18.040 align:middle line:84%
Or is it also looking at
purchasing from other countries?

00:52:18.040 --> 00:52:20.980 align:middle line:84%
Is that lumped into
the externalities?

00:52:20.980 --> 00:52:22.423 align:middle line:84%
R. SCOTT KEMP: We
will only do it

00:52:22.423 --> 00:52:24.590 align:middle line:84%
for the United States, which
doesn't really purchase

00:52:24.590 --> 00:52:26.390 align:middle line:90%
electricity from others.

00:52:26.390 --> 00:52:31.710 align:middle line:84%
But a fair analysis
is to basically do

00:52:31.710 --> 00:52:35.350 align:middle line:84%
this for any country on
the basis of what it does.

00:52:35.350 --> 00:52:38.350 align:middle line:84%
So if they do buy a lot of
electricity from others--

00:52:38.350 --> 00:52:40.290 align:middle line:84%
I guess you could say--
let me take that back.

00:52:40.290 --> 00:52:44.550 align:middle line:84%
I guess you could say we buy a
lot of solar panels from China.

00:52:44.550 --> 00:52:46.830 align:middle line:84%
And so the
externalities associated

00:52:46.830 --> 00:52:49.070 align:middle line:84%
with solar panel
production in China

00:52:49.070 --> 00:52:52.230 align:middle line:84%
are much higher than they are
associated with solar panel

00:52:52.230 --> 00:52:57.310 align:middle line:84%
production in the United States,
because they pollute more.

00:52:57.310 --> 00:53:00.470 align:middle line:84%
And they also use much more
carbon-intensive electricity

00:53:00.470 --> 00:53:02.170 align:middle line:90%
to fabricate the solar panels.

00:53:02.170 --> 00:53:04.390 align:middle line:84%
So they incorporate
more carbon costs

00:53:04.390 --> 00:53:05.890 align:middle line:90%
in their life cycle assessment.

00:53:05.890 --> 00:53:07.950 align:middle line:84%
But it turns out that
that still turns out

00:53:07.950 --> 00:53:10.890 align:middle line:90%
to be a very small parameter.

00:53:10.890 --> 00:53:14.305 align:middle line:84%
So yes, you should, in a sense,
incorporate those other factors.

00:53:14.305 --> 00:53:15.722 align:middle line:84%
But in the end
we're kind of going

00:53:15.722 --> 00:53:17.930 align:middle line:84%
to gloss them, ignore them,
because it just turns out

00:53:17.930 --> 00:53:20.210 align:middle line:90%
they're not that big of a deal.

00:53:20.210 --> 00:53:20.710 align:middle line:90%
Yeah.

00:53:20.710 --> 00:53:22.560 align:middle line:84%
AUDIENCE: Yeah, my
question is going

00:53:22.560 --> 00:53:28.840 align:middle line:84%
to be if and how exactly
we're going to deal with,

00:53:28.840 --> 00:53:31.540 align:middle line:84%
I suppose, that whole
aspect of generating energy

00:53:31.540 --> 00:53:32.880 align:middle line:90%
and when it's available.

00:53:32.880 --> 00:53:36.680 align:middle line:84%
Kind of tied to that, the
value of energy, time value,

00:53:36.680 --> 00:53:38.940 align:middle line:84%
as you see for high
solar penetration,

00:53:38.940 --> 00:53:42.040 align:middle line:84%
that the price or just
the value at that time

00:53:42.040 --> 00:53:44.237 align:middle line:84%
is low or even
negative, if that's

00:53:44.237 --> 00:53:45.320 align:middle line:90%
going to be accounted for.

00:53:45.320 --> 00:53:48.780 align:middle line:84%
Because the LCOE obviously
accounted for that.

00:53:48.780 --> 00:53:51.000 align:middle line:84%
And then tied to that
as well, system costs

00:53:51.000 --> 00:53:52.680 align:middle line:84%
for extra
transmission, I suppose

00:53:52.680 --> 00:53:56.280 align:middle line:84%
it could go in externalities
or in cost itself.

00:53:56.280 --> 00:53:59.240 align:middle line:84%
And then actually
something I only

00:53:59.240 --> 00:54:02.540 align:middle line:84%
thought of based on
the previous question,

00:54:02.540 --> 00:54:06.640 align:middle line:84%
but in terms of value to
who, the GDP multipliers

00:54:06.640 --> 00:54:09.337 align:middle line:84%
are very different for
the different investments

00:54:09.337 --> 00:54:10.420 align:middle line:90%
in different technologies.

00:54:10.420 --> 00:54:12.760 align:middle line:84%
Like you mentioned,
we're buying solar panels

00:54:12.760 --> 00:54:16.620 align:middle line:84%
for from China versus
investing in workers,

00:54:16.620 --> 00:54:21.030 align:middle line:84%
building a hydroelectric
facility or a nuclear plant.

00:54:21.030 --> 00:54:24.090 align:middle line:84%
So kind of like, I suppose
the bigger question is,

00:54:24.090 --> 00:54:27.110 align:middle line:84%
are we going to take into
account value in this picture?

00:54:27.110 --> 00:54:30.330 align:middle line:84%
Because if we say economic
benefit is assumed to be equal,

00:54:30.330 --> 00:54:34.850 align:middle line:84%
then that does not seem to
really match up with reality.

00:54:34.850 --> 00:54:37.350 align:middle line:84%
R. SCOTT KEMP: OK, you raised
a lot of super good points.

00:54:37.350 --> 00:54:42.370 align:middle line:84%
So on the issue of how do
we do the subject two part,

00:54:42.370 --> 00:54:44.808 align:middle line:84%
the availability,
we'll talk about that.

00:54:44.808 --> 00:54:46.850 align:middle line:84%
You'll see if you go
through the syllabus there's

00:54:46.850 --> 00:54:48.017 align:middle line:90%
a whole section on the grid.

00:54:48.017 --> 00:54:49.290 align:middle line:90%
There's a whole section.

00:54:49.290 --> 00:54:52.510 align:middle line:84%
And the reason is because that's
all subject to the availability.

00:54:52.510 --> 00:54:53.770 align:middle line:90%
We'll talk about that.

00:54:53.770 --> 00:54:56.130 align:middle line:84%
So yeah, we will talk about
using things like GenX

00:54:56.130 --> 00:54:59.970 align:middle line:84%
to model greenfield
estimation, so that we properly

00:54:59.970 --> 00:55:04.650 align:middle line:84%
account for the
variability in wind

00:55:04.650 --> 00:55:07.170 align:middle line:84%
and solar and its
time sensitivity,

00:55:07.170 --> 00:55:08.850 align:middle line:84%
that it's not just
that it's variable,

00:55:08.850 --> 00:55:12.250 align:middle line:84%
but variable at
certain times of day.

00:55:12.250 --> 00:55:16.150 align:middle line:84%
And to your final point
about GDP multipliers,

00:55:16.150 --> 00:55:18.630 align:middle line:84%
we're just not going to
talk about GDP multipliers.

00:55:18.630 --> 00:55:21.530 align:middle line:90%


00:55:21.530 --> 00:55:27.890 align:middle line:84%
I'm not sure how
defensible that stuff is.

00:55:27.890 --> 00:55:30.303 align:middle line:84%
It's, again, where
do you draw the box?

00:55:30.303 --> 00:55:32.470 align:middle line:84%
Like, you say, well, here's
my expensive technology,

00:55:32.470 --> 00:55:34.053 align:middle line:84%
but I've identified
this effective way

00:55:34.053 --> 00:55:36.190 align:middle line:84%
to have a GDP multiplier
because it does this.

00:55:36.190 --> 00:55:37.250 align:middle line:84%
And I'm like, yeah,
but if I don't

00:55:37.250 --> 00:55:38.833 align:middle line:84%
have to spend all
that money on energy

00:55:38.833 --> 00:55:41.530 align:middle line:84%
and I just put it into the
economy and it does other things

00:55:41.530 --> 00:55:47.010 align:middle line:84%
and it invents GPUs instead,
and then we get AI-- like,

00:55:47.010 --> 00:55:49.590 align:middle line:84%
it's impossible to really
do the GDP multiplier,

00:55:49.590 --> 00:55:51.330 align:middle line:90%
I think, in a defensible way.

00:55:51.330 --> 00:55:53.590 align:middle line:84%
So we're just not
going to go there.

00:55:53.590 --> 00:55:56.650 align:middle line:90%


00:55:56.650 --> 00:55:57.690 align:middle line:90%
Yep.

00:55:57.690 --> 00:56:01.330 align:middle line:84%
AUDIENCE: Will the
estimated externalities

00:56:01.330 --> 00:56:04.810 align:middle line:84%
be for normal operation or will
it build in some kind of risk

00:56:04.810 --> 00:56:06.465 align:middle line:90%
of accidents?

00:56:06.465 --> 00:56:08.090 align:middle line:84%
R. SCOTT KEMP: We'll
start with normal.

00:56:08.090 --> 00:56:11.090 align:middle line:84%
And we will then have a
whole section on accidents.

00:56:11.090 --> 00:56:14.585 align:middle line:84%
And we'll calculate
the expectation value.

00:56:14.585 --> 00:56:16.210 align:middle line:84%
It turns out the
accidents is basically

00:56:16.210 --> 00:56:19.100 align:middle line:84%
not a big deal for anything
except for nuclear.

00:56:19.100 --> 00:56:23.420 align:middle line:84%
And we'll calculate
the expected cost.

00:56:23.420 --> 00:56:26.540 align:middle line:84%
And we will recalculate the
deaths per terawatt hour plot

00:56:26.540 --> 00:56:28.900 align:middle line:84%
that you see floating around
on the internet, which

00:56:28.900 --> 00:56:30.980 align:middle line:90%
has no defensible source.

00:56:30.980 --> 00:56:34.340 align:middle line:84%
I really encourage you to go
look at the sourcing for that

00:56:34.340 --> 00:56:38.020 align:middle line:84%
and try to figure out where
they get those numbers.

00:56:38.020 --> 00:56:41.660 align:middle line:84%
You will do a calculation in
this class that you can believe.

00:56:41.660 --> 00:56:46.620 align:middle line:90%
That plot is crazy.

00:56:46.620 --> 00:56:47.200 align:middle line:90%
All right.

00:56:47.200 --> 00:56:53.740 align:middle line:90%
So we have 30 minutes.

00:56:53.740 --> 00:56:57.620 align:middle line:84%
We have agreed to some kind
of economic assessment.

00:56:57.620 --> 00:57:03.180 align:middle line:84%
And I am not going to teach you
microeconomics in 30 minutes.

00:57:03.180 --> 00:57:06.060 align:middle line:84%
But what I'm going
to do is I'm going

00:57:06.060 --> 00:57:12.740 align:middle line:84%
to just do a little bit of
microecon philosophy for 30

00:57:12.740 --> 00:57:13.240 align:middle line:90%
minutes.

00:57:13.240 --> 00:57:15.100 align:middle line:84%
And then in the
next class, we'll

00:57:15.100 --> 00:57:17.470 align:middle line:84%
do a little bit of
microeconomics, supply

00:57:17.470 --> 00:57:19.710 align:middle line:84%
and demand and externality,
because there's

00:57:19.710 --> 00:57:25.430 align:middle line:84%
one more factor that comes into
play that explains why these two

00:57:25.430 --> 00:57:28.930 align:middle line:84%
parameters turn out to
be not that sensitive,

00:57:28.930 --> 00:57:32.030 align:middle line:84%
related to the
elasticity of demand.

00:57:32.030 --> 00:57:32.950 align:middle line:90%
Yes.

00:57:32.950 --> 00:57:34.710 align:middle line:90%
AUDIENCE: Just a clarification.

00:57:34.710 --> 00:57:39.710 align:middle line:84%
Is the cost of
nuclear waste disposal

00:57:39.710 --> 00:57:42.642 align:middle line:84%
included in the analysis or will
it be included in the analysis?

00:57:42.642 --> 00:57:44.850 align:middle line:84%
R. SCOTT KEMP: We'll talk
about it as a policy issue.

00:57:44.850 --> 00:57:49.270 align:middle line:84%
But basically, the cost
is believed to be tiny.

00:57:49.270 --> 00:57:50.750 align:middle line:90%
Yeah.

00:57:50.750 --> 00:57:53.830 align:middle line:84%
So we'll have a class
about the policy

00:57:53.830 --> 00:57:57.310 align:middle line:84%
problem of dealing
with waste and why

00:57:57.310 --> 00:57:58.750 align:middle line:90%
waste is still a problem.

00:57:58.750 --> 00:58:00.230 align:middle line:90%
Why haven't we dealt with it?

00:58:00.230 --> 00:58:02.710 align:middle line:84%
In the United States, in
particular, the history of Yucca

00:58:02.710 --> 00:58:06.030 align:middle line:90%
Mountain and so on.

00:58:06.030 --> 00:58:10.790 align:middle line:84%
OK, so if we're all good
with this economic approach,

00:58:10.790 --> 00:58:14.160 align:middle line:84%
let's just do a little
bit of econ refresher

00:58:14.160 --> 00:58:18.540 align:middle line:84%
to get us thinking
in quantitative terms

00:58:18.540 --> 00:58:20.720 align:middle line:84%
so that we have a
shared vocabulary

00:58:20.720 --> 00:58:22.720 align:middle line:84%
and that we can think
about these things

00:58:22.720 --> 00:58:26.840 align:middle line:90%
in an equitable way.

00:58:26.840 --> 00:58:29.760 align:middle line:84%
All right, so let's
talk about what

00:58:29.760 --> 00:58:33.530 align:middle line:84%
is the value of water versus
the value of diamonds?

00:58:33.530 --> 00:58:35.280 align:middle line:84%
Incidentally, I just
learned that diamonds

00:58:35.280 --> 00:58:39.340 align:middle line:84%
are very prevalent
in the solar system,

00:58:39.340 --> 00:58:41.960 align:middle line:90%
just not prevalent on Earth.

00:58:41.960 --> 00:58:44.780 align:middle line:84%
They tend to be in all kinds
of meteorites and stuff.

00:58:44.780 --> 00:58:48.820 align:middle line:90%
They're all over the place.

00:58:48.820 --> 00:58:49.320 align:middle line:90%
Yeah.

00:58:49.320 --> 00:58:51.640 align:middle line:90%
So what is the value of water?

00:58:51.640 --> 00:58:52.800 align:middle line:90%
Which one is worth more?

00:58:52.800 --> 00:58:59.120 align:middle line:90%


00:58:59.120 --> 00:59:00.402 align:middle line:90%
AUDIENCE: Depends who you are.

00:59:00.402 --> 00:59:01.860 align:middle line:84%
R. SCOTT KEMP:
Depends who you are.

00:59:01.860 --> 00:59:03.680 align:middle line:90%
Depends what you have.

00:59:03.680 --> 00:59:04.840 align:middle line:90%
AUDIENCE: What do you need?

00:59:04.840 --> 00:59:06.440 align:middle line:90%
R. SCOTT KEMP: Yeah, right?

00:59:06.440 --> 00:59:08.320 align:middle line:90%
OK, here's the problem.

00:59:08.320 --> 00:59:10.120 align:middle line:84%
The word value is
just like, what

00:59:10.120 --> 00:59:13.790 align:middle line:84%
is-- we need a better
word than this.

00:59:13.790 --> 00:59:14.290 align:middle line:90%
Yeah.

00:59:14.290 --> 00:59:16.390 align:middle line:84%
So obviously you
need water to live.

00:59:16.390 --> 00:59:19.070 align:middle line:84%
It is arguably of
infinite value to you.

00:59:19.070 --> 00:59:21.650 align:middle line:84%
And yet you can get it
at the drinking fountain

00:59:21.650 --> 00:59:23.530 align:middle line:90%
or on the corner for free.

00:59:23.530 --> 00:59:26.210 align:middle line:90%
So is it zero or is it infinity?

00:59:26.210 --> 00:59:29.050 align:middle line:84%
And diamonds are pretty
useless unless you're

00:59:29.050 --> 00:59:31.450 align:middle line:84%
trying to, in my
opinion, grind something.

00:59:31.450 --> 00:59:33.330 align:middle line:90%
Then I like diamonds.

00:59:33.330 --> 00:59:36.650 align:middle line:84%
But otherwise I don't have
any need for diamonds.

00:59:36.650 --> 00:59:38.170 align:middle line:84%
Yet they're
exceedingly expensive.

00:59:38.170 --> 00:59:41.890 align:middle line:84%
So actually, this was a question
that went all the way back

00:59:41.890 --> 00:59:44.570 align:middle line:90%
to the time of Aristotle.

00:59:44.570 --> 00:59:48.370 align:middle line:84%
And for centuries,
people did not

00:59:48.370 --> 00:59:51.690 align:middle line:84%
have an answer to
this seeming paradox.

00:59:51.690 --> 00:59:54.210 align:middle line:84%
It was only essentially at
the end of the 19th century,

00:59:54.210 --> 00:59:58.170 align:middle line:84%
starting around 1890,
that economics formalized

00:59:58.170 --> 01:00:00.390 align:middle line:84%
to the point where they
could deal with this paradox.

01:00:00.390 --> 01:00:03.250 align:middle line:84%
It's amazing it
took them that long.

01:00:03.250 --> 01:00:06.730 align:middle line:84%
So the key thing is to
understand that all valuations

01:00:06.730 --> 01:00:09.130 align:middle line:90%
presume some kind of context.

01:00:09.130 --> 01:00:12.690 align:middle line:84%
And the value in use
and by whom is not

01:00:12.690 --> 01:00:14.530 align:middle line:84%
the same thing as the
value of the inputs

01:00:14.530 --> 01:00:16.030 align:middle line:90%
needed to make the product.

01:00:16.030 --> 01:00:20.750 align:middle line:84%
It's not the same thing as value
in trade when you exchange it.

01:00:20.750 --> 01:00:22.590 align:middle line:84%
When you look at the
price of something--

01:00:22.590 --> 01:00:26.210 align:middle line:90%
that is the price in trade--

01:00:26.210 --> 01:00:27.780 align:middle line:84%
which is not what
it cost to make.

01:00:27.780 --> 01:00:29.530 align:middle line:84%
And if you're complaining
about this price

01:00:29.530 --> 01:00:31.250 align:middle line:90%
not equaling that price--

01:00:31.250 --> 01:00:33.770 align:middle line:84%
it cost them nothing
to make this.

01:00:33.770 --> 01:00:39.490 align:middle line:84%
Pick your favorite
overpriced shoe

01:00:39.490 --> 01:00:43.610 align:middle line:84%
or New Balance shoe
with nice colorway

01:00:43.610 --> 01:00:45.510 align:middle line:90%
or whatever you're into.

01:00:45.510 --> 01:00:47.550 align:middle line:90%
Obviously, that's not true.

01:00:47.550 --> 01:00:50.010 align:middle line:84%
And then the value
in use is obviously

01:00:50.010 --> 01:00:51.310 align:middle line:90%
very different than that.

01:00:51.310 --> 01:00:53.770 align:middle line:90%
So we call this utility.

01:00:53.770 --> 01:00:55.430 align:middle line:90%
We call this one cost.

01:00:55.430 --> 01:00:58.210 align:middle line:90%
We call this one price.

01:00:58.210 --> 01:01:00.510 align:middle line:84%
So we need to be
careful of that.

01:01:00.510 --> 01:01:03.730 align:middle line:84%
Occasionally, we will
use the word value

01:01:03.730 --> 01:01:07.370 align:middle line:84%
when we're not talking about any
of these things or it's obvious.

01:01:07.370 --> 01:01:14.660 align:middle line:84%
But I mean, we should be careful
to use good language on this.

01:01:14.660 --> 01:01:17.940 align:middle line:84%
It's also worth noting
that calculating

01:01:17.940 --> 01:01:21.260 align:middle line:84%
this, the value in
use, someone's utility,

01:01:21.260 --> 01:01:23.260 align:middle line:84%
is not something
that you can really

01:01:23.260 --> 01:01:25.620 align:middle line:90%
do in a commeasurable way.

01:01:25.620 --> 01:01:28.320 align:middle line:84%
The utility of a good-- this
was actually just said earlier.

01:01:28.320 --> 01:01:34.620 align:middle line:84%
The utility of a good to you
depends on all the other goods

01:01:34.620 --> 01:01:37.940 align:middle line:84%
and services that you
A, have, and B, desire.

01:01:37.940 --> 01:01:46.540 align:middle line:84%
So if I offer you a
banana, that depends on

01:01:46.540 --> 01:01:48.040 align:middle line:84%
whether you're
hungry or not hungry.

01:01:48.040 --> 01:01:50.332 align:middle line:84%
It depends on whether you're
going to the Banana Lounge

01:01:50.332 --> 01:01:52.400 align:middle line:84%
next or not going to
the Banana Lounge next.

01:01:52.400 --> 01:01:55.400 align:middle line:84%
And so it doesn't
exist in a vacuum.

01:01:55.400 --> 01:02:00.460 align:middle line:84%
These things can't be computed
for individual people.

01:02:00.460 --> 01:02:03.620 align:middle line:84%
It's very high
dimensional function.

01:02:03.620 --> 01:02:05.240 align:middle line:90%
It's also the case that--

01:02:05.240 --> 01:02:11.047 align:middle line:90%


01:02:11.047 --> 01:02:13.130 align:middle line:84%
I think, actually, I have
a second slide for this.

01:02:13.130 --> 01:02:13.630 align:middle line:90%
All right.

01:02:13.630 --> 01:02:18.910 align:middle line:84%
So because of these
trade-offs, we

01:02:18.910 --> 01:02:23.570 align:middle line:84%
can imagine a trade-off
between some quantity of item A

01:02:23.570 --> 01:02:25.950 align:middle line:90%
and some quantity of item B.

01:02:25.950 --> 01:02:30.150 align:middle line:84%
You can think of this as like
a slice, a topographical map

01:02:30.150 --> 01:02:35.310 align:middle line:84%
slice in a high
n-dimensional surface.

01:02:35.310 --> 01:02:37.610 align:middle line:84%
And these are, if you
will, indifference curves.

01:02:37.610 --> 01:02:43.470 align:middle line:84%
So any solution on this curve
gives you utility units 1.

01:02:43.470 --> 01:02:47.630 align:middle line:84%
Any solution on this
curve 2 and 3 and so on.

01:02:47.630 --> 01:02:49.610 align:middle line:90%
And A and B can be anything.

01:02:49.610 --> 01:02:53.350 align:middle line:84%
Goods A and B can be cookies
and milk, pens and paper.

01:02:53.350 --> 01:02:56.110 align:middle line:84%
It doesn't really
matter what it is.

01:02:56.110 --> 01:03:00.550 align:middle line:84%
A key feature of these curves
is that they are convex.

01:03:00.550 --> 01:03:03.110 align:middle line:90%
They have this shape to them.

01:03:03.110 --> 01:03:09.280 align:middle line:84%
And that means as you take
away a little bit of item A,

01:03:09.280 --> 01:03:12.760 align:middle line:84%
you need a disproportionately
greater amount of item B

01:03:12.760 --> 01:03:14.080 align:middle line:90%
to offset.

01:03:14.080 --> 01:03:18.840 align:middle line:84%
So if I'm a dunker and I like
to have milk to dunk my Oreos in

01:03:18.840 --> 01:03:21.240 align:middle line:84%
and you take away
my milk, then I

01:03:21.240 --> 01:03:24.800 align:middle line:84%
might need a whole packet of
Oreos to compensate for the fact

01:03:24.800 --> 01:03:27.380 align:middle line:84%
that I don't have milk
to dunk my cookies.

01:03:27.380 --> 01:03:27.920 align:middle line:90%
Yes.

01:03:27.920 --> 01:03:29.462 align:middle line:84%
AUDIENCE: Is this
assuming items that

01:03:29.462 --> 01:03:34.120 align:middle line:84%
have value intrinsically tied,
or is it just any two items?

01:03:34.120 --> 01:03:36.240 align:middle line:84%
R. SCOTT KEMP: Everything
is intrinsically

01:03:36.240 --> 01:03:38.120 align:middle line:90%
tied at some level.

01:03:38.120 --> 01:03:41.700 align:middle line:84%
It's like, what is the
value of, let's say--

01:03:41.700 --> 01:03:46.040 align:middle line:90%


01:03:46.040 --> 01:03:48.300 align:middle line:84%
it's hard to come up with
things that are not tied.

01:03:48.300 --> 01:03:50.560 align:middle line:84%
What is the value of your
backpack versus the value

01:03:50.560 --> 01:03:51.960 align:middle line:90%
of your mattress?

01:03:51.960 --> 01:03:54.480 align:middle line:84%
Well, at some point, if
I take away your mattress

01:03:54.480 --> 01:03:57.618 align:middle line:84%
and you can't sleep, then
you're not functioning.

01:03:57.618 --> 01:03:59.660 align:middle line:84%
And going to school doesn't
really matter anymore

01:03:59.660 --> 01:04:01.160 align:middle line:84%
and the backpack
becomes useless.

01:04:01.160 --> 01:04:03.240 align:middle line:84%
They all become
tied at some point

01:04:03.240 --> 01:04:06.560 align:middle line:84%
in life, because you ultimately
need all of these things

01:04:06.560 --> 01:04:09.840 align:middle line:84%
to function, even if they're
not obviously immediately tied

01:04:09.840 --> 01:04:10.940 align:middle line:90%
like cookies and milk.

01:04:10.940 --> 01:04:11.523 align:middle line:90%
AUDIENCE: Yes.

01:04:11.523 --> 01:04:13.200 align:middle line:90%
But for this graph--

01:04:13.200 --> 01:04:16.060 align:middle line:84%
R. SCOTT KEMP: You
can put anything.

01:04:16.060 --> 01:04:20.020 align:middle line:84%
They all tend to
have this convexity.

01:04:20.020 --> 01:04:22.760 align:middle line:90%


01:04:22.760 --> 01:04:26.880 align:middle line:84%
So because they are
convex, then there

01:04:26.880 --> 01:04:32.120 align:middle line:84%
is typically an optimal
condition given any budget.

01:04:32.120 --> 01:04:35.040 align:middle line:84%
So here, we have this is
a line of constant budget

01:04:35.040 --> 01:04:35.960 align:middle line:90%
to buy these things.

01:04:35.960 --> 01:04:39.480 align:middle line:84%
Given some price P1 for
item A and given some price

01:04:39.480 --> 01:04:42.977 align:middle line:84%
P2 for item B, you take
your budget divided by P2,

01:04:42.977 --> 01:04:45.060 align:middle line:84%
and that shows you how
much of item B you can buy.

01:04:45.060 --> 01:04:47.800 align:middle line:84%
And then you can buy
anything along this line.

01:04:47.800 --> 01:04:49.760 align:middle line:84%
That's what your budget
allows you to buy.

01:04:49.760 --> 01:04:52.160 align:middle line:84%
And you can see that
there is a point

01:04:52.160 --> 01:04:57.760 align:middle line:84%
that the budget touches the
highest possible utility curve.

01:04:57.760 --> 01:05:00.360 align:middle line:84%
And then that would be the
optimal amount of A and B

01:05:00.360 --> 01:05:06.370 align:middle line:84%
for you to by, given your
budget, assuming everything else

01:05:06.370 --> 01:05:07.450 align:middle line:90%
is held equal.

01:05:07.450 --> 01:05:10.290 align:middle line:84%
And so in economics,
that assumption

01:05:10.290 --> 01:05:11.810 align:middle line:90%
is called ceteris paribus.

01:05:11.810 --> 01:05:15.570 align:middle line:84%
It applies to basically
everything we say in economics.

01:05:15.570 --> 01:05:19.990 align:middle line:84%
So because most people
exist on a budget line,

01:05:19.990 --> 01:05:22.930 align:middle line:84%
they have a certain amount of
wealth associated with them

01:05:22.930 --> 01:05:28.330 align:middle line:90%
to do stuff, they can often--

01:05:28.330 --> 01:05:30.870 align:middle line:84%
but if I give them some
arbitrary number of A and B,

01:05:30.870 --> 01:05:36.070 align:middle line:84%
they can often improve
their situation,

01:05:36.070 --> 01:05:40.910 align:middle line:84%
move up the utility frontier,
if I allow them to trade.

01:05:40.910 --> 01:05:43.170 align:middle line:84%
Then they can reoptimize
the amount of A and B

01:05:43.170 --> 01:05:45.250 align:middle line:84%
by trading with people
who have too much--

01:05:45.250 --> 01:05:46.450 align:middle line:90%
trading my A for--

01:05:46.450 --> 01:05:49.290 align:middle line:84%
I have too much A. I can trade
with someone who has too much B,

01:05:49.290 --> 01:05:51.930 align:middle line:90%
and we can all improve our lot.

01:05:51.930 --> 01:05:54.550 align:middle line:84%
And that is the idea
behind the market.

01:05:54.550 --> 01:05:58.410 align:middle line:84%
And if we do that vigorously,
we will reach a condition

01:05:58.410 --> 01:06:01.020 align:middle line:84%
that economists call
Pareto optimality.

01:06:01.020 --> 01:06:02.960 align:middle line:84%
Do I have a little box
for Pareto optimality?

01:06:02.960 --> 01:06:03.900 align:middle line:90%
I might have a box.

01:06:03.900 --> 01:06:04.700 align:middle line:90%
There it is.

01:06:04.700 --> 01:06:06.300 align:middle line:84%
So Pareto optimality
is a condition

01:06:06.300 --> 01:06:08.633 align:middle line:84%
in which no further improvements
to society's well-being

01:06:08.633 --> 01:06:12.180 align:middle line:84%
can be made through the
reallocation of resources that

01:06:12.180 --> 01:06:15.100 align:middle line:84%
makes at least one person better
off without making someone

01:06:15.100 --> 01:06:16.820 align:middle line:90%
else worse off.

01:06:16.820 --> 01:06:20.860 align:middle line:84%
So of course, I can move
myself up this curve

01:06:20.860 --> 01:06:24.820 align:middle line:84%
if I take away
someone's cookies.

01:06:24.820 --> 01:06:27.380 align:middle line:90%
But I have made them worse off.

01:06:27.380 --> 01:06:31.540 align:middle line:84%
So that is the condition
of Pareto optimality.

01:06:31.540 --> 01:06:34.540 align:middle line:84%
And this will come
back a little bit

01:06:34.540 --> 01:06:40.140 align:middle line:84%
when we talk about the
problem of externalities.

01:06:40.140 --> 01:06:45.980 align:middle line:84%
So this basic virtue of the
market, here's a question.

01:06:45.980 --> 01:06:52.820 align:middle line:84%
Does this market, this
exchange of goods, need rules?

01:06:52.820 --> 01:06:56.040 align:middle line:84%
Or do we just let it happen,
laissez faire, right?

01:06:56.040 --> 01:07:05.030 align:middle line:90%


01:07:05.030 --> 01:07:05.550 align:middle line:90%
Yeah.

01:07:05.550 --> 01:07:08.250 align:middle line:84%
AUDIENCE: What do you mean
by rules in this case?

01:07:08.250 --> 01:07:16.630 align:middle line:84%
R. SCOTT KEMP: Should I
say that you have to--

01:07:16.630 --> 01:07:17.450 align:middle line:90%
I don't know.

01:07:17.450 --> 01:07:21.630 align:middle line:90%


01:07:21.630 --> 01:07:26.050 align:middle line:84%
You can't have
anticompetitive practices.

01:07:26.050 --> 01:07:29.510 align:middle line:84%
Everyone has to
get the same price.

01:07:29.510 --> 01:07:32.230 align:middle line:90%
You can't stifle competition.

01:07:32.230 --> 01:07:39.270 align:middle line:84%
You have to-- these are
kinds of rules that you

01:07:39.270 --> 01:07:40.530 align:middle line:90%
can impose on a market.

01:07:40.530 --> 01:07:43.950 align:middle line:90%


01:07:43.950 --> 01:07:48.510 align:middle line:84%
AUDIENCE: Wouldn't it depend on
your belief on human behavior

01:07:48.510 --> 01:07:49.302 align:middle line:90%
and what you value?

01:07:49.302 --> 01:07:51.177 align:middle line:84%
R. SCOTT KEMP: It depends
on a lot of things.

01:07:51.177 --> 01:07:51.910 align:middle line:90%
Yeah.

01:07:51.910 --> 01:07:52.550 align:middle line:90%
Yeah.

01:07:52.550 --> 01:07:53.950 align:middle line:90%
So this is a huge debate.

01:07:53.950 --> 01:07:56.645 align:middle line:84%
So right now, there
are 10-- typically,

01:07:56.645 --> 01:07:59.020 align:middle line:84%
there are people who are free
market people who are like,

01:07:59.020 --> 01:07:59.980 align:middle line:90%
we don't need rules.

01:07:59.980 --> 01:08:01.820 align:middle line:84%
The market will
find the optimality.

01:08:01.820 --> 01:08:03.980 align:middle line:84%
And other people are like,
oh, no, we need rules.

01:08:03.980 --> 01:08:07.200 align:middle line:84%
We need to have
regulations on pollution.

01:08:07.200 --> 01:08:10.520 align:middle line:84%
We need to have rules
about equitable allocation

01:08:10.520 --> 01:08:11.740 align:middle line:90%
of resources.

01:08:11.740 --> 01:08:15.800 align:middle line:84%
We need to have all kinds of
rules to prevent problems.

01:08:15.800 --> 01:08:19.660 align:middle line:84%
An example du jour might
be algorithmic pricing.

01:08:19.660 --> 01:08:21.660 align:middle line:84%
Has anyone heard of
algorithmic pricing?

01:08:21.660 --> 01:08:22.660 align:middle line:90%
Yes, everyone has heard.

01:08:22.660 --> 01:08:24.720 align:middle line:84%
So algorithmic
pricing is something

01:08:24.720 --> 01:08:27.000 align:middle line:84%
that hasn't existed
traditionally because people

01:08:27.000 --> 01:08:30.359 align:middle line:90%
were typically price takers.

01:08:30.359 --> 01:08:33.005 align:middle line:84%
You put the price
out and you would buy

01:08:33.005 --> 01:08:34.880 align:middle line:84%
and you would adjust
your price, but everyone

01:08:34.880 --> 01:08:36.080 align:middle line:90%
gets the same price.

01:08:36.080 --> 01:08:39.120 align:middle line:84%
But now people are
like, oh, I can actually

01:08:39.120 --> 01:08:41.899 align:middle line:84%
charge you a different price
than I charge that other person.

01:08:41.899 --> 01:08:47.260 align:middle line:84%
And so now this is a way to
extract more from people.

01:08:47.260 --> 01:08:50.960 align:middle line:84%
Does that have an effect
on total social welfare

01:08:50.960 --> 01:08:52.540 align:middle line:84%
or does it have an
effect on equity?

01:08:52.540 --> 01:08:53.040 align:middle line:90%
Yeah.

01:08:53.040 --> 01:08:58.700 align:middle line:84%
So this is an important question
and we will talk about it

01:08:58.700 --> 01:09:02.399 align:middle line:84%
probably not in this class,
but in the next class.

01:09:02.399 --> 01:09:07.740 align:middle line:84%
So these two curves can
be anything, as I said.

01:09:07.740 --> 01:09:09.140 align:middle line:90%
And they can be energy.

01:09:09.140 --> 01:09:12.560 align:middle line:84%
And they can be CO2
emissions avoided.

01:09:12.560 --> 01:09:16.160 align:middle line:84%
So now we're trying
to concretize this

01:09:16.160 --> 01:09:18.399 align:middle line:90%
into the climate change debate.

01:09:18.399 --> 01:09:21.479 align:middle line:84%
So maybe most people's
indifference curves

01:09:21.479 --> 01:09:24.359 align:middle line:90%
look somewhat like this.

01:09:24.359 --> 01:09:27.479 align:middle line:84%
And if you're a person
that has this budget,

01:09:27.479 --> 01:09:30.444 align:middle line:84%
you can find yourself on
this indifference curve

01:09:30.444 --> 01:09:32.319 align:middle line:84%
and you say, OK, this
is the amount of energy

01:09:32.319 --> 01:09:34.800 align:middle line:84%
I want to consume, and this
is the amount of CO2 avoidance

01:09:34.800 --> 01:09:36.200 align:middle line:90%
I'm willing to pay.

01:09:36.200 --> 01:09:40.920 align:middle line:84%
And that basically is
kind of the micro level

01:09:40.920 --> 01:09:42.760 align:middle line:90%
equivalent of this plot.

01:09:42.760 --> 01:09:46.660 align:middle line:84%
It's finding the optimal,
but for yourself.

01:09:46.660 --> 01:09:49.279 align:middle line:90%
It's not for society.

01:09:49.279 --> 01:09:52.890 align:middle line:84%
But if we let them
happen in the market,

01:09:52.890 --> 01:09:57.210 align:middle line:84%
then theoretically, the
market does this for society,

01:09:57.210 --> 01:09:59.890 align:middle line:90%
translates into this plot.

01:09:59.890 --> 01:10:00.670 align:middle line:90%
Where am I?

01:10:00.670 --> 01:10:05.290 align:middle line:90%


01:10:05.290 --> 01:10:10.730 align:middle line:84%
OK, but what if I'm
a very poor person?

01:10:10.730 --> 01:10:15.610 align:middle line:84%
So maybe my budget
curve is a lot smaller.

01:10:15.610 --> 01:10:17.350 align:middle line:90%
So now, here I am.

01:10:17.350 --> 01:10:19.210 align:middle line:90%
I'm like, I need some energy.

01:10:19.210 --> 01:10:25.810 align:middle line:84%
And there's really
no utility curve

01:10:25.810 --> 01:10:38.150 align:middle line:84%
that gives me value to
the emissions reduction.

01:10:38.150 --> 01:10:42.570 align:middle line:84%
I could buy it, but it
doesn't give me utility.

01:10:42.570 --> 01:10:47.330 align:middle line:84%
So you could argue that
carbon abatement is, in a way,

01:10:47.330 --> 01:10:50.100 align:middle line:90%
a luxury for the rich.

01:10:50.100 --> 01:10:54.620 align:middle line:84%
Poor countries that are
struggling to develop,

01:10:54.620 --> 01:10:59.100 align:middle line:84%
get ahead, will tend to
build polluting coal plants

01:10:59.100 --> 01:11:02.380 align:middle line:84%
because they're cheap and
they don't really care

01:11:02.380 --> 01:11:04.620 align:middle line:90%
too much about climate change.

01:11:04.620 --> 01:11:07.140 align:middle line:84%
For them, this is
a luxury problem.

01:11:07.140 --> 01:11:09.302 align:middle line:84%
The temperature goes
up a few degrees

01:11:09.302 --> 01:11:11.260 align:middle line:84%
while they're trying to
lift millions of people

01:11:11.260 --> 01:11:15.380 align:middle line:90%
out of poverty, so be it.

01:11:15.380 --> 01:11:19.340 align:middle line:84%
So you, being young and educated
about the issues of climate

01:11:19.340 --> 01:11:23.860 align:middle line:84%
change, might ask, well,
isn't this just a problem

01:11:23.860 --> 01:11:26.500 align:middle line:90%
of information?

01:11:26.500 --> 01:11:29.780 align:middle line:84%
Don't they just not--
if they understood

01:11:29.780 --> 01:11:31.980 align:middle line:84%
that climate change
is going to lead

01:11:31.980 --> 01:11:34.340 align:middle line:84%
to these catastrophic
consequences for the planet,

01:11:34.340 --> 01:11:36.700 align:middle line:90%
wouldn't they too care?

01:11:36.700 --> 01:11:40.240 align:middle line:90%
And the answer is no.

01:11:40.240 --> 01:11:40.740 align:middle line:90%
Yeah.

01:11:40.740 --> 01:11:42.157 align:middle line:84%
AUDIENCE: Well,
just going to say,

01:11:42.157 --> 01:11:46.280 align:middle line:84%
isn't the common, not
unreasonable, thought of well,

01:11:46.280 --> 01:11:48.455 align:middle line:84%
you got rich because you
used all this carbon.

01:11:48.455 --> 01:11:50.830 align:middle line:84%
Now you're saying I have to
follow your rules that you're

01:11:50.830 --> 01:11:52.930 align:middle line:84%
making and living
with your problems?

01:11:52.930 --> 01:11:53.870 align:middle line:90%
R. SCOTT KEMP: Yeah.

01:11:53.870 --> 01:11:54.370 align:middle line:90%
Yeah.

01:11:54.370 --> 01:11:57.670 align:middle line:84%
AUDIENCE: Just to add on
this, the Western civilization

01:11:57.670 --> 01:12:01.950 align:middle line:84%
extracted a lot of value from,
let's say, the third world,

01:12:01.950 --> 01:12:03.870 align:middle line:90%
African countries, et cetera.

01:12:03.870 --> 01:12:06.390 align:middle line:84%
So it's not fair
for them, actually,

01:12:06.390 --> 01:12:11.070 align:middle line:84%
to comply with the new
rules imposed by the West.

01:12:11.070 --> 01:12:12.067 align:middle line:90%
And they are behind.

01:12:12.067 --> 01:12:13.150 align:middle line:90%
R. SCOTT KEMP: Absolutely.

01:12:13.150 --> 01:12:14.775 align:middle line:84%
AUDIENCE: I was going
to say recently I

01:12:14.775 --> 01:12:16.800 align:middle line:84%
saw a discussion
about someone-- don't

01:12:16.800 --> 01:12:18.050 align:middle line:90%
remember what the bodies were.

01:12:18.050 --> 01:12:21.875 align:middle line:84%
I just saw this in passing,
about gas stoves or coal stoves,

01:12:21.875 --> 01:12:23.750 align:middle line:84%
that someone was like
oh, we should ban these

01:12:23.750 --> 01:12:25.770 align:middle line:84%
in developing countries
because it's not good.

01:12:25.770 --> 01:12:28.630 align:middle line:84%
And they're like, but people
want to cook their food.

01:12:28.630 --> 01:12:30.130 align:middle line:84%
I'll have to find
that information.

01:12:30.130 --> 01:12:31.672 align:middle line:84%
That was a recent
discussion of like,

01:12:31.672 --> 01:12:33.230 align:middle line:90%
you can't just tell people no.

01:12:33.230 --> 01:12:34.897 align:middle line:84%
R. SCOTT KEMP: You
can't tell people no.

01:12:34.897 --> 01:12:39.230 align:middle line:84%
And the thing is, it applies
not only to people in Namibia.

01:12:39.230 --> 01:12:44.710 align:middle line:84%
It also applies to
people in rural Arkansas.

01:12:44.710 --> 01:12:47.960 align:middle line:84%
And that's kind of the
problem with trying

01:12:47.960 --> 01:12:53.920 align:middle line:84%
to make national policy, is that
people have different curves.

01:12:53.920 --> 01:12:56.780 align:middle line:84%
And even though you may care
a lot about climate change,

01:12:56.780 --> 01:12:58.960 align:middle line:84%
and you're willing to
spend a lot of money on it

01:12:58.960 --> 01:13:01.120 align:middle line:84%
and choose expensive
technologies,

01:13:01.120 --> 01:13:04.040 align:middle line:90%
other people are not.

01:13:04.040 --> 01:13:08.480 align:middle line:84%
And if you impose, via
technological enthusiasm

01:13:08.480 --> 01:13:10.600 align:middle line:84%
or command and control
economy your preferences

01:13:10.600 --> 01:13:12.480 align:middle line:84%
over their preferences,
you are forcing

01:13:12.480 --> 01:13:15.280 align:middle line:84%
them to live in a
suboptimal condition.

01:13:15.280 --> 01:13:18.800 align:middle line:84%
So given the
diversity, how do we

01:13:18.800 --> 01:13:23.760 align:middle line:84%
make a policy approach
that is fair to everyone?

01:13:23.760 --> 01:13:28.360 align:middle line:84%
And there is no
obviously correct answer.

01:13:28.360 --> 01:13:30.440 align:middle line:84%
Many decades ago,
welfare economists

01:13:30.440 --> 01:13:34.560 align:middle line:84%
talked about the idea of
trying to maximize utility

01:13:34.560 --> 01:13:35.940 align:middle line:90%
across the whole population.

01:13:35.940 --> 01:13:38.403 align:middle line:84%
But it's obviously not
possible to even measure.

01:13:38.403 --> 01:13:40.820 align:middle line:84%
I mean, I don't even know what
my own utility function is,

01:13:40.820 --> 01:13:44.560 align:middle line:84%
never mind finding some way to
measure everyone else's utility

01:13:44.560 --> 01:13:46.800 align:middle line:90%
functions.

01:13:46.800 --> 01:13:52.560 align:middle line:84%
Hard enough for me to
decide what to eat next.

01:13:52.560 --> 01:13:56.040 align:middle line:84%
So this is basically why the
communist command and control

01:13:56.040 --> 01:13:58.000 align:middle line:84%
economies of Russia
and China really

01:13:58.000 --> 01:14:02.320 align:middle line:84%
have not succeeded,
because they really

01:14:02.320 --> 01:14:05.400 align:middle line:84%
can't make these optimizations
across a huge number

01:14:05.400 --> 01:14:08.080 align:middle line:84%
of individuals who have
wildly difficult and

01:14:08.080 --> 01:14:10.880 align:middle line:84%
difficult-to-perceive
utility functions.

01:14:10.880 --> 01:14:17.440 align:middle line:84%
So the idea that most modern
economists advocate for

01:14:17.440 --> 01:14:20.440 align:middle line:84%
is that the market-based
economy, where

01:14:20.440 --> 01:14:23.480 align:middle line:84%
you have individual actors
making choices for themselves,

01:14:23.480 --> 01:14:26.800 align:middle line:84%
choosing their own-- whether
they want green power

01:14:26.800 --> 01:14:29.800 align:middle line:84%
or they want polluting power,
and giving them the choice,

01:14:29.800 --> 01:14:33.880 align:middle line:84%
is a way that leads
to a Pareto optimal

01:14:33.880 --> 01:14:37.840 align:middle line:90%
outcome for all of society.

01:14:37.840 --> 01:14:41.800 align:middle line:90%
That is the argument.

01:14:41.800 --> 01:14:45.108 align:middle line:84%
And then the reason for
money is that if I'm

01:14:45.108 --> 01:14:46.650 align:middle line:84%
a person who makes
donuts, but I have

01:14:46.650 --> 01:14:48.670 align:middle line:84%
to trade my donuts for
things, it's tricky.

01:14:48.670 --> 01:14:51.650 align:middle line:84%
But if I can engage in
the market with money,

01:14:51.650 --> 01:14:55.770 align:middle line:84%
then I have this
nice, fungible unit

01:14:55.770 --> 01:14:59.850 align:middle line:84%
that allows me to go in and
do this optimization easily.

01:14:59.850 --> 01:15:02.130 align:middle line:84%
And if we do this
vigorously and there are

01:15:02.130 --> 01:15:04.970 align:middle line:84%
no distortions in the market
and all the externalities are

01:15:04.970 --> 01:15:06.530 align:middle line:84%
somehow internalized
in the price,

01:15:06.530 --> 01:15:11.050 align:middle line:84%
caveat, caveat, then we
should be able to reach

01:15:11.050 --> 01:15:14.850 align:middle line:90%
the optimal social outcome.

01:15:14.850 --> 01:15:18.610 align:middle line:90%
So that is at least the theory.

01:15:18.610 --> 01:15:19.190 align:middle line:90%
Let's see.

01:15:19.190 --> 01:15:23.410 align:middle line:90%
So I had a little example.

01:15:23.410 --> 01:15:25.770 align:middle line:90%
I don't remember.

01:15:25.770 --> 01:15:26.730 align:middle line:90%
All right.

01:15:26.730 --> 01:15:29.530 align:middle line:84%
So a moment ago,
I mentioned money

01:15:29.530 --> 01:15:34.110 align:middle line:84%
as being this vehicle by which
we're engaging in the market.

01:15:34.110 --> 01:15:36.850 align:middle line:84%
And I want to point
out that we ought

01:15:36.850 --> 01:15:40.130 align:middle line:84%
to be very careful with
how we think about money.

01:15:40.130 --> 01:15:43.720 align:middle line:84%
It is a way to
engage in the market,

01:15:43.720 --> 01:15:47.580 align:middle line:84%
but it is not a
measure of utility.

01:15:47.580 --> 01:15:53.100 align:middle line:84%
In these curves, we're talking
about optimizing your utility.

01:15:53.100 --> 01:16:00.580 align:middle line:84%
But that is not
measured by money.

01:16:00.580 --> 01:16:07.660 align:middle line:84%
So rule number
one was that there

01:16:07.660 --> 01:16:09.660 align:middle line:84%
are all these different
types of valuations

01:16:09.660 --> 01:16:12.100 align:middle line:84%
and that utility
can't be measured.

01:16:12.100 --> 01:16:14.120 align:middle line:84%
Rule number two is
kind of an extension.

01:16:14.120 --> 01:16:16.500 align:middle line:84%
It's that money is not
a universal measure

01:16:16.500 --> 01:16:18.080 align:middle line:90%
of utility between people.

01:16:18.080 --> 01:16:24.820 align:middle line:84%
So $10,000 to you does not
mean the same thing as $10,000

01:16:24.820 --> 01:16:27.380 align:middle line:90%
to Elon Musk.

01:16:27.380 --> 01:16:30.780 align:middle line:84%
And that presents
us with a problem,

01:16:30.780 --> 01:16:38.100 align:middle line:84%
because we could say, OK,
what if I want to pollute?

01:16:38.100 --> 01:16:40.710 align:middle line:84%
Can I to compensate
the people on whom

01:16:40.710 --> 01:16:45.670 align:middle line:84%
I dumped my pollution by paying
them to offset their damages?

01:16:45.670 --> 01:16:50.270 align:middle line:84%
And the answer is not
easily, because the amount

01:16:50.270 --> 01:16:52.750 align:middle line:84%
of money you'd have
to pay a person

01:16:52.750 --> 01:16:54.890 align:middle line:90%
is different for every person.

01:16:54.890 --> 01:16:58.430 align:middle line:84%
And indeed, you have to pay
Elon Musk a whole lot of money

01:16:58.430 --> 01:17:01.150 align:middle line:84%
if you happen to pollute
Elon Musk's backyard.

01:17:01.150 --> 01:17:05.910 align:middle line:84%
So this creates a
problem with trying

01:17:05.910 --> 01:17:11.170 align:middle line:84%
to compensate for externalities
outside of the market system.

01:17:11.170 --> 01:17:12.970 align:middle line:90%
It's really not easy to do.

01:17:12.970 --> 01:17:15.830 align:middle line:90%


01:17:15.830 --> 01:17:19.670 align:middle line:84%
It also points out that
essentially, markets don't

01:17:19.670 --> 01:17:22.430 align:middle line:90%
guarantee equality at all.

01:17:22.430 --> 01:17:25.847 align:middle line:84%
All they're doing is finding
a Pareto optimal solution.

01:17:25.847 --> 01:17:27.430 align:middle line:84%
But they don't
guarantee-- which means

01:17:27.430 --> 01:17:29.950 align:middle line:84%
you can't improve the
lot of an individual

01:17:29.950 --> 01:17:31.770 align:middle line:84%
without harming the
lot of someone else.

01:17:31.770 --> 01:17:34.690 align:middle line:84%
But it doesn't say that everyone
has to have the same utility.

01:17:34.690 --> 01:17:37.800 align:middle line:84%
It does nothing to deal with
that part of the problem.

01:17:37.800 --> 01:17:41.080 align:middle line:84%
So even though we prefer
the market solution

01:17:41.080 --> 01:17:46.200 align:middle line:84%
because we can't do the
utility optimization task,

01:17:46.200 --> 01:17:48.680 align:middle line:84%
we should just understand
that the markets are not

01:17:48.680 --> 01:17:52.600 align:middle line:84%
buying us the ideal world
that we would really like.

01:17:52.600 --> 01:17:55.800 align:middle line:90%


01:17:55.800 --> 01:18:00.400 align:middle line:84%
Ways we typically deal with
this, we talk about equity

01:18:00.400 --> 01:18:02.220 align:middle line:84%
or now more recently
the term justice.

01:18:02.220 --> 01:18:03.840 align:middle line:84%
And we apply these
policy overlays

01:18:03.840 --> 01:18:07.080 align:middle line:84%
where people can decide
that in our society,

01:18:07.080 --> 01:18:09.900 align:middle line:90%
we prefer xyz to occur.

01:18:09.900 --> 01:18:12.880 align:middle line:84%
Like, we prefer not
to dump pollution

01:18:12.880 --> 01:18:13.980 align:middle line:90%
onto poorer communities.

01:18:13.980 --> 01:18:16.457 align:middle line:84%
Therefore, we will
have an overlay.

01:18:16.457 --> 01:18:18.040 align:middle line:84%
But it's not something
that the market

01:18:18.040 --> 01:18:19.620 align:middle line:90%
is going to do automatically.

01:18:19.620 --> 01:18:25.420 align:middle line:84%
The market will just maximize
wealth generation, in a sense.

01:18:25.420 --> 01:18:31.080 align:middle line:90%


01:18:31.080 --> 01:18:31.620 align:middle line:90%
All right.

01:18:31.620 --> 01:18:32.880 align:middle line:84%
Problem number
three, not everything

01:18:32.880 --> 01:18:34.060 align:middle line:90%
is traded in the market.

01:18:34.060 --> 01:18:36.660 align:middle line:84%
So this we've actually
talked about a lot.

01:18:36.660 --> 01:18:37.820 align:middle line:90%
These are externalities.

01:18:37.820 --> 01:18:39.820 align:middle line:84%
Pollution is the
classic example of this.

01:18:39.820 --> 01:18:48.440 align:middle line:90%


01:18:48.440 --> 01:18:53.320 align:middle line:84%
Not only is it hard to capture
these things in the market,

01:18:53.320 --> 01:18:57.440 align:middle line:84%
there are features about these
externalities that can sometimes

01:18:57.440 --> 01:18:59.440 align:middle line:90%
be really problematic.

01:18:59.440 --> 01:19:06.040 align:middle line:84%
So when we're talking
about CO2, of course,

01:19:06.040 --> 01:19:08.913 align:middle line:84%
one problem is that
we can't calculate

01:19:08.913 --> 01:19:11.080 align:middle line:84%
the social cost of carbon
or the damages from carbon

01:19:11.080 --> 01:19:12.680 align:middle line:90%
are not internalized.

01:19:12.680 --> 01:19:15.760 align:middle line:84%
But the other problem
is that climate

01:19:15.760 --> 01:19:19.080 align:middle line:90%
is a non-excludable good.

01:19:19.080 --> 01:19:23.320 align:middle line:84%
And that means that if I damage
the climate because I don't

01:19:23.320 --> 01:19:28.200 align:middle line:84%
care, but you care, my
choices spill over onto you,

01:19:28.200 --> 01:19:31.400 align:middle line:84%
and it makes it difficult for
you to optimize your choices.

01:19:31.400 --> 01:19:34.590 align:middle line:84%
Likewise, if I decide I
care about the climate,

01:19:34.590 --> 01:19:38.130 align:middle line:84%
so I'm willing to
spend a lot of money,

01:19:38.130 --> 01:19:42.870 align:middle line:84%
then someone who's maybe
also cares about the climate,

01:19:42.870 --> 01:19:46.530 align:middle line:84%
but is a little cheap,
gets the free ride,

01:19:46.530 --> 01:19:47.630 align:middle line:90%
and they get to benefit.

01:19:47.630 --> 01:19:50.450 align:middle line:84%
In fact, if everyone is
being strategic about it,

01:19:50.450 --> 01:19:53.590 align:middle line:84%
they would all wait for
someone else to pay for it.

01:19:53.590 --> 01:19:57.570 align:middle line:84%
And so this is called
the free rider problem.

01:19:57.570 --> 01:20:02.610 align:middle line:84%
So this is a particular problem
associated with externalities

01:20:02.610 --> 01:20:04.250 align:middle line:90%
of things like climate change.

01:20:04.250 --> 01:20:06.450 align:middle line:90%
And with that, we'll stop here.

01:20:06.450 --> 01:20:11.210 align:middle line:84%
And then there was a wrap-up
slide that we didn't get to.

01:20:11.210 --> 01:20:15.610 align:middle line:84%
But we'll talk a little bit
about the problem of elasticity.

01:20:15.610 --> 01:20:17.610 align:middle line:84%
And then we will move
on to calculating

01:20:17.610 --> 01:20:20.040 align:middle line:90%
costs of nuclear power.

01:20:20.040 --> 01:20:33.000 align:middle line:90%