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Climate 
change 
as 
an 
entrepreneurial 
challenge 
Jonathan 
Koomey 
Research 
Fellow, 
Steyer-­‐Taylor 
Center 
for 
Energy 
Policy 
and 
Finance, 
Stanford 
University 
jgkoomey@stanford.edu 
hFp://www.koomey.com 
Lawrence 
Berkeley 
NaLonal 
Laboratory 
October 
21, 
2014 
Copyright 
Jonathan 
Koomey 
2014 
1
The 
world 
is 
warming 
and 
humans 
are 
responsible 
“A 
strong, 
credible 
body 
of 
scienLfic 
evidence 
shows 
that 
climate 
change 
is 
occurring, 
is 
caused 
largely 
by 
human 
acLviLes, 
and 
poses 
significant 
risks 
for 
a 
broad 
range 
of 
human 
and 
natural 
systems. 
. 
. 
. 
Some 
scienLfic 
conclusions 
or 
theories 
have 
been 
so 
thoroughly 
examined 
and 
tested, 
and 
supported 
by 
so 
many 
independent 
observaLons 
and 
results, 
that 
their 
likelihood 
of 
subsequently 
being 
found 
to 
be 
wrong 
is 
vanishingly 
small. 
Such 
conclusions 
and 
theories 
are 
then 
regarded 
as 
seFled 
facts. 
This 
is 
the 
case 
for 
the 
conclusions 
that 
the 
Earth 
system 
is 
warming 
and 
that 
much 
of 
this 
warming 
is 
very 
likely 
due 
to 
human 
acLviLes.” 
US 
NaLonal 
Academy 
of 
Sciences. 
2010. 
Advancing 
the 
Science 
of 
Climate 
Change 
Copyright 
Jonathan 
Koomey 
2014 
2
Historical 
global 
C 
emissions 
Source: Carbon Dioxide Information Analysis Center (CDIAC) 
Copyright 
Jonathan 
Koomey 
2014 
3
Big 
jump 
in 
CO2 
concentraLons 
from 
fossil 
fuels 
and 
land 
use 
changes 
Sources: Vostok and Lawdome 
ice core data, plus measured 
concentrations from the 
Carbon Dioxide Information 
Analysis Center, plotted in Cold 
Cash, Cool Climate 
Copyright 
Jonathan 
Koomey 
2014 
4
A 
closer 
look 
at 
the 
last 
12,000 
years 
Sources: Vostok and Lawdome 
ice core data, plus measured 
concentrations from the 
Carbon Dioxide Information 
Analysis Center, plotted in Cold 
Cash, Cool Climate 
Copyright 
Jonathan 
Koomey 
2014 
5
Global 
surface 
temperatures 
have 
risen 
in 
the 
last 
century 
Source: Marcott et al. (2013) and Jones et al. (2013) 
Copyright 
Jonathan 
Koomey 
2014 
6
Increasing 
temperatures 
“load 
the 
dice” 
Source: 
Adapted 
from 
a 
graph 
made 
originally 
by 
the 
University 
of 
Arizona, 
Southwest 
Climate 
Change 
Network 
Copyright 
Jonathan 
Koomey 
2014 
7
What 
the 
data 
show 
8 
Source: 
The 
New 
Climate 
Dice: 
Public 
Percep=on 
of 
Climate 
Change. 
James 
Hansen, 
Makiko 
Sato, 
and 
Reto 
Ruedy. 
August 
2012. 
hFp://www.giss.nasa.gov/research/briefs/ 
hansen_17/. 
Data 
are 
for 
Northern 
Hemisphere. 
X-­‐axes 
in 
graphs 
below 
are 
in 
standard 
deviaLons, 
not 
C 
degrees. 
Copyright 
Jonathan 
Koomey 
2014
No-­‐policy 
case 
carbon 
dioxide 
concentraLons 
to 
2100 
Source: Sokolov et al. 
2009 for projected 
concentrations and ice 
core and directly measured 
data for historical numbers. 
Copyright 
Jonathan 
Koomey 
2014 
9
No-­‐policy 
case 
greenhouse 
gas 
concentraLons 
to 
2100 
(all 
gases) 
Source: Sokolov et al. 
2009 for projected 
concentrations and ice 
core and directly measured 
data for historical numbers. 
Copyright 
Jonathan 
Koomey 
2014 
10
No-­‐policy 
case 
greenhouse 
gas 
concentraLons 
to 
2100 
Source: Sokolov et al. 2009, plotted in Cold Cash, Cool Climate 
Copyright 
Jonathan 
Koomey 
2014 
11
Current 
trends 
= 
5 
C 
degrees 
by 
2100, 
with 
no 
end 
in 
sight 
Historical data from Marcott et al. (2013) and Jones et al. (2013), 
with MIT projection taken from Sokolov et al. 2009. MIT climate 
sensitivity is 2.9 degrees C, but warming by 2100 doesn’t reflect 
the full warming impact because full equilibration takes centuries. 
Copyright 
Jonathan 
Koomey 
2014 
12
Fossil 
fuel 
scarcity 
will 
not 
constrain 
carbon 
emissions 
Source: Lower bound resource estimates from the IIASA Global Energy 
Assessment 2012 + Sokolov et al. 2009 (fossil emissions only). 
Copyright 
Jonathan 
Koomey 
2014 
13
What can we do? 
Copyright 
Jonathan 
Koomey 
2014 
14
Our options 
• Adapt–modify human systems to make 
them more flexible and resilient 
• Suffer–accept what comes (but what 
comes is likely to be costly in lives, 
ecosystem damage, and economic 
disruption) 
• Mitigate–reduce emissions 
Copyright 
Jonathan 
Koomey 
2014 
15
Questions about mitigation options 
• How much carbon will they save? 
• How much will they cost? 
• Are they feasible 
– technically? (science and technology) 
– logistically? (implementation and 
policy) 
– politically? (social will and equity) 
Copyright 
Jonathan 
Koomey 
2014 
16
Cost-­‐benefit 
analysis: 
the 
standard 
approach 
Copyright 
Jonathan 
17 
Koomey 
2014
The 
forecasLng 
quandary 
• Economics 
≠ 
physics: 
we 
need 
to 
act, 
but 
it’s 
impossible 
to 
calculate 
costs 
and 
benefits 
in 
an 
accurate 
way 
• ImplicaLon: 
the 
convenLonal 
model 
of 
full 
benefit-­‐cost 
analysis 
before 
acLng 
is 
not 
adequate 
to 
address 
this 
problem 
Copyright 
Jonathan 
Koomey 
2014 
18
An 
evoluLonary, 
path-­‐dependent 
view 
• There 
is 
no 
“opLmal 
path”, 
but 
there 
are 
many 
possible 
alternaLve 
paths 
– We 
can’t 
plan 
or 
know 
everything 
about 
the 
path 
ahead 
but 
the 
warming 
limit 
defines 
the 
broad 
outlines 
of 
success 
• Our 
choices 
now 
affect 
our 
opLons 
later 
• Need 
to 
– invest 
in 
a 
broad 
pornolio 
of 
opLons 
– fail 
fast 
– modify 
plans 
dynamically 
– learn 
as 
fast 
as 
we 
can 
Copyright 
Jonathan 
Koomey 
2014 
19
An 
alternaLve 
approach 
• Define 
a 
warming 
limit 
(e.g. 
2 
C 
degrees 
above 
preindustrial 
levels) 
• Determine 
the 
total 
greenhouse 
gases 
we 
can 
then 
emit 
to 
stay 
under 
that 
limit 
• Define 
pathways 
that 
meet 
that 
constraint 
• Assess 
what 
we’d 
need 
to 
do 
achieve 
that 
pathway 
(# 
of 
power 
plants, 
rate 
of 
improvement 
in 
energy 
efficiency, 
etc) 
• Try 
opLons, 
fail 
fast, 
alter 
course 
as 
needed 
Copyright 
Jonathan 
Koomey 
2014 
20
There’s 
no 
Lme 
to 
waste 
21 
Source: 
The 
Copenhagen 
Diagnosis, 
2009 
Copyright 
Jonathan 
Koomey 
2014
Working 
toward 
the 
limit 
• Like 
strategic 
planning, 
not 
forecasLng 
• e.g., 
to 
meet 
some 
fracLon 
of 
the 
target 
– how 
many 
emission-­‐free 
power 
plants 
would 
we 
have 
to 
build 
and 
how 
much 
capital 
would 
that 
require? 
– how 
fast 
would 
efficiency 
need 
to 
improve 
given 
expected 
rates 
of 
economic 
growth? 
– what 
insLtuLonal 
changes 
would 
be 
needed 
to 
accelerate 
the 
rate 
of 
implementaLon? 
• A 
way 
to 
organize 
our 
thinking 
about 
soluLons 
to 
the 
problem 
Copyright 
Jonathan 
Koomey 
2014 
22
MeeLng 
constraints 
of 
the 
safer 
climate 
case 
won’t 
be 
easy 
Source: Lower bound resource estimates from the IIASA Global Energy 
Assessment 2012 + calcs in Cold Cash, Cool Climate Copyright 
Jonathan 
Koomey 
2014 
(fossil emissions only). 23
Lessons 
for 
entrepreneurs 
• Start 
with 
tasks, 
then 
redefine 
them 
• Focus 
on 
the 
whole 
system 
• Time 
is 
money 
• Modify 
property 
rights 
• Harness 
informaLon 
technology 
– Data 
collecLon 
– SubsLtute 
bits 
for 
atoms 
and 
smarts 
for 
parts 
– Transform 
insLtuLons 
• Work 
forward 
toward 
goals 
to 
learn 
more 
rapidly 
Copyright 
Jonathan 
Koomey 
2014 
24
Peak 
compuLng 
efficiency 
• Doubling 
about 
every 
year 
and 
a 
half 
since 
the 
1940s 
• 100x 
improvement 
every 
decade 
• Enabled 
the 
existence 
of 
laptops 
and 
smart 
phones 
• Trend 
slowing 
since 
2000, 
but 
standby 
efficiency 
improving 
more 
rapidly 
since 
then 
Source: 
Koomey 
et 
al. 
2011 
Copyright 
Jonathan 
Koomey 
2014 
25
These 
trends 
sLll 
have 
a 
long 
way 
to 
run 
Psssst: 
Researchers 
at 
Purdue 
and 
the 
University 
of 
New 
South 
Wales 
in 
2012 
created 
a 
reliable 
one 
atom 
transistor… 
2041 
Copyright 
Jonathan 
Koomey 
2014 
26
Summary 
• Warming 
limit 
approach 
is 
similar 
to 
how 
businesses 
make 
big 
strategic 
decisions 
• Focus 
is 
on 
risk 
reducLon, 
experimentaLon, 
evaluaLon, 
innovaLon 
and 
cost 
effecLveness, 
not 
on 
knowing 
“opLmal” 
path 
in 
advance 
(impossible!) 
• Science 
points 
to 
2 
deg 
C 
limit 
but 
ulLmate 
choice 
is 
a 
poliLcal 
judgment 
– Declare 
value 
judgment 
up 
front 
(not 
buried 
in 
black 
box 
models, 
as 
is 
customary) 
• Implies 
rapid 
reducLons 
and 
keeping 
most 
fossil 
fuels 
in 
the 
ground 
(requires 
rapid 
innovaLons 
in 
technologies 
AND 
behavior/insLtuLons) 
Copyright 
Jonathan 
Koomey 
2014 
27
Summary 
(conLnued) 
• Immediate 
implementaLon 
is 
essenLal 
(can’t 
just 
wait 
and 
see 
while 
doing 
R&D) 
– Learning 
by 
doing 
only 
happens 
if 
we 
do! 
• ExisLng 
low 
carbon 
resources 
are 
plenLful 
but 
we’ll 
need 
new 
innovaLons 
in 
later 
decades 
to 
keep 
reducLons 
on 
track 
• Start 
small. 
Think 
big. 
Get 
going! 
Copyright 
Jonathan 
Koomey 
2014 
28
“The 
best 
way 
to 
predict 
the 
future 
is 
to 
invent 
it.” 
–Alan 
Kay 
Copyright 
Jonathan 
Koomey 
2014 
29
References 
• Allison, 
et 
al. 
2009. 
The 
Copenhagen 
Diagnosis, 
2009: 
Upda=ng 
the 
World 
on 
the 
Latest 
Climate 
Science. 
Sydney, 
Australia: 
The 
University 
of 
New 
South 
Wales 
Climate 
Change 
Research 
Centre 
(CCRC). 
• Brynjolfsson, 
Erik, 
and 
Andrew 
McAffee. 
2014. 
The 
Second 
Machine 
Age: 
Work, 
Progress, 
and 
Prosperity 
in 
a 
Time 
of 
Brilliant 
Technologies. 
New 
York, 
NY: 
W. 
W. 
Norton 
& 
Company. 
[hFp://amzn.to/1gYHEGk] 
• Caldeira, 
Ken, 
Atul 
K. 
Jain, 
and 
MarLn 
I. 
Hoffert. 
2003. 
"Climate 
SensiLvity 
Uncertainty 
and 
the 
Need 
for 
Energy 
Without 
CO2 
Emission 
" 
Science. 
vol. 
299, 
no. 
5615. 
pp. 
2052-­‐2054. 
<hFp://www.sciencemag.org/cgi/content/abstract/299/5615/2052> 
• DeCanio, 
Stephen 
J. 
2003. 
Economic 
Models 
of 
Climate 
Change: 
A 
Cri=que. 
Basingstoke, 
UK: 
Palgrave-­‐Macmillan. 
• Brown, 
Marilyn 
A., 
Mark 
D. 
Levine, 
Walter 
Short, 
and 
Jonathan 
G. 
Koomey. 
2001. 
"Scenarios 
for 
a 
Clean 
Energy 
Future." 
Energy 
Policy 
(Also 
LBNL-­‐48031). 
vol. 
29, 
no. 
14. 
November. 
pp. 
1179-­‐1196. 
• Gritsevskyi, 
Andrii, 
and 
Nebojsa 
Nakicenovic. 
2000. 
"Modeling 
uncertainty 
of 
induced 
technological 
change." 
Energy 
Policy. 
vol. 
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no. 
13. 
November. 
pp. 
907-­‐921. 
• Jones, 
P. 
D., 
D. 
E. 
Parker, 
T. 
J. 
Osborn, 
and 
K. 
R. 
Briffa. 
2013. 
Global 
and 
hemispheric 
temperature 
anomalies-­‐-­‐land 
and 
marine 
instrumental 
records. 
Oak 
Ridge, 
TN: 
CDIAC, 
Oak 
Ridge 
NaLonal 
Laboratory, 
U.S. 
Department 
of 
Energy. 
[hFp://cdiac.esd.ornl.gov/ 
trends/temp/jonescru/jones.html] 
• Koomey, 
Jonathan. 
TesLmony 
of 
Jonathan 
Koomey, 
Ph.D. 
for 
a 
hearing 
on 
"Efficiency: 
The 
Hidden 
Secret 
to 
Solving 
Our 
Energy 
Crisis". 
Joint 
Economic 
CommiFee 
of 
the 
U.S. 
Congress. 
U.S. 
Congress. 
Washington, 
DC: 
U.S. 
Congress. 
July 
30, 
2008. 
<hFp:// 
www.jec.senate.gov/index.cfm?FuseAcLon=Hearings.HearingsCalendar&ContentRecord_id=6fc51d63-­‐e7e2-­‐82b7-­‐10c3-­‐3faa2c150115> 
• Koomey, 
Jonathan 
G., 
Stephen 
Berard, 
Marla 
Sanchez, 
and 
Henry 
Wong. 
2011. 
"ImplicaLons 
of 
Historical 
Trends 
in 
The 
Electrical 
Efficiency 
of 
CompuLng." 
IEEE 
Annals 
of 
the 
History 
of 
Compu=ng. 
vol. 
33, 
no. 
3. 
July-­‐September. 
pp. 
46-­‐54. 
[hFp:// 
doi.ieeecomputersociety.org/10.1109/MAHC.2010.28] 
• Koomey, 
Jonathan 
G. 
Cold 
Cash, 
Cool 
Climate: 
Science-­‐Based 
Advice 
for 
Ecological 
Entrepreneurs. 
Burlingame, 
CA: 
AnalyLcs 
Press, 
2012. 
• Koomey, 
Jonathan. 
2013. 
"Moving 
Beyond 
Benefit-­‐Cost 
Analysis 
of 
Climate 
Change." 
Environmental 
Research 
LeSers. 
vol. 
8, 
no. 
041005. 
December 
2. 
[hFp://iopscience.iop.org/1748-­‐9326/8/4/041005/] 
Copyright 
Jonathan 
Koomey 
2014 
30
References 
(conLnued) 
• Krause, 
FlorenLn, 
Wilfred 
Bach, 
and 
Jonathan 
G. 
Koomey. 
1992. 
Energy 
Policy 
in 
the 
Greenhouse. 
NY, 
NY: 
John 
Wiley 
and 
Sons. 
(1989 
ediLon 
of 
this 
book 
downloadable 
at 
<hFp://files.me.com/jgkoomey/9jzwgj>) 
• Luderer, 
Gunnar, 
Robert 
C. 
Pietzcker, 
Christoph 
Bertram, 
Elmar 
Kriegler, 
Malte 
Meinshausen, 
and 
OFmar 
Edenhofer. 
2013. 
"Economic 
miLgaLon 
challenges: 
how 
further 
delay 
closes 
the 
door 
for 
achieving 
climate 
targets." 
Environmental 
Research 
LeSers. 
vol. 
8, 
no. 
3. 
September 
17. 
[hFp://iopscience.iop.org/1748-­‐9326/8/3/034033/arLcle] 
• MarcoF, 
Shaun 
A., 
Jeremy 
D. 
Shakun, 
Peter 
U. 
Clark, 
and 
Alan 
C. 
Mix. 
2013. 
"A 
ReconstrucLon 
of 
Regional 
and 
Global 
Temperature 
for 
the 
Past 
11,300 
Years." 
Science. 
vol. 
339, 
no. 
6124. 
March 
8, 
2013. 
pp. 
1198-­‐1201. 
[hFp://www.sciencemag.org/content/ 
339/6124/1198.abstract] 
• Meinshausen, 
Malte, 
Nicolai 
Meinshausen, 
William 
Hare, 
Sarah 
C. 
B. 
Raper, 
Katja 
Frieler, 
Reto 
Knu|, 
David 
J. 
Frame, 
and 
Myles 
R. 
Allen. 
2009. 
"Greenhouse-­‐gas 
emission 
targets 
for 
limiLng 
global 
warming 
to 
2 
degrees 
C." 
Nature. 
vol. 
458, 
April 
30. 
pp. 
1158-­‐1162. 
<hFp://www.nature.com/nature/journal/v458/n7242/full/nature08017.html> 
• Pacala, 
S., 
and 
Rob 
Socolow. 
2004. 
"StabilizaLon 
Wedges: 
Solving 
the 
Climate 
Problem 
for 
the 
Next 
50 
Years 
with 
Current 
Technologies 
" 
Science. 
vol. 
305, 
no. 
5686. 
August 
13. 
pp. 
968-­‐972. 
[hFp://www.sciencemag.org/cgi/content/abstract/305/5686/968] 
• Joeri, 
Rogelj, 
Meinshausen 
Malte, 
Sedláček 
Jan, 
and 
Knu| 
Reto. 
2014. 
"ImplicaLons 
of 
potenLally 
lower 
climate 
sensiLvity 
on 
climate 
projecLons 
and 
policy." 
Environmental 
Research 
LeSers. 
vol. 
9, 
no. 
3. 
pp. 
031003. 
[hFp://stacks.iop.org/1748-­‐9326/9/i=3/a=031003] 
• Williams, 
James 
H., 
Andrew 
DeBenedicLs, 
Rebecca 
Ghanadan, 
Amber 
Mahone, 
Jack 
Moore, 
William 
R. 
Morrow, 
Snuller 
Price, 
and 
Margaret 
S. 
Torn. 
2011. 
"The 
Technology 
Path 
to 
Deep 
Greenhouse 
Gas 
Emissions 
Cuts 
by 
2050: 
The 
Pivotal 
Role 
of 
Electricity." 
Science. 
November 
24. 
[hFp://www.sciencemag.org/content/early/2011/11/22/science.1208365.abstract] 
Copyright 
Jonathan 
Koomey 
2014 
31
Extra 
slides 
Copyright 
Jonathan 
Koomey 
2014 
32
Contributors 
to 
climate 
change 
through 
2005 
Source: IPCC 2007 (Working Group 1, Copyright 
Jonathan 
Koomey 
20 1t4h 
e Physical Science Basis) 33
Percent 
of 
US 
land 
area 
subject 
to 
1 
day 
precipitaLon 
extremes 
Source: NCDC/NOAA 2011 
Copyright 
Jonathan 
Koomey 
2014 
34
2 
C 
degree 
warming 
limit 
• Keeps 
global 
T 
within 
humanity’s 
experience 
• Likely 
avoids 
the 
worst 
of 
the 
posiLve 
feedbacks 
• Implies 
cumulaLve 
GHG 
emissions 
“budget” 
• Limit 
itself 
now 
widely 
accepted 
(e.g., 
G8 
in 
2009), 
but 
implicaLons 
sLll 
not 
well 
known 
– Global 
emissions 
must 
turn 
down 
this 
decade, 
down 
50% 
by 
2050, 
more 
soon 
a€erwards 
– WaiLng 
has 
a 
real 
cost 
– We 
must 
act 
quickly 
on 
many 
fronts 
• It’s 
Sputnik, 
not 
Apollo 
– We 
can’t 
burn 
it 
all 
• C 
Storage 
not 
pracLcally 
relevant 
for 
decades, 
if 
ever 
Copyright 
Jonathan 
Koomey 
2014 
35
Most 
2050 
infrastructure 
built 
between 
now 
and 
2050 
Copyright 
Jonathan 
Koomey 
2014 
36
Forecasts 
o€en 
underesLmate 
the 
possibiliLes 
for 
change 
• Economic 
models 
(with 
very 
few 
excepLons) 
– assume 
current 
rigidiLes 
will 
conLnue 
forward 
in 
the 
forecast 
(“The 
Big 
Mistake”, 
related 
to 
Ascher’s 
“assumpLon 
drag”) 
– assume 
structure 
of 
property 
rights 
is 
constant 
– ignore 
increasing 
returns 
to 
scale 
– rely 
on 
incomplete 
technology 
and 
policy 
pornolios 
– ignore 
“no-­‐regrets” 
opLons 
• All 
but 
last 
issue 
true 
for 
top-­‐down 
AND 
boFom-­‐ 
up 
models 
Copyright 
Jonathan 
Koomey 
2014 
37
Delaying 
makes 
no 
sense 
in 
the 
warming 
limit 
context 
• When 
we 
act 
makes 
a 
difference 
• Delaying 
acLon 
on 
climate 
– eats 
up 
the 
budget 
– makes 
required 
reducLons 
more 
difficult 
and 
costly 
later 
– sacrifices 
learning 
and 
reduces 
possibiliLes 
for 
future 
acLon 
• Remember, 
energy 
techs 
don’t 
Δ 
fast 
Copyright 
Jonathan 
Koomey 
2014 
38
Impacts 
of 
Uncertainty, 
Learning, 
and 
Spillovers 
(IPCC 
AR4 
, 
2007) 
Figure 
2.2. 
Emissions 
impacts 
of 
exploring 
the 
full 
spectrum 
of 
technological 
uncertainty 
in 
a 
given 
scenario 
without 
climate 
policies. 
Rela=ve 
frequency 
(percent) 
of 
130,000 
scenarios 
of 
full 
technological 
uncertainty 
regrouped 
into 
520 
sets 
of 
technology 
dynamics 
with 
their 
corresponding 
carbon 
emissions 
(GtC) 
by 
2100 
obtained 
through 
numerical 
model 
simula=ons 
for 
a 
given 
scenario 
of 
intermediary 
popula=on, 
economic 
output, 
and 
energy 
demand 
growth. 
Also 
shown 
is 
a 
subset 
of 
13,000 
scenarios 
grouped 
into 
53 
sets 
of 
technology 
dynamics 
that 
are 
all 
"op=mal" 
in 
the 
sense 
of 
sa=sfying 
a 
cost 
minimiza=on 
criterion 
in 
the 
objec=ve 
func=on. 
The 
corresponding 
distribu=on 
func=on 
is 
bi-­‐modal, 
illustra=ng 
"technological 
lock-­‐in" 
into 
low 
or 
high 
emissions 
futures 
respec=vely 
that 
arise 
from 
technological 
interdependence 
and 
spillover 
effects. 
Baseline 
emissions 
are 
an 
important 
determinant 
for 
the 
feasibility 
and 
costs 
of 
achieving 
par=cular 
climate 
targets 
that 
are 
Copyright 
ceteris 
Jonathan 
paribus 
cheaper 
Koomey 
with 
2014 
lower 
baseline 
emissions. 
Adapted 
from 
Gritsevskyi 
39 
and 
Nakicenovic, 
2000.
Decanio 
concludes… 
“The 
applicaLon 
of 
general 
equilibrium 
analysis 
to 
climate 
policy 
has 
produced 
a 
kind 
of 
specious 
precision, 
a 
situaLon 
in 
which 
the 
assumpLons 
of 
the 
analysts 
masquerade 
as 
results 
that 
are 
solidly 
grounded 
in 
theory 
and 
the 
data. 
This 
leads 
to 
a 
tremendous 
amount 
of 
confusion 
and 
mischief, 
not 
least 
of 
which 
is 
the 
noLon 
that 
although 
the 
physical 
science 
of 
the 
climate 
is 
plagued 
by 
uncertainLes, 
it 
is 
possible 
to 
know 
with 
a 
high 
degree 
of 
certainty 
just 
what 
the 
economic 
consequences 
of 
alternaLve 
policy 
acLons 
will 
be.” 
(italics 
in 
original) 
Copyright 
Jonathan 
Koomey 
2014 
40
Fossil 
fuel 
resources 
are 
huge 
Source: 
Table 
A-­‐1 
from 
Cold 
Cash, 
Cool 
Climate, 
mainly 
using 
Note: 
Current 
annual 
global 
primary 
energy 
use 
is 
0.6 
ZJ 
(1 
ZJ 
= 
1000 
EJ 
or 
10e21 
J), 
which 
is 
about 
30 
TW. 
GEA 
data 
2012 
41 
Copyright 
Jonathan 
Koomey 
2014

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Koomey on Climate Change as an Entrepreneurial Challenge

  • 1. Climate change as an entrepreneurial challenge Jonathan Koomey Research Fellow, Steyer-­‐Taylor Center for Energy Policy and Finance, Stanford University jgkoomey@stanford.edu hFp://www.koomey.com Lawrence Berkeley NaLonal Laboratory October 21, 2014 Copyright Jonathan Koomey 2014 1
  • 2. The world is warming and humans are responsible “A strong, credible body of scienLfic evidence shows that climate change is occurring, is caused largely by human acLviLes, and poses significant risks for a broad range of human and natural systems. . . . Some scienLfic conclusions or theories have been so thoroughly examined and tested, and supported by so many independent observaLons and results, that their likelihood of subsequently being found to be wrong is vanishingly small. Such conclusions and theories are then regarded as seFled facts. This is the case for the conclusions that the Earth system is warming and that much of this warming is very likely due to human acLviLes.” US NaLonal Academy of Sciences. 2010. Advancing the Science of Climate Change Copyright Jonathan Koomey 2014 2
  • 3. Historical global C emissions Source: Carbon Dioxide Information Analysis Center (CDIAC) Copyright Jonathan Koomey 2014 3
  • 4. Big jump in CO2 concentraLons from fossil fuels and land use changes Sources: Vostok and Lawdome ice core data, plus measured concentrations from the Carbon Dioxide Information Analysis Center, plotted in Cold Cash, Cool Climate Copyright Jonathan Koomey 2014 4
  • 5. A closer look at the last 12,000 years Sources: Vostok and Lawdome ice core data, plus measured concentrations from the Carbon Dioxide Information Analysis Center, plotted in Cold Cash, Cool Climate Copyright Jonathan Koomey 2014 5
  • 6. Global surface temperatures have risen in the last century Source: Marcott et al. (2013) and Jones et al. (2013) Copyright Jonathan Koomey 2014 6
  • 7. Increasing temperatures “load the dice” Source: Adapted from a graph made originally by the University of Arizona, Southwest Climate Change Network Copyright Jonathan Koomey 2014 7
  • 8. What the data show 8 Source: The New Climate Dice: Public Percep=on of Climate Change. James Hansen, Makiko Sato, and Reto Ruedy. August 2012. hFp://www.giss.nasa.gov/research/briefs/ hansen_17/. Data are for Northern Hemisphere. X-­‐axes in graphs below are in standard deviaLons, not C degrees. Copyright Jonathan Koomey 2014
  • 9. No-­‐policy case carbon dioxide concentraLons to 2100 Source: Sokolov et al. 2009 for projected concentrations and ice core and directly measured data for historical numbers. Copyright Jonathan Koomey 2014 9
  • 10. No-­‐policy case greenhouse gas concentraLons to 2100 (all gases) Source: Sokolov et al. 2009 for projected concentrations and ice core and directly measured data for historical numbers. Copyright Jonathan Koomey 2014 10
  • 11. No-­‐policy case greenhouse gas concentraLons to 2100 Source: Sokolov et al. 2009, plotted in Cold Cash, Cool Climate Copyright Jonathan Koomey 2014 11
  • 12. Current trends = 5 C degrees by 2100, with no end in sight Historical data from Marcott et al. (2013) and Jones et al. (2013), with MIT projection taken from Sokolov et al. 2009. MIT climate sensitivity is 2.9 degrees C, but warming by 2100 doesn’t reflect the full warming impact because full equilibration takes centuries. Copyright Jonathan Koomey 2014 12
  • 13. Fossil fuel scarcity will not constrain carbon emissions Source: Lower bound resource estimates from the IIASA Global Energy Assessment 2012 + Sokolov et al. 2009 (fossil emissions only). Copyright Jonathan Koomey 2014 13
  • 14. What can we do? Copyright Jonathan Koomey 2014 14
  • 15. Our options • Adapt–modify human systems to make them more flexible and resilient • Suffer–accept what comes (but what comes is likely to be costly in lives, ecosystem damage, and economic disruption) • Mitigate–reduce emissions Copyright Jonathan Koomey 2014 15
  • 16. Questions about mitigation options • How much carbon will they save? • How much will they cost? • Are they feasible – technically? (science and technology) – logistically? (implementation and policy) – politically? (social will and equity) Copyright Jonathan Koomey 2014 16
  • 17. Cost-­‐benefit analysis: the standard approach Copyright Jonathan 17 Koomey 2014
  • 18. The forecasLng quandary • Economics ≠ physics: we need to act, but it’s impossible to calculate costs and benefits in an accurate way • ImplicaLon: the convenLonal model of full benefit-­‐cost analysis before acLng is not adequate to address this problem Copyright Jonathan Koomey 2014 18
  • 19. An evoluLonary, path-­‐dependent view • There is no “opLmal path”, but there are many possible alternaLve paths – We can’t plan or know everything about the path ahead but the warming limit defines the broad outlines of success • Our choices now affect our opLons later • Need to – invest in a broad pornolio of opLons – fail fast – modify plans dynamically – learn as fast as we can Copyright Jonathan Koomey 2014 19
  • 20. An alternaLve approach • Define a warming limit (e.g. 2 C degrees above preindustrial levels) • Determine the total greenhouse gases we can then emit to stay under that limit • Define pathways that meet that constraint • Assess what we’d need to do achieve that pathway (# of power plants, rate of improvement in energy efficiency, etc) • Try opLons, fail fast, alter course as needed Copyright Jonathan Koomey 2014 20
  • 21. There’s no Lme to waste 21 Source: The Copenhagen Diagnosis, 2009 Copyright Jonathan Koomey 2014
  • 22. Working toward the limit • Like strategic planning, not forecasLng • e.g., to meet some fracLon of the target – how many emission-­‐free power plants would we have to build and how much capital would that require? – how fast would efficiency need to improve given expected rates of economic growth? – what insLtuLonal changes would be needed to accelerate the rate of implementaLon? • A way to organize our thinking about soluLons to the problem Copyright Jonathan Koomey 2014 22
  • 23. MeeLng constraints of the safer climate case won’t be easy Source: Lower bound resource estimates from the IIASA Global Energy Assessment 2012 + calcs in Cold Cash, Cool Climate Copyright Jonathan Koomey 2014 (fossil emissions only). 23
  • 24. Lessons for entrepreneurs • Start with tasks, then redefine them • Focus on the whole system • Time is money • Modify property rights • Harness informaLon technology – Data collecLon – SubsLtute bits for atoms and smarts for parts – Transform insLtuLons • Work forward toward goals to learn more rapidly Copyright Jonathan Koomey 2014 24
  • 25. Peak compuLng efficiency • Doubling about every year and a half since the 1940s • 100x improvement every decade • Enabled the existence of laptops and smart phones • Trend slowing since 2000, but standby efficiency improving more rapidly since then Source: Koomey et al. 2011 Copyright Jonathan Koomey 2014 25
  • 26. These trends sLll have a long way to run Psssst: Researchers at Purdue and the University of New South Wales in 2012 created a reliable one atom transistor… 2041 Copyright Jonathan Koomey 2014 26
  • 27. Summary • Warming limit approach is similar to how businesses make big strategic decisions • Focus is on risk reducLon, experimentaLon, evaluaLon, innovaLon and cost effecLveness, not on knowing “opLmal” path in advance (impossible!) • Science points to 2 deg C limit but ulLmate choice is a poliLcal judgment – Declare value judgment up front (not buried in black box models, as is customary) • Implies rapid reducLons and keeping most fossil fuels in the ground (requires rapid innovaLons in technologies AND behavior/insLtuLons) Copyright Jonathan Koomey 2014 27
  • 28. Summary (conLnued) • Immediate implementaLon is essenLal (can’t just wait and see while doing R&D) – Learning by doing only happens if we do! • ExisLng low carbon resources are plenLful but we’ll need new innovaLons in later decades to keep reducLons on track • Start small. Think big. Get going! Copyright Jonathan Koomey 2014 28
  • 29. “The best way to predict the future is to invent it.” –Alan Kay Copyright Jonathan Koomey 2014 29
  • 30. References • Allison, et al. 2009. The Copenhagen Diagnosis, 2009: Upda=ng the World on the Latest Climate Science. Sydney, Australia: The University of New South Wales Climate Change Research Centre (CCRC). • Brynjolfsson, Erik, and Andrew McAffee. 2014. The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies. New York, NY: W. W. Norton & Company. [hFp://amzn.to/1gYHEGk] • Caldeira, Ken, Atul K. Jain, and MarLn I. Hoffert. 2003. "Climate SensiLvity Uncertainty and the Need for Energy Without CO2 Emission " Science. vol. 299, no. 5615. pp. 2052-­‐2054. <hFp://www.sciencemag.org/cgi/content/abstract/299/5615/2052> • DeCanio, Stephen J. 2003. Economic Models of Climate Change: A Cri=que. Basingstoke, UK: Palgrave-­‐Macmillan. • Brown, Marilyn A., Mark D. Levine, Walter Short, and Jonathan G. Koomey. 2001. "Scenarios for a Clean Energy Future." Energy Policy (Also LBNL-­‐48031). vol. 29, no. 14. November. pp. 1179-­‐1196. • Gritsevskyi, Andrii, and Nebojsa Nakicenovic. 2000. "Modeling uncertainty of induced technological change." Energy Policy. vol. 28, no. 13. November. pp. 907-­‐921. • Jones, P. D., D. E. Parker, T. J. Osborn, and K. R. Briffa. 2013. Global and hemispheric temperature anomalies-­‐-­‐land and marine instrumental records. Oak Ridge, TN: CDIAC, Oak Ridge NaLonal Laboratory, U.S. Department of Energy. [hFp://cdiac.esd.ornl.gov/ trends/temp/jonescru/jones.html] • Koomey, Jonathan. TesLmony of Jonathan Koomey, Ph.D. for a hearing on "Efficiency: The Hidden Secret to Solving Our Energy Crisis". Joint Economic CommiFee of the U.S. Congress. U.S. Congress. Washington, DC: U.S. Congress. July 30, 2008. <hFp:// www.jec.senate.gov/index.cfm?FuseAcLon=Hearings.HearingsCalendar&ContentRecord_id=6fc51d63-­‐e7e2-­‐82b7-­‐10c3-­‐3faa2c150115> • Koomey, Jonathan G., Stephen Berard, Marla Sanchez, and Henry Wong. 2011. "ImplicaLons of Historical Trends in The Electrical Efficiency of CompuLng." IEEE Annals of the History of Compu=ng. vol. 33, no. 3. July-­‐September. pp. 46-­‐54. [hFp:// doi.ieeecomputersociety.org/10.1109/MAHC.2010.28] • Koomey, Jonathan G. Cold Cash, Cool Climate: Science-­‐Based Advice for Ecological Entrepreneurs. Burlingame, CA: AnalyLcs Press, 2012. • Koomey, Jonathan. 2013. "Moving Beyond Benefit-­‐Cost Analysis of Climate Change." Environmental Research LeSers. vol. 8, no. 041005. December 2. [hFp://iopscience.iop.org/1748-­‐9326/8/4/041005/] Copyright Jonathan Koomey 2014 30
  • 31. References (conLnued) • Krause, FlorenLn, Wilfred Bach, and Jonathan G. Koomey. 1992. Energy Policy in the Greenhouse. NY, NY: John Wiley and Sons. (1989 ediLon of this book downloadable at <hFp://files.me.com/jgkoomey/9jzwgj>) • Luderer, Gunnar, Robert C. Pietzcker, Christoph Bertram, Elmar Kriegler, Malte Meinshausen, and OFmar Edenhofer. 2013. "Economic miLgaLon challenges: how further delay closes the door for achieving climate targets." Environmental Research LeSers. vol. 8, no. 3. September 17. [hFp://iopscience.iop.org/1748-­‐9326/8/3/034033/arLcle] • MarcoF, Shaun A., Jeremy D. Shakun, Peter U. Clark, and Alan C. Mix. 2013. "A ReconstrucLon of Regional and Global Temperature for the Past 11,300 Years." Science. vol. 339, no. 6124. March 8, 2013. pp. 1198-­‐1201. [hFp://www.sciencemag.org/content/ 339/6124/1198.abstract] • Meinshausen, Malte, Nicolai Meinshausen, William Hare, Sarah C. B. Raper, Katja Frieler, Reto Knu|, David J. Frame, and Myles R. Allen. 2009. "Greenhouse-­‐gas emission targets for limiLng global warming to 2 degrees C." Nature. vol. 458, April 30. pp. 1158-­‐1162. <hFp://www.nature.com/nature/journal/v458/n7242/full/nature08017.html> • Pacala, S., and Rob Socolow. 2004. "StabilizaLon Wedges: Solving the Climate Problem for the Next 50 Years with Current Technologies " Science. vol. 305, no. 5686. August 13. pp. 968-­‐972. [hFp://www.sciencemag.org/cgi/content/abstract/305/5686/968] • Joeri, Rogelj, Meinshausen Malte, Sedláček Jan, and Knu| Reto. 2014. "ImplicaLons of potenLally lower climate sensiLvity on climate projecLons and policy." Environmental Research LeSers. vol. 9, no. 3. pp. 031003. [hFp://stacks.iop.org/1748-­‐9326/9/i=3/a=031003] • Williams, James H., Andrew DeBenedicLs, Rebecca Ghanadan, Amber Mahone, Jack Moore, William R. Morrow, Snuller Price, and Margaret S. Torn. 2011. "The Technology Path to Deep Greenhouse Gas Emissions Cuts by 2050: The Pivotal Role of Electricity." Science. November 24. [hFp://www.sciencemag.org/content/early/2011/11/22/science.1208365.abstract] Copyright Jonathan Koomey 2014 31
  • 32. Extra slides Copyright Jonathan Koomey 2014 32
  • 33. Contributors to climate change through 2005 Source: IPCC 2007 (Working Group 1, Copyright Jonathan Koomey 20 1t4h e Physical Science Basis) 33
  • 34. Percent of US land area subject to 1 day precipitaLon extremes Source: NCDC/NOAA 2011 Copyright Jonathan Koomey 2014 34
  • 35. 2 C degree warming limit • Keeps global T within humanity’s experience • Likely avoids the worst of the posiLve feedbacks • Implies cumulaLve GHG emissions “budget” • Limit itself now widely accepted (e.g., G8 in 2009), but implicaLons sLll not well known – Global emissions must turn down this decade, down 50% by 2050, more soon a€erwards – WaiLng has a real cost – We must act quickly on many fronts • It’s Sputnik, not Apollo – We can’t burn it all • C Storage not pracLcally relevant for decades, if ever Copyright Jonathan Koomey 2014 35
  • 36. Most 2050 infrastructure built between now and 2050 Copyright Jonathan Koomey 2014 36
  • 37. Forecasts o€en underesLmate the possibiliLes for change • Economic models (with very few excepLons) – assume current rigidiLes will conLnue forward in the forecast (“The Big Mistake”, related to Ascher’s “assumpLon drag”) – assume structure of property rights is constant – ignore increasing returns to scale – rely on incomplete technology and policy pornolios – ignore “no-­‐regrets” opLons • All but last issue true for top-­‐down AND boFom-­‐ up models Copyright Jonathan Koomey 2014 37
  • 38. Delaying makes no sense in the warming limit context • When we act makes a difference • Delaying acLon on climate – eats up the budget – makes required reducLons more difficult and costly later – sacrifices learning and reduces possibiliLes for future acLon • Remember, energy techs don’t Δ fast Copyright Jonathan Koomey 2014 38
  • 39. Impacts of Uncertainty, Learning, and Spillovers (IPCC AR4 , 2007) Figure 2.2. Emissions impacts of exploring the full spectrum of technological uncertainty in a given scenario without climate policies. Rela=ve frequency (percent) of 130,000 scenarios of full technological uncertainty regrouped into 520 sets of technology dynamics with their corresponding carbon emissions (GtC) by 2100 obtained through numerical model simula=ons for a given scenario of intermediary popula=on, economic output, and energy demand growth. Also shown is a subset of 13,000 scenarios grouped into 53 sets of technology dynamics that are all "op=mal" in the sense of sa=sfying a cost minimiza=on criterion in the objec=ve func=on. The corresponding distribu=on func=on is bi-­‐modal, illustra=ng "technological lock-­‐in" into low or high emissions futures respec=vely that arise from technological interdependence and spillover effects. Baseline emissions are an important determinant for the feasibility and costs of achieving par=cular climate targets that are Copyright ceteris Jonathan paribus cheaper Koomey with 2014 lower baseline emissions. Adapted from Gritsevskyi 39 and Nakicenovic, 2000.
  • 40. Decanio concludes… “The applicaLon of general equilibrium analysis to climate policy has produced a kind of specious precision, a situaLon in which the assumpLons of the analysts masquerade as results that are solidly grounded in theory and the data. This leads to a tremendous amount of confusion and mischief, not least of which is the noLon that although the physical science of the climate is plagued by uncertainLes, it is possible to know with a high degree of certainty just what the economic consequences of alternaLve policy acLons will be.” (italics in original) Copyright Jonathan Koomey 2014 40
  • 41. Fossil fuel resources are huge Source: Table A-­‐1 from Cold Cash, Cool Climate, mainly using Note: Current annual global primary energy use is 0.6 ZJ (1 ZJ = 1000 EJ or 10e21 J), which is about 30 TW. GEA data 2012 41 Copyright Jonathan Koomey 2014