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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	
  
Clean	
  Tech	
  Open	
  
April	
  2,	
  2014	
  
1	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
The	
  world	
  is	
  warming	
  and	
  humans	
  are	
  
responsible	
  
	
  “A	
  strong,	
  credible	
  body	
  of	
  scienQfic	
  evidence	
  shows	
  that	
  climate	
  
change	
  is	
  occurring,	
  is	
  caused	
  largely	
  by	
  human	
  acQviQes,	
  and	
  poses	
  
significant	
  risks	
  for	
  a	
  broad	
  range	
  of	
  human	
  and	
  natural	
  
systems.	
  .	
  .	
  .	
  
	
  Some	
  scienQfic	
  conclusions	
  or	
  theories	
  have	
  been	
  so	
  thoroughly	
  
examined	
  and	
  tested,	
  and	
  supported	
  by	
  so	
  many	
  independent	
  
observaQons	
  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	
  acQviQes.”	
  
	
  
	
  US	
  NaQonal	
  Academy	
  of	
  Sciences.	
  2010.	
  Advancing	
  the	
  Science	
  of	
  
Climate	
  Change	
  
2	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Historical	
  global	
  C	
  emissions	
  
Sources: Carbon Dioxide Information Analysis Center (CDIAC),
plotted in Cold Cash, Cool Climate.
Copyright	
  Jonathan	
  Koomey	
  2014	
   3	
  
Big	
  jump	
  in	
  CO2	
  concentraQons	
  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: The Copenhagen Diagnosis 2009
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	
  deviaQons,	
  not	
  
degrees	
  C.	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
  
No-­‐policy	
  case	
  carbon	
  dioxide	
  
concentraQons	
  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	
  
concentraQons	
  to	
  2100	
  (all	
  gases)	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
   10	
  
Source: Sokolov et al.
2009 for projected
concentrations and ice
core and directly measured
data for historical numbers.
No-­‐policy	
  case	
  greenhouse	
  gas	
  
concentraQons	
  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	
  
Adapted from Copenhagen Diagnosis 2009, with MIT
data 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.
12	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
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).
13	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
What can we do?
14	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
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
15	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
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)
16	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
17	
  
Cost-­‐benefit	
  analysis:	
  	
  the	
  standard	
  
approach	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
  
The	
  forecasQng	
  quandary	
  
•  Economics	
  ≠	
  physics:	
  	
  we	
  need	
  to	
  act,	
  but	
  it’s	
  
impossible	
  to	
  calculate	
  costs	
  and	
  benefits	
  in	
  
an	
  accurate	
  way	
  
•  ImplicaQon:	
  	
  the	
  convenQonal	
  model	
  of	
  full	
  
benefit-­‐cost	
  analysis	
  before	
  acQng	
  is	
  not	
  
adequate	
  to	
  address	
  this	
  problem	
  
18	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
An	
  evoluQonary,	
  path-­‐dependent	
  view	
  
•  There	
  is	
  no	
  “opQmal	
  path”,	
  but	
  there	
  are	
  many	
  
possible	
  alternaQve	
  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	
  opQons	
  later	
  
•  Need	
  to	
  	
  
–  invest	
  in	
  a	
  broad	
  pormolio	
  of	
  opQons	
  
–  fail	
  fast	
  
–  modify	
  plans	
  dynamically	
  
–  learn	
  as	
  fast	
  as	
  we	
  can	
  
19	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
An	
  alternaQve	
  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	
  opQons,	
  fail	
  fast,	
  alter	
  course	
  as	
  needed	
  
20	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
There’s	
  no	
  Qme	
  to	
  waste	
  
21	
  
Source:	
  	
  The	
  Copenhagen	
  Diagnosis,	
  2009	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
  
Working	
  toward	
  the	
  limit	
  
•  Like	
  strategic	
  planning,	
  not	
  forecasQng	
  
•  e.g.,	
  to	
  meet	
  some	
  fracQon	
  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	
  insQtuQonal	
  changes	
  would	
  be	
  needed	
  to	
  
accelerate	
  the	
  rate	
  of	
  implementaQon?	
  
•  A	
  way	
  to	
  organize	
  our	
  thinking	
  about	
  soluQons	
  
to	
  the	
  problem	
  
22	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
MeeQng	
  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 (fossil emissions only). 23	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Lessons	
  for	
  entrepreneurs	
  
•  Start	
  with	
  tasks,	
  then	
  redefine	
  them	
  
•  Focus	
  on	
  the	
  whole	
  system	
  
•  Time	
  is	
  money	
  
•  Modify	
  property	
  rights	
  
•  Harness	
  informaQon	
  technology	
  
–  Data	
  collecQon	
  
–  SubsQtute	
  bits	
  for	
  atoms	
  and	
  smarts	
  for	
  parts	
  
–  Transform	
  insQtuQons	
  
•  Work	
  forward	
  toward	
  goals	
  to	
  learn	
  more	
  rapidly	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
   24	
  
CompuQng	
  efficiency	
  
• Doubling	
  about	
  every	
  year	
  
and	
  a	
  half	
  since	
  the	
  1940s	
  
• 100x	
  improvement	
  every	
  
decade	
  
• Enabled	
  the	
  existence	
  of	
  
laptops	
  and	
  smart	
  phones	
  
25	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Source:	
  	
  Koomey	
  et	
  al.	
  2011	
  
These	
  trends	
  sQll	
  
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	
  
26	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Brainstorming	
  exercise	
  
If	
  compuQng	
  efficiency	
  conQnues	
  to	
  improve	
  at	
  
historic	
  rates,	
  it	
  will	
  increase	
  by	
  a	
  factor	
  of	
  100	
  
over	
  the	
  next	
  decade,	
  with	
  consequent	
  
improvements	
  in	
  mobile	
  compuQng,	
  sensors,	
  
and	
  controls.	
  	
  What	
  new	
  applicaQons	
  and	
  
products	
  could	
  become	
  possible	
  with	
  such	
  rapid	
  
efficiency	
  improvements	
  10	
  years	
  hence?	
  	
  What	
  
other	
  innovaQons	
  would	
  need	
  to	
  emerge	
  to	
  
enable	
  the	
  use	
  of	
  more	
  efficient	
  compuQng	
  ?	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
   27	
  
Summary	
  
•  Warming	
  limit	
  approach	
  is	
  similar	
  to	
  how	
  businesses	
  
make	
  big	
  strategic	
  decisions	
  
•  Focus	
  is	
  on	
  risk	
  reducQon,	
  experimentaQon,	
  evaluaQon,	
  
innovaQon	
  and	
  cost	
  effecQveness,	
  not	
  on	
  knowing	
  
“opQmal”	
  path	
  in	
  advance	
  (impossible!)	
  
•  Science	
  points	
  to	
  2	
  deg	
  C	
  limit	
  but	
  ulQmate	
  choice	
  is	
  a	
  
poliQcal	
  judgment	
  
–  Declare	
  value	
  judgment	
  up	
  front	
  (not	
  buried	
  in	
  black	
  box	
  
models,	
  as	
  is	
  customary)	
  
•  Implies	
  rapid	
  reducQons	
  and	
  keeping	
  most	
  fossil	
  fuels	
  in	
  
the	
  ground	
  (requires	
  rapid	
  innovaQons	
  in	
  technologies	
  
AND	
  behavior/insQtuQons)	
  
28	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Summary	
  (conQnued)	
  
•  Immediate	
  implementaQon	
  is	
  essenQal	
  (can’t	
  
just	
  wait	
  and	
  see	
  while	
  doing	
  R&D)	
  
– Learning	
  by	
  doing	
  only	
  happens	
  if	
  we	
  do!	
  
•  ExisQng	
  low	
  carbon	
  resources	
  are	
  plenQful	
  but	
  
we’ll	
  need	
  new	
  innovaQons	
  in	
  later	
  decades	
  to	
  
keep	
  reducQons	
  on	
  track	
  
•  Start	
  small.	
  	
  Think	
  big.	
  	
  Get	
  going!	
  
29	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
 	
  	
  “The	
  best	
  way	
  to	
  predict	
  the	
  future	
  is	
  to	
  
invent	
  it.”	
  	
  –Alan	
  Kay	
  
30	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
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).	
  	
  
•  Caldeira,	
  Ken,	
  Atul	
  K.	
  Jain,	
  and	
  MarQn	
  I.	
  Hoffert.	
  2003.	
  "Climate	
  SensiQvity	
  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.	
  	
  
•  Koomey,	
  Jonathan.	
  	
  TesQmony	
  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?FuseAcQon=Hearings.HearingsCalendar&ContentRecord_id=6fc51d63-­‐e7e2-­‐82b7-­‐10c3-­‐3faa2c150115>	
  
•  Koomey,	
  Jonathan	
  G.,	
  Stephen	
  Berard,	
  Marla	
  Sanchez,	
  and	
  Henry	
  Wong.	
  2011.	
  "ImplicaQons	
  of	
  Historical	
  Trends	
  in	
  The	
  Electrical	
  
Efficiency	
  of	
  CompuQng."	
  	
  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:	
  AnalyQcs	
  Press,	
  
2012.	
  
•  Krause,	
  FlorenQn,	
  Wilfred	
  Bach,	
  and	
  Jonathan	
  G.	
  Koomey.	
  1992.	
  Energy	
  Policy	
  in	
  the	
  Greenhouse.	
  NY,	
  NY:	
  John	
  Wiley	
  and	
  Sons.	
  (1989	
  
ediQon	
  of	
  this	
  book	
  downloadable	
  at	
  <hFp://files.me.com/jgkoomey/9jzwgj>)	
  
•  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	
  limiQng	
  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.	
  "StabilizaQon	
  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]	
  
•  Williams,	
  James	
  H.,	
  Andrew	
  DeBenedicQs,	
  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]	
  	
  
31	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Extra	
  slides	
  
32	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Contributors	
  to	
  climate	
  change	
  
through	
  2005	
  
Source: IPCC 2007 (Working Group 1, the Physical Science Basis)Copyright	
  Jonathan	
  Koomey	
  2014	
   33	
  
Percent	
  of	
  US	
  land	
  area	
  subject	
  to	
  1	
  
day	
  precipitaQon	
  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	
  posiQve	
  feedbacks	
  
•  Implies	
  cumulaQve	
  GHG	
  emissions	
  “budget”	
  
•  Limit	
  itself	
  now	
  widely	
  accepted	
  (e.g.,	
  G8	
  in	
  2009),	
  but	
  
implicaQons	
  sQll	
  not	
  well	
  known	
  
–  Global	
  emissions	
  must	
  turn	
  down	
  this	
  decade,	
  down	
  50%	
  
by	
  2050,	
  more	
  soon	
  a~erwards	
  
–  WaiQng	
  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	
  pracQcally	
  relevant	
  for	
  decades,	
  if	
  ever	
  
35	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Most	
  2050	
  infrastructure	
  built	
  
between	
  now	
  and	
  2050	
  
36	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Forecasts	
  o~en	
  underesQmate	
  the	
  
possibiliQes	
  for	
  change	
  
•  Economic	
  models	
  (with	
  very	
  few	
  excepQons)	
  
–  assume	
  current	
  rigidiQes	
  will	
  conQnue	
  forward	
  in	
  the	
  
forecast	
  (“The	
  Big	
  Mistake”,	
  related	
  to	
  Ascher’s	
  
“assumpQon	
  drag”)	
  
–  assume	
  structure	
  of	
  property	
  rights	
  is	
  constant	
  
–  ignore	
  increasing	
  returns	
  to	
  scale	
  
–  rely	
  on	
  incomplete	
  technology	
  and	
  policy	
  pormolios	
  
–  ignore	
  “no-­‐regrets”	
  opQons	
  
•  All	
  but	
  last	
  issue	
  true	
  for	
  top-­‐down	
  AND	
  boFom-­‐
up	
  models	
  
37	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Delaying	
  makes	
  no	
  sense	
  in	
  the	
  
warming	
  limit	
  context	
  
•  When	
  we	
  act	
  makes	
  a	
  difference	
  
•  Delaying	
  acQon	
  on	
  climate	
  
– eats	
  up	
  the	
  budget	
  
– makes	
  required	
  reducQons	
  more	
  difficult	
  and	
  
costly	
  later	
  
– sacrifices	
  learning	
  and	
  reduces	
  possibiliQes	
  for	
  
future	
  acQon	
  
•  Remember,	
  energy	
  techs	
  don’t	
  ∆	
  fast	
  
38	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
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	
  ceteris	
  paribus	
  cheaper	
  with	
  lower	
  baseline	
  emissions.	
  Adapted	
  from	
  Gritsevskyi	
  
and	
  Nakicenovic,	
  2000.	
  
39	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Decanio	
  concludes…	
  
	
  	
  	
  	
  “The	
  applicaQon	
  of	
  general	
  equilibrium	
  analysis	
  to	
  climate	
  
policy	
  has	
  produced	
  a	
  kind	
  of	
  specious	
  precision,	
  a	
  situaQon	
  
in	
  which	
  the	
  assumpQons	
  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	
  noQon	
  that	
  although	
  the	
  
physical	
  science	
  of	
  the	
  climate	
  is	
  plagued	
  by	
  uncertainQes,	
  it	
  
is	
  possible	
  to	
  know	
  with	
  a	
  high	
  degree	
  of	
  certainty	
  just	
  what	
  
the	
  economic	
  consequences	
  of	
  alternaQve	
  policy	
  acQons	
  will	
  
be.”	
  (italics	
  in	
  original)	
  
40	
  Copyright	
  Jonathan	
  Koomey	
  2014	
  
Fossil	
  fuel	
  resources	
  are	
  huge	
  
41	
  Source:	
  	
  Table	
  A-­‐1	
  from	
  Cold	
  Cash,	
  Cool	
  Climate,	
  mainly	
  using	
  GEA	
  data	
  2012	
  
Note:	
  	
  Current	
  annual	
  	
  
global	
  primary	
  energy	
  	
  
use	
  is	
  0.6	
  ZJ	
  (1	
  ZJ	
  =	
  	
  
1000	
  EJ	
  or	
  10e21	
  J),	
  	
  
which	
  is	
  about	
  30	
  TW.	
  	
  
Copyright	
  Jonathan	
  Koomey	
  2014	
  

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Koomey's talk at the Clean Tech Open SF event, April 2, 2014

  • 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   Clean  Tech  Open   April  2,  2014   1  Copyright  Jonathan  Koomey  2014  
  • 2. The  world  is  warming  and  humans  are   responsible    “A  strong,  credible  body  of  scienQfic  evidence  shows  that  climate   change  is  occurring,  is  caused  largely  by  human  acQviQes,  and  poses   significant  risks  for  a  broad  range  of  human  and  natural   systems.  .  .  .    Some  scienQfic  conclusions  or  theories  have  been  so  thoroughly   examined  and  tested,  and  supported  by  so  many  independent   observaQons  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  acQviQes.”      US  NaQonal  Academy  of  Sciences.  2010.  Advancing  the  Science  of   Climate  Change   2  Copyright  Jonathan  Koomey  2014  
  • 3. Historical  global  C  emissions   Sources: Carbon Dioxide Information Analysis Center (CDIAC), plotted in Cold Cash, Cool Climate. Copyright  Jonathan  Koomey  2014   3  
  • 4. Big  jump  in  CO2  concentraQons  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: The Copenhagen Diagnosis 2009 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  deviaQons,  not   degrees  C.   Copyright  Jonathan  Koomey  2014  
  • 9. No-­‐policy  case  carbon  dioxide   concentraQons  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   concentraQons  to  2100  (all  gases)   Copyright  Jonathan  Koomey  2014   10   Source: Sokolov et al. 2009 for projected concentrations and ice core and directly measured data for historical numbers.
  • 11. No-­‐policy  case  greenhouse  gas   concentraQons  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   Adapted from Copenhagen Diagnosis 2009, with MIT data 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. 12  Copyright  Jonathan  Koomey  2014  
  • 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). 13  Copyright  Jonathan  Koomey  2014  
  • 14. What can we do? 14  Copyright  Jonathan  Koomey  2014  
  • 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 15  Copyright  Jonathan  Koomey  2014  
  • 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) 16  Copyright  Jonathan  Koomey  2014  
  • 17. 17   Cost-­‐benefit  analysis:    the  standard   approach   Copyright  Jonathan  Koomey  2014  
  • 18. The  forecasQng  quandary   •  Economics  ≠  physics:    we  need  to  act,  but  it’s   impossible  to  calculate  costs  and  benefits  in   an  accurate  way   •  ImplicaQon:    the  convenQonal  model  of  full   benefit-­‐cost  analysis  before  acQng  is  not   adequate  to  address  this  problem   18  Copyright  Jonathan  Koomey  2014  
  • 19. An  evoluQonary,  path-­‐dependent  view   •  There  is  no  “opQmal  path”,  but  there  are  many   possible  alternaQve  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  opQons  later   •  Need  to     –  invest  in  a  broad  pormolio  of  opQons   –  fail  fast   –  modify  plans  dynamically   –  learn  as  fast  as  we  can   19  Copyright  Jonathan  Koomey  2014  
  • 20. An  alternaQve  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  opQons,  fail  fast,  alter  course  as  needed   20  Copyright  Jonathan  Koomey  2014  
  • 21. There’s  no  Qme  to  waste   21   Source:    The  Copenhagen  Diagnosis,  2009   Copyright  Jonathan  Koomey  2014  
  • 22. Working  toward  the  limit   •  Like  strategic  planning,  not  forecasQng   •  e.g.,  to  meet  some  fracQon  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  insQtuQonal  changes  would  be  needed  to   accelerate  the  rate  of  implementaQon?   •  A  way  to  organize  our  thinking  about  soluQons   to  the  problem   22  Copyright  Jonathan  Koomey  2014  
  • 23. MeeQng  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 (fossil emissions only). 23  Copyright  Jonathan  Koomey  2014  
  • 24. Lessons  for  entrepreneurs   •  Start  with  tasks,  then  redefine  them   •  Focus  on  the  whole  system   •  Time  is  money   •  Modify  property  rights   •  Harness  informaQon  technology   –  Data  collecQon   –  SubsQtute  bits  for  atoms  and  smarts  for  parts   –  Transform  insQtuQons   •  Work  forward  toward  goals  to  learn  more  rapidly   Copyright  Jonathan  Koomey  2014   24  
  • 25. CompuQng  efficiency   • Doubling  about  every  year   and  a  half  since  the  1940s   • 100x  improvement  every   decade   • Enabled  the  existence  of   laptops  and  smart  phones   25  Copyright  Jonathan  Koomey  2014   Source:    Koomey  et  al.  2011  
  • 26. These  trends  sQll   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   26  Copyright  Jonathan  Koomey  2014  
  • 27. Brainstorming  exercise   If  compuQng  efficiency  conQnues  to  improve  at   historic  rates,  it  will  increase  by  a  factor  of  100   over  the  next  decade,  with  consequent   improvements  in  mobile  compuQng,  sensors,   and  controls.    What  new  applicaQons  and   products  could  become  possible  with  such  rapid   efficiency  improvements  10  years  hence?    What   other  innovaQons  would  need  to  emerge  to   enable  the  use  of  more  efficient  compuQng  ?   Copyright  Jonathan  Koomey  2014   27  
  • 28. Summary   •  Warming  limit  approach  is  similar  to  how  businesses   make  big  strategic  decisions   •  Focus  is  on  risk  reducQon,  experimentaQon,  evaluaQon,   innovaQon  and  cost  effecQveness,  not  on  knowing   “opQmal”  path  in  advance  (impossible!)   •  Science  points  to  2  deg  C  limit  but  ulQmate  choice  is  a   poliQcal  judgment   –  Declare  value  judgment  up  front  (not  buried  in  black  box   models,  as  is  customary)   •  Implies  rapid  reducQons  and  keeping  most  fossil  fuels  in   the  ground  (requires  rapid  innovaQons  in  technologies   AND  behavior/insQtuQons)   28  Copyright  Jonathan  Koomey  2014  
  • 29. Summary  (conQnued)   •  Immediate  implementaQon  is  essenQal  (can’t   just  wait  and  see  while  doing  R&D)   – Learning  by  doing  only  happens  if  we  do!   •  ExisQng  low  carbon  resources  are  plenQful  but   we’ll  need  new  innovaQons  in  later  decades  to   keep  reducQons  on  track   •  Start  small.    Think  big.    Get  going!   29  Copyright  Jonathan  Koomey  2014  
  • 30.      “The  best  way  to  predict  the  future  is  to   invent  it.”    –Alan  Kay   30  Copyright  Jonathan  Koomey  2014  
  • 31. 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).     •  Caldeira,  Ken,  Atul  K.  Jain,  and  MarQn  I.  Hoffert.  2003.  "Climate  SensiQvity  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.     •  Koomey,  Jonathan.    TesQmony  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?FuseAcQon=Hearings.HearingsCalendar&ContentRecord_id=6fc51d63-­‐e7e2-­‐82b7-­‐10c3-­‐3faa2c150115>   •  Koomey,  Jonathan  G.,  Stephen  Berard,  Marla  Sanchez,  and  Henry  Wong.  2011.  "ImplicaQons  of  Historical  Trends  in  The  Electrical   Efficiency  of  CompuQng."    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:  AnalyQcs  Press,   2012.   •  Krause,  FlorenQn,  Wilfred  Bach,  and  Jonathan  G.  Koomey.  1992.  Energy  Policy  in  the  Greenhouse.  NY,  NY:  John  Wiley  and  Sons.  (1989   ediQon  of  this  book  downloadable  at  <hFp://files.me.com/jgkoomey/9jzwgj>)   •  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  limiQng  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.  "StabilizaQon  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]   •  Williams,  James  H.,  Andrew  DeBenedicQs,  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]     31  Copyright  Jonathan  Koomey  2014  
  • 32. Extra  slides   32  Copyright  Jonathan  Koomey  2014  
  • 33. Contributors  to  climate  change   through  2005   Source: IPCC 2007 (Working Group 1, the Physical Science Basis)Copyright  Jonathan  Koomey  2014   33  
  • 34. Percent  of  US  land  area  subject  to  1   day  precipitaQon  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  posiQve  feedbacks   •  Implies  cumulaQve  GHG  emissions  “budget”   •  Limit  itself  now  widely  accepted  (e.g.,  G8  in  2009),  but   implicaQons  sQll  not  well  known   –  Global  emissions  must  turn  down  this  decade,  down  50%   by  2050,  more  soon  a~erwards   –  WaiQng  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  pracQcally  relevant  for  decades,  if  ever   35  Copyright  Jonathan  Koomey  2014  
  • 36. Most  2050  infrastructure  built   between  now  and  2050   36  Copyright  Jonathan  Koomey  2014  
  • 37. Forecasts  o~en  underesQmate  the   possibiliQes  for  change   •  Economic  models  (with  very  few  excepQons)   –  assume  current  rigidiQes  will  conQnue  forward  in  the   forecast  (“The  Big  Mistake”,  related  to  Ascher’s   “assumpQon  drag”)   –  assume  structure  of  property  rights  is  constant   –  ignore  increasing  returns  to  scale   –  rely  on  incomplete  technology  and  policy  pormolios   –  ignore  “no-­‐regrets”  opQons   •  All  but  last  issue  true  for  top-­‐down  AND  boFom-­‐ up  models   37  Copyright  Jonathan  Koomey  2014  
  • 38. Delaying  makes  no  sense  in  the   warming  limit  context   •  When  we  act  makes  a  difference   •  Delaying  acQon  on  climate   – eats  up  the  budget   – makes  required  reducQons  more  difficult  and   costly  later   – sacrifices  learning  and  reduces  possibiliQes  for   future  acQon   •  Remember,  energy  techs  don’t  ∆  fast   38  Copyright  Jonathan  Koomey  2014  
  • 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  ceteris  paribus  cheaper  with  lower  baseline  emissions.  Adapted  from  Gritsevskyi   and  Nakicenovic,  2000.   39  Copyright  Jonathan  Koomey  2014  
  • 40. Decanio  concludes…          “The  applicaQon  of  general  equilibrium  analysis  to  climate   policy  has  produced  a  kind  of  specious  precision,  a  situaQon   in  which  the  assumpQons  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  noQon  that  although  the   physical  science  of  the  climate  is  plagued  by  uncertainQes,  it   is  possible  to  know  with  a  high  degree  of  certainty  just  what   the  economic  consequences  of  alternaQve  policy  acQons  will   be.”  (italics  in  original)   40  Copyright  Jonathan  Koomey  2014  
  • 41. Fossil  fuel  resources  are  huge   41  Source:    Table  A-­‐1  from  Cold  Cash,  Cool  Climate,  mainly  using  GEA  data  2012   Note:    Current  annual     global  primary  energy     use  is  0.6  ZJ  (1  ZJ  =     1000  EJ  or  10e21  J),     which  is  about  30  TW.     Copyright  Jonathan  Koomey  2014