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Recognizing, 
Imperfectly 
Assessing, and 
Partially Mitigating 
Extreme 
Geohazards in the 
Presence of Deep 
Uncertainty 
Seth Stein 
Earth & Planetary 
Sciences, Northwestern 
University
Society is playing a high-stakes game of chance 
against nature in a very uncertain world 
Despite steady advances in hazard science & 
engineering 
Often nature surprises us, when an earthquake, 
hurricane, or flood is bigger or has greater 
effects than expected from hazard assessments. 
In other cases, nature outsmarts us, doing great 
damage despite expensive mitigation measures, 
or making us divert resources to address a 
minor hazard.
What’s going wrong? 
Shallow uncertainty - we don’t know what 
will happen, but know the odds. The past 
is a good predictor of the future. We can 
make math models that work well. 
This is what we 
assume in hazard 
planning
Deep uncertainties arise when the probabilities 
of outcomes are poorly known, unknown, or 
unknowable. 
This occurs when we have multiple possible 
models with poorly known parameters, either 
because we do not adequately understand the 
system or it has inherently unpredictable 
elements. 
In such situations, past events may give little 
insight into future ones.
Shallow uncertainty is 
like estimating the 
chance that a batter will 
get a hit. His batting 
average is a good 
predictor. 
Deep uncertainty is like 
trying to predict the 
winner of the World 
Series next baseball 
season. Teams' past 
performance give only 
limited insight into the 
future.
“Some of the most troubling risk management challenges of 
our time are characterized by deep uncertainties. 
Well-validated, trustworthy risk models giving the probabilities of future 
consequences for alternative present decisions are not available 
The relevance of past data for predicting future outcomes is in doubt; 
experts disagree about the probable consequences of alternative 
policies – or, worse, reach an unwarranted consensus that replaces 
acknowledgment of uncertainties and information gaps with groupthink 
Policymakers (and probably various political constituencies) are 
divided about what actions to take to reduce risks 
Passions run high and convictions of being right run deep in the 
absence of enough objective information to support rational decision 
analysis “ 
Cox (2012)
Hazard 
assessment 
failed 
2010 map predicts 
probability of strong 
shaking in next 30 
years 
But: 2011 M 9.1 
Tohoku, 1995 Kobe M 
7.3 & others in areas 
mapped as low hazard 
In contrast: map 
assumed high hazard 
in Tokai “gap” 
Geller 
2011
Hazard model divided trench into segments 
Expected Earthquake Sources 
50 to 150 km segments 
M7.5 to 8.2 
(Headquarters for Earthquake Research Promotion) 
These were assumed to 
break individually in future 
earthquakes
Giant earthquake broke many segments 
2011 Tohoku Earthquake 
450 km long fault, M 9.1 
(Aftershock map from USGS) 
J. Mori 
Expected Earthquake Sources 
50 to 150 km segments 
M7.5 to 8.2 
(Headquarters for Earthquake Research Promotion)
Planning assumed maximum magnitude 8 
Seawalls 5-10 m high 
Stein & Okal, 2011 NYT 
Tsunami runup 
approximately twice fault 
slip (Plafker, Okal & 
Synolakis 2004) 
M9 generates much 
larger tsunami 
CNN
Nature 484 141-3 2012 
Since M9 
happened off 
Tohoku, how 
about to the 
south? 
No evidence 
this ever 
happened 
No reason to 
doubt that it 
could 
Global impact
Forbes 
The policy question, in the words of Japanese 
economist H. Hori, is 
“What should we do in face of uncertainty? 
Some say we should spend our resources on 
present problems instead of wasting them on 
things whose results are uncertain. Others say 
we should prepare for future unknown disasters 
precisely because they are uncertain.”
APPROACH FROM NATIONAL DEFENCE 
Defending a nation against enemies has many 
similarities to defending against natural hazards. 
For most nations, natural disasters cause much 
more damage and loss of life than military 
conflicts. 
However, most nations’ structures for dealing 
with natural hazards are much less well 
developed than for defending against human 
enemies.
The US Department of Defense conducts a major study 
every four years called the Quadrennial Defense Review. 
The QDR assesses likely requirements in the coming years 
and how US strategy, programs, and resources should be 
planned and allocated to meet them. 
It recognizes that strategies should change as situations 
change, and considers budgetary constraints.
QDR accepts deep uncertainty 
“We are likely to be surprised— pleasantly and 
unpleasantly—by the speed of technology 
proliferation, increasingly sophisticated systems 
being developed by potential state adversaries, the 
cleverness and persistence of terrorists, the ability 
to adapt our own acquisition programs and 
capabilities, and the vitality of the U.S. technology 
and economic cycle. 
Estimations of how and where we would fight a war 
or militarily intervene will also probably be largely 
wrong. “ 
(2004 QDR)
RECOMMENDATION 
An international structure should be created, under 
UN auspices, to conduct quadrennial natural 
hazard reviews 
The process should seek to anticipate hazards 
larger than addressable at national levels, and 
suggest approaches to learning more and 
developing mitigation 
Process could be similar to IPCC, but would 
consider “what if?” issues and recognize large deep 
uncertainties

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Davosstein

  • 1. Recognizing, Imperfectly Assessing, and Partially Mitigating Extreme Geohazards in the Presence of Deep Uncertainty Seth Stein Earth & Planetary Sciences, Northwestern University
  • 2. Society is playing a high-stakes game of chance against nature in a very uncertain world Despite steady advances in hazard science & engineering Often nature surprises us, when an earthquake, hurricane, or flood is bigger or has greater effects than expected from hazard assessments. In other cases, nature outsmarts us, doing great damage despite expensive mitigation measures, or making us divert resources to address a minor hazard.
  • 3. What’s going wrong? Shallow uncertainty - we don’t know what will happen, but know the odds. The past is a good predictor of the future. We can make math models that work well. This is what we assume in hazard planning
  • 4. Deep uncertainties arise when the probabilities of outcomes are poorly known, unknown, or unknowable. This occurs when we have multiple possible models with poorly known parameters, either because we do not adequately understand the system or it has inherently unpredictable elements. In such situations, past events may give little insight into future ones.
  • 5. Shallow uncertainty is like estimating the chance that a batter will get a hit. His batting average is a good predictor. Deep uncertainty is like trying to predict the winner of the World Series next baseball season. Teams' past performance give only limited insight into the future.
  • 6. “Some of the most troubling risk management challenges of our time are characterized by deep uncertainties. Well-validated, trustworthy risk models giving the probabilities of future consequences for alternative present decisions are not available The relevance of past data for predicting future outcomes is in doubt; experts disagree about the probable consequences of alternative policies – or, worse, reach an unwarranted consensus that replaces acknowledgment of uncertainties and information gaps with groupthink Policymakers (and probably various political constituencies) are divided about what actions to take to reduce risks Passions run high and convictions of being right run deep in the absence of enough objective information to support rational decision analysis “ Cox (2012)
  • 7. Hazard assessment failed 2010 map predicts probability of strong shaking in next 30 years But: 2011 M 9.1 Tohoku, 1995 Kobe M 7.3 & others in areas mapped as low hazard In contrast: map assumed high hazard in Tokai “gap” Geller 2011
  • 8. Hazard model divided trench into segments Expected Earthquake Sources 50 to 150 km segments M7.5 to 8.2 (Headquarters for Earthquake Research Promotion) These were assumed to break individually in future earthquakes
  • 9. Giant earthquake broke many segments 2011 Tohoku Earthquake 450 km long fault, M 9.1 (Aftershock map from USGS) J. Mori Expected Earthquake Sources 50 to 150 km segments M7.5 to 8.2 (Headquarters for Earthquake Research Promotion)
  • 10. Planning assumed maximum magnitude 8 Seawalls 5-10 m high Stein & Okal, 2011 NYT Tsunami runup approximately twice fault slip (Plafker, Okal & Synolakis 2004) M9 generates much larger tsunami CNN
  • 11. Nature 484 141-3 2012 Since M9 happened off Tohoku, how about to the south? No evidence this ever happened No reason to doubt that it could Global impact
  • 12. Forbes The policy question, in the words of Japanese economist H. Hori, is “What should we do in face of uncertainty? Some say we should spend our resources on present problems instead of wasting them on things whose results are uncertain. Others say we should prepare for future unknown disasters precisely because they are uncertain.”
  • 13. APPROACH FROM NATIONAL DEFENCE Defending a nation against enemies has many similarities to defending against natural hazards. For most nations, natural disasters cause much more damage and loss of life than military conflicts. However, most nations’ structures for dealing with natural hazards are much less well developed than for defending against human enemies.
  • 14. The US Department of Defense conducts a major study every four years called the Quadrennial Defense Review. The QDR assesses likely requirements in the coming years and how US strategy, programs, and resources should be planned and allocated to meet them. It recognizes that strategies should change as situations change, and considers budgetary constraints.
  • 15. QDR accepts deep uncertainty “We are likely to be surprised— pleasantly and unpleasantly—by the speed of technology proliferation, increasingly sophisticated systems being developed by potential state adversaries, the cleverness and persistence of terrorists, the ability to adapt our own acquisition programs and capabilities, and the vitality of the U.S. technology and economic cycle. Estimations of how and where we would fight a war or militarily intervene will also probably be largely wrong. “ (2004 QDR)
  • 16. RECOMMENDATION An international structure should be created, under UN auspices, to conduct quadrennial natural hazard reviews The process should seek to anticipate hazards larger than addressable at national levels, and suggest approaches to learning more and developing mitigation Process could be similar to IPCC, but would consider “what if?” issues and recognize large deep uncertainties