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Beyond Neoliberalism
A heuristical approach to resolving the
growth-sustainability dilemma
Dr. Johannes Meier
Starting point: orthodoxy of neoliberalism
Source: Cambridge Dictionary
Core beliefs of Neoliberalism
• Society of rational individuals seeking to maximize
their own utility (homo economicus)
• Competition primary driver in human affairs
• Success of a nation = ∑ individual’s utility (GDP)
• Proper role of government:
establish and protect free markets
Reach of Neoliberalism
Market-based philosophy of neoliberalism has reached most economic aspects of our lives reaching
beyond industrial and trade policy to labor policy, fiscal policy, and welfare policy.
Looking at conventional progress indicators like GDP neoliberalism seems to have worked.
Scope of this market-based thinking has gone far beyond economics:
• Most corporate strategies assume the continuing existence of free markets and global trade.
• Neoliberalism drive models of corporate governance and the success logic of the financial
sector.
• All major strategy consultancies rely on neoliberal orthodoxy as the hammer that turns the
world into a nail.
• Since the 1980’s most political parties in Western societies have come to agree on the
primacy of markets and the need to rely on them first whenever possible.
• The education and health care systems have been largely colonized by market-based
thinking.
• More recently there has even been intense debate whether modern philanthropy is
implicitly stabilizing the neoliberal orthodoxy in spite of all the rhetoric of changing the
world.
4
References: Hans Rosling, Factfulness, 2018; Anand Giradharadas, Winner Takes All: The Elite Charade of Changing the World, 2018
1. Emperor of the
rising tide and
justice
Three emperors without clothes
Emperor of the rising tide and justice
Income and wealth distributions
6
Emperor of the rising tide and justice
Consumption and footprint distributions
7
First World
Rest of
World
7,5 bn Consumption/Footprint
x 32 per-capita average
~80% of total footprint
Can the planet support
7,5 bn people with the
consumption patterns
and footprint of the
First World?
X
“We promise developing countries that, if they will only adopt good policies, like honest
government and free market economies, they too can become like the First World today.
That promise is utterly impossible, a cruel hoax.” Jared Diamond
1. Emperor of the
rising tide and
justice
2. Emperor of the
commons
Three emperors without clothes
Emperor of the commons
9
Tragedy of the
commons
• Accelerated growth
in many dimensions
• Accelerated “use”
of atmosphere,
oceans, rare metals,
etc.
Tragedy of the
horizons
• Old Sales wisdom:
”The fast $ beats
the slow $”
11
Additional complexities of global warming
Source: IPCC AR4 5.2.2.3. 12
Average hides huge and dangerous variance
Carbon budget concept
Mark Carney, Chairman of BOE: Financial stability at risk
Since the 1980s the number of registered weather-related loss events has
tripled; and inflation-adjusted insurance losses from these events have
increased from an annual average of around $10bn in the 1980s to
around $50bn over the past decade.
The horizon for monetary policy extends out to 2-3 years. For financial
stability it is a bit longer, but typically only to the outer boundaries of the
credit cycle – about a decade. Once climate change becomes a defining
issue for financial stability, it may already be too late.
Three types of risk for financial system due to climate change:
• Physical risks: the impacts today on insurance liabilities and the value
of financial assets that arise from climate- and weather-related events
• Liability risks: the impacts that could arise tomorrow if parties who
have suffered loss or damage from the effects of climate change seek
compensation from those they hold responsible
• Transition risks: the financial risks which could result from the process
of adjustment towards a lower-carbon economy (e.g. stranded assets)
15
Source: Speech by Mr Mark Carney, Governor of the Bank of England and Chairman of the Financial Stability Board, at Lloyd’s of
London, London, 29 September 2015
1. Emperor of the
rising tide and
justice
2. Emperor of the
commons
3. Emperor of
transactional
efficiency
Three emperors without clothes
Emperor of transactional efficiency
17
• With homo economicus comes a tendency to ignore elements of
relations that cannot be measured easily; complex relationships
between individuals are reduced to transactions.
• Ambivalence of “You get what you measure.”
• Relations get measured in transactions, likes, clicks
• Friendship and love get reduced in transactional templates on
Facebook and Tinder
“The gross national product … measures everything … except that
which makes life worthwhile.” Robert F. Kennedy
Counterintuitive observations about the collective
• The average behavior of the market participants will not allow us
to understand the general behavior of the market
• The psychological experiments on individuals showing „biases“
do not allow us to automatically understand aggregates or
collective
• The higher the dimension, i.e. the number of possible
interactions, the more disproportionally difficult it is to
understand the macro from the micro, the general from the
simple units
Fundamental limitation of behavioral economics on how to play
the market or generate policy
Mathematically speaking, the mean-field approach, where one
generalizes from the average interaction to the group is only
possible if there are no asymmetries
18Source: Taleb, Skin in the game, appendix to book 3
Homo sapiens vs. Homo economicus
Most social processes are not neatly decomposable into separate
subprocesses – economic, demographic, cultural spatial.
Yet, this compartmentalization in insular departments and journals
is how we tend to organize the study of social systems (e.g., finance
vs. strategy vs. marketing departments in B-schools)
In order to develop realistic and relevant models it is essential to
begin with solid foundations regarding individual behavior and
spatial structures. Current laboratory social science (e.g. Tversky
and Kahneman) are giving us an ever-clearer picture how homo
sapiens – as against homo economicus – actually makes decisions.
Agent-based modeling offers an integrative, inherently multi-
dimensional alternative.
19Joshua M. Epstein (2006). Generative Social Science: Studies in Agent-based Computational Modeling. Princeton UP
20
Heuristics for the transition
beyond neoliberalism
21
Heuristics for the transition
beyond neoliberalism
1. Listen to diverse voices and
beware of reductionisms
2. Avoid risks of irreversible
system change and stranded
assets
3. Aim for antifragility
4. Reduce polarization and look
for new balances
22
Heuristics for the transition
beyond neoliberalism
1. Listen to diverse voices and
beware of reductionisms
2. Avoid risks of irreversible
system change and stranded
assets
3. Aim for antifragility
4. Reduce polarization and look
for new balances
Listen to diverse voices and beware of reductionism
23Source: Real World vs. Science according to N. Taleb, Skin in the game
Consultants
Consultants often reduce a
complex reality to a problem that
can be solved with a given
methodology.
Powerpoints are not very precise
forms of communication when it
comes to qualifying solution
claims.
In a complex system this often
leads to unforeseen higher-order
effects and non-sustainable
impacts.
Listen to diverse voices and beware of reductionism
24
John Browne, ex-CEO BP
25
Heuristics for the transition
beyond neoliberalism
1. Listen to diverse voices and
beware of reductionisms
2. Avoid risks of irreversible
system change and stranded
assets
3. Aim for antifragility
4. Reduce polarization and look
for new balances
Different types of risk
• Manageable Risks vs. Unmanageable Risks
(W. Nordhaus – 2018 Nobel laureate)
• Problem of long tails and discounting of long-term uncertainty
(N. Taleb)
• Relevance and the law of declining love
(D. Kahneman, O. Hondrich) 26
Risk domains
Interesting,
normal life
Black Swan
Domain
Classical
management
domain
Insurance
and Casino
domain
High exposure to
rare, tail events
Low exposure to
rare, tail events
Incomputable
events
Computable
events
„Robustification“
27
Risks are interconnected and impacts non-linear
28Source: http://reports.weforum.org/global-risks-2018/global-risks-landscape-2018/
Worth noting that climate change risks are on top of list
29Source: WEF, 2019
Learning from tipping points in nature
• All ecosystems are exposed to gradual changes in climate,
nutrient loading, habitat fragmentation or biotic exploitation.
• Nature is usually assumed to respond to gradual change in a
smooth way. However, studies on lakes, coral reefs, oceans,
forests and arid lands have shown that smooth change can be
interrupted by sudden drastic switches to a contrasting state.
• Although diverse events can trigger such shifts, recent studies
show that a loss of resilience usually paves the way for a switch to
an alternative state.
• This suggests that strategies for sustainable management of such
ecosystems should focus on maintaining resilience.
30
Source: Marten Scheffer, Steve Carpenter, Jonathan A. Foley, Carl Folkes & Brian Walkerk, Catastrophic shifts in ecosystems, NATURE, VOL 413, 11
OCTOBER 2001, p. 591-596
Hysteresis and path dependency
31
Path 1: Start looking at image
from the upper left corner
proceeding to the lower right
corner.
Path 2: Start looking in inverse
direction.
 Perception of image changes
at different points.
Source: H. Haken (1983), Synergetik, Springer-Verlag.
Greenland Ice Sheet tipping point model
32Source: Nordhaus, William (2013). The Climate Casino – Risk, Uncertainty, and Economics for a Warming World. Yale UP
The risk of tipping points from climate change
33Source: PIK
Precautionary principle in the face of tipping points
1992 United Nations‘ Rio Declaration on Environment and
Development: „Where there are threats of serious or irreversible
damage, lack of full scientific certainty shall not be used as a reason
for postponing cost-effective measures to prevent environmental
degradation.“
Game-theory minimax strategy: In the absence of scientific
certainty, society should make policies that prevent the worst
outcome.
Nordhaus‘ cost-benefit perspective: If the damages are uncertain,
highly nonlinear, and clifflike in the Climate Casino, then a cost-
benefit analysis will generally lower the optimal target to provide
insurance against the worst-case outcomes.
As complex systems do not have obvious one-dimensional cause-
and-effect mechanisms, you should not mess with such systems
under opacity.
34
35
Heuristics for the transition
beyond neoliberalism
1. Listen to diverse voices and
beware of reductionisms
2. Avoid risks of irreversible
system change and stranded
assets
3. Aim for antifragility
4. Reduce polarization and look
for new balances
The concave nature of travel
36
• A small disturbance in a congested traffic system can lead to major disruptions/delays.
• Systems like traffic rarely experience positive disturbances.
• Traffic is a system with „one-sided disturbances“ which leads to underestimation of
randomness and harm.
• Buffers are important to avoid major failures. The average does not matter.
Foto basykes
Fragility – The concave
Example: Driving a car against an obstacle
37
Speed
Harm
The nature of fragility:
• For the fragile, shocks bring higher harm as their intensity increases (up to a
certain level)
• For the fragile, the cumulative effect of small shocks is smaller than the single
effect of an equivalent single large shock.
• The more concave an exposure, the more harm from the unexpected, and
disproportionately so.
Concave or negative
convex curve
For a set deviation in a variable
the concave loses more than it gains
Reference: Taleb, Antifragility
Case: Fannie Mae
2003 internal risk report of Fannie
Mae showed
• Move upward in an economic
variable led to massive losses
• Move downward in same variable
led to small profits
• Acceleration of harm in concave
curve visible as simple fragility
detection heuristic
High fragility indication possible
even without good model for risk
measurement
38
Fragility is quite measurable.
Risk in real life not so at all, particularly risk associated with rare events.
Reference: Taleb, Antifragility, Chapter 19
Antifragility – The convex
Antifragility: Some things benefit from shocks; they thrive and grow when exposed to
volatility, randomness, disorder, and stressors and love adventure, risk, and uncertainty.
Detecting antifragility:
For the antifragile, shocks bring higher benefits as their intensity increases
39
Variable
Gains
Convex curve:
For a set deviation in a variable
the convex gains more than it loses
Reference: Taleb, Antifragility
Life is long gamma (Anthony Glickman)
• Long – benefits from
• Short – hurt by
• Gamma – nonlinearity of options
Option = asymmetry + rationality
The fragile has no option.
The antifragile needs to select what‘s best, the best option.
40
Different types of exposures of systems
Fragile Robust/Resilient Antifragile
Errors Hates mistakes
Irreversible, large (but
rare) errors, blowups
Mistakes are just
information
Loves mistakes (since they are
small)
Produces reversible, small
errors
Biological &
economic systems
Efficiency, optimized Redundancy Degeneracy (functional
redundancy)
Science &
technology
Directed research Opportunistic research Stochastic tinkering, bricolage
Regulation Rules Principles Virtue
Political systems Nation-state,
centralized
Collection of city-states,
decentralized
Economic life Bureaucrats,
Agency problem
Entrepreneurs,
Principal operated
Physical training Organized sports, gym
machines
Street fights
41Reference: Taleb, Antifragility
The mechanical vs. the organic
The mechanical, noncomplex,
nonbiological
The organic, complex, biological
Needs continuous repair and maintenance Self-healing
Hates randomness Loves small variations*
No need for recovery Needs recovery between stressors
No or little interdependence High degree of interdependence
Stressors cause material fatigue Absence of stressors cause atrophy
Age with use (wear and tear) Age with disuse
Undercompensates from shocks Overcompensates from shocks
Equilibrium in a state of inertia Equilibrium only with death
„Much of modern life is preventable chronic stress injury“ (Taleb, p. 64)
* Nature is antifragile up to a point, but that point is quite high
42
Organisms are populations and populations are organisms
Analysis needs to accomodate the fact that an
organism is not something isolated and stand-alone;
there are layers and hierarchies.
With evolution, something hierarchically superior to
an individual organism may benefit from the
damage to the individual organism. The surviving
cohort is stronger than the inital one – but not quite
the individuals, since the weaker ones died. There is
total tension between man and nature in the trade-
off of fragilities.
A strengthening mechanism for the species comes at
the expense of some organisms. Fragility of
individuals (particularly after reproducdtion) is
prerequisite for evolutionary selection to take place.
Similarly an organism strengthens at the expense of
some cells, all the way down and all the way up as
well. (e.g., autophagy, hormesis)
43
Black Swan Management 101:
Nature (nature-like systems) likes diversity between organisms
rather than diversity within an immortal organism.
Pseudo-stabilization
• James Clerk Maxwell modeled the behavior of
controlers of the speed of steam enginges by
compensating for abrupt variations. The paper
„On Governors“ (1867) proves mathematically
that tightly controlling the speed of engines leads
to instability.
• His argument can be generalized across domains
to help debunk pseudo-stabilization and hidden
long-term fragility.
• Artificially suppressing volatility not only makes
system extremely fragile, but at the same time
hides risks. Volatility is information!
• Artificially constrained systems become prone to
Black Swans.
44
Examples of pseudo-stabilization
• Personal doctors (Michael Jackson, Prince)
• Helicopter parents removing every random
element from children‘s lives
• Greenspan‘s ironing out the “boom-bust cycle“
• US opioid crisis (as example of concealed
iatrogenics compounded by principal-agent
problem)
• US stabilization strategies in Middle East (Egypt
before the riots of 2011, Saudi Arabia)
• Reductions of humans to what appears to be
efficient and useful
• Avoiding fluctuations in the market via price
fixing or forbidding noise traders
(George Cooper The Origin of Financial Crises)
• Micro-management of forests to avoid small
forest fires that would otherwise cleanse the
system of the most flammable material so that
it cannot accumulate
• High-frequency sterile information in media
disrupting the noise/signal filtering mechnisms
Foto: David Earle
45
Discussion
Antifragility implies – contrary to initial instinct – that the old is superior
to the new. Time will know about a system‘s fragilities and break it when
necessary.
If something has been around for a very, very long time, then, irrational
or not, you can expect it to stick around for much lover, and outlive those
who call for its demise.
The most fragile is the predictive – those who underestimate Black Swans
will eventually exit the population.
Crucially, if antifragility is the property of all those natural (and complex)
systems that have survived, depriving these systems of volatility,
randomness, and stressors will harm them.
In nature things break on a small scale all the time, in order to avoid
large-scale generalized catastrophes.
46
Solutions to antifragility
You are antifragile for a source of volatility if potential gains exceed potential losses
(and vice versa)
• Simple test: If I have „nothing to lose“ then it is all gain and I am antifragile.
• Recognize path dependence: No upside without survival
• First step towards antifragility: Decrease downside, protect yourself from
extreme harm (negative Black Swan) and let the upside (positive Black Swan)
take care of itself
Solution to antifragility is combination of aggressiveness and paranoia
Solution takes form of a barbell (bimodal strategy)
„Provide for the worst; the best can take care of itself.“ (Yiddish proverb)
Yet, there is ample evidence from insurance that people are averse to small losses,
but so much toward very large Black Swan risks (which they underestimate)
47
Barbell transformation in time series
48Reference: Taleb, p. 438
Examples of barbell strategies
• Ray Dalio on speculative bets: „Make sure that the probability of the
unacceptable (i.e. the risk of ruin) is nil.“
• Montaigne‘s life strategy as a serial barbell: First „doer“ then „thinker“
• In social policy, protect the very weak and let the strong do their job,
rather than helping the middle class to consolidate ist privileges
• In publishing, avoid having 100% of the people finding your mission
acceptable, but instead aim for high percentage of people disliking you
and your message combined with a low percentage of extremely loyal
and enthusiastic supporters
49
Case: Antifragile nuclear reactors
Fragile nuclear industry
• Relying on prediction of no
catastrophic failures
• Heavily centralized and scaled
• Limited learning across major
installations (projects, not
products)
• Fukushima fundamental point
of reckoning of „Black Swan
domain“
Antifragile nuclear industry
• Minimizing exposure to failure
• Small reactors, buried
underground, with major
protection layers
• Automatic termination of
chain-reaction in case of
failure
• Economices of scale from
learning in distributed system
with many units
50
Fragility-Antifragility in project management
• Studies shows that increases in the size of projects maps to poor
outcomes and higher and higher costs of delays as a proportion of the
total project.
• However, it is the size of the project segments that matters, not the
entire project.
• Bridges, dams and tunnel projects involve monolithic planning as these
cannot be broken into small portions. Their percentage cost overruns
increase markedly with size.
• For roads, built by small segments, there is no serious size effect, as the
project managers incur only small errors and can adapt to them.
• Other influencing factors
• Learning curves across project also affect nature of cost/benefit curves.
• Psychological factors like overconfidence.
• Principal-agent problems and unforeseen complexity from increasing
number of actors in specialized supply chains.
• Excessive efficiency optimization with the help of IT systems at the
expense of buffers/redundancy/optionality.
51BENT FLYVBJERG, NILS BRUZELIUS, WERNER ROTHENGATTER (2003) Megaprojects and Risk An Anatomy of Ambition
Factors affecting the fragile-antifragile balance
Antifragility
Fragility
• Specialization
• Departmentalization
• Silo Thinking
• Bureaucracy
• Privatization of gains,
socialization of risk
• Numerical predictions
• Overconfidence of
experts
• Success and fear of loss
• Narrative knowledge
• Curiosity
• Interdisciplinarity
• Systems Thinking
• Entrepreneurialism
• Skin in the game
• Large libraries
• Wisdom in decision-
making
• Mentally adjusting to „the
worst“
• Optionality
52
53
Heuristics for the transition
beyond neoliberalism
1. Listen to diverse voices and
beware of reductionisms
2. Avoid risks of irreversible
system change and stranded
assets
3. Aim for antifragility
4. Reduce polarization and look
for new balances
54
Polarization in media
Source: graphika.com
The middle is losing
55
Source: graphika.com
Finding new balances and resolving dilemmas
56
“It is in vain that we search for an essential difference between
good and evil, for their constituents are the same.
The crucial distinction lies in their structure, i.e., the manner in
which the pieces are assembled.
Evil is disintegration, an angry juxtaposition of alienated opposites,
with parts always striving to repress other parts. Good is the
syntheses and reconciliation of the same pieces.”
Charles Hampden-Turner
Finding new balances and resolving dilemmas
57
Growth Sustainability
Quality of life
Risks of
climate
tipping points
Candidates for new balances
• Finding a balance between Inequality vs. Innovation calls for a dynamic
view of equality, i.e. attracting barriers need to be avoided. Note that if
we want dynamic equality upward and downward mobility in society
are inevitable. (Nicholas Taleb)
• Finding a balance between Individual unfolding vs. Solidarity needs to
rely on the recognition that humans can only flourish in community. At
a most elementary level: “The triumph of individual fulfilment through
personal achievement over meeting obligations to family” [and
community] “is beginning to look psychologically flawed.” (Paul Collier)
• Finding a balance between Competition vs. Collaboration could start
with a broader view on what should count as public goods and what
kinds of government action may be appropriate to stimulate their
production. (Larry Kramer) There is a urgent need for a deeper public-
private partnership that transcends the short-termism and shallowness
of current lobbying and industrial policy.
58
Thank you for your attention
johannes.meier@xigmbh.de

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Beyond neoliberalism - A heuristically approach to resolving the growth-sustainability dilemma

  • 1. Beyond Neoliberalism A heuristical approach to resolving the growth-sustainability dilemma Dr. Johannes Meier
  • 2. Starting point: orthodoxy of neoliberalism Source: Cambridge Dictionary
  • 3. Core beliefs of Neoliberalism • Society of rational individuals seeking to maximize their own utility (homo economicus) • Competition primary driver in human affairs • Success of a nation = ∑ individual’s utility (GDP) • Proper role of government: establish and protect free markets
  • 4. Reach of Neoliberalism Market-based philosophy of neoliberalism has reached most economic aspects of our lives reaching beyond industrial and trade policy to labor policy, fiscal policy, and welfare policy. Looking at conventional progress indicators like GDP neoliberalism seems to have worked. Scope of this market-based thinking has gone far beyond economics: • Most corporate strategies assume the continuing existence of free markets and global trade. • Neoliberalism drive models of corporate governance and the success logic of the financial sector. • All major strategy consultancies rely on neoliberal orthodoxy as the hammer that turns the world into a nail. • Since the 1980’s most political parties in Western societies have come to agree on the primacy of markets and the need to rely on them first whenever possible. • The education and health care systems have been largely colonized by market-based thinking. • More recently there has even been intense debate whether modern philanthropy is implicitly stabilizing the neoliberal orthodoxy in spite of all the rhetoric of changing the world. 4 References: Hans Rosling, Factfulness, 2018; Anand Giradharadas, Winner Takes All: The Elite Charade of Changing the World, 2018
  • 5. 1. Emperor of the rising tide and justice Three emperors without clothes
  • 6. Emperor of the rising tide and justice Income and wealth distributions 6
  • 7. Emperor of the rising tide and justice Consumption and footprint distributions 7 First World Rest of World 7,5 bn Consumption/Footprint x 32 per-capita average ~80% of total footprint Can the planet support 7,5 bn people with the consumption patterns and footprint of the First World? X “We promise developing countries that, if they will only adopt good policies, like honest government and free market economies, they too can become like the First World today. That promise is utterly impossible, a cruel hoax.” Jared Diamond
  • 8. 1. Emperor of the rising tide and justice 2. Emperor of the commons Three emperors without clothes
  • 9. Emperor of the commons 9 Tragedy of the commons • Accelerated growth in many dimensions • Accelerated “use” of atmosphere, oceans, rare metals, etc. Tragedy of the horizons • Old Sales wisdom: ”The fast $ beats the slow $”
  • 10.
  • 11. 11
  • 12. Additional complexities of global warming Source: IPCC AR4 5.2.2.3. 12
  • 13. Average hides huge and dangerous variance
  • 15. Mark Carney, Chairman of BOE: Financial stability at risk Since the 1980s the number of registered weather-related loss events has tripled; and inflation-adjusted insurance losses from these events have increased from an annual average of around $10bn in the 1980s to around $50bn over the past decade. The horizon for monetary policy extends out to 2-3 years. For financial stability it is a bit longer, but typically only to the outer boundaries of the credit cycle – about a decade. Once climate change becomes a defining issue for financial stability, it may already be too late. Three types of risk for financial system due to climate change: • Physical risks: the impacts today on insurance liabilities and the value of financial assets that arise from climate- and weather-related events • Liability risks: the impacts that could arise tomorrow if parties who have suffered loss or damage from the effects of climate change seek compensation from those they hold responsible • Transition risks: the financial risks which could result from the process of adjustment towards a lower-carbon economy (e.g. stranded assets) 15 Source: Speech by Mr Mark Carney, Governor of the Bank of England and Chairman of the Financial Stability Board, at Lloyd’s of London, London, 29 September 2015
  • 16. 1. Emperor of the rising tide and justice 2. Emperor of the commons 3. Emperor of transactional efficiency Three emperors without clothes
  • 17. Emperor of transactional efficiency 17 • With homo economicus comes a tendency to ignore elements of relations that cannot be measured easily; complex relationships between individuals are reduced to transactions. • Ambivalence of “You get what you measure.” • Relations get measured in transactions, likes, clicks • Friendship and love get reduced in transactional templates on Facebook and Tinder “The gross national product … measures everything … except that which makes life worthwhile.” Robert F. Kennedy
  • 18. Counterintuitive observations about the collective • The average behavior of the market participants will not allow us to understand the general behavior of the market • The psychological experiments on individuals showing „biases“ do not allow us to automatically understand aggregates or collective • The higher the dimension, i.e. the number of possible interactions, the more disproportionally difficult it is to understand the macro from the micro, the general from the simple units Fundamental limitation of behavioral economics on how to play the market or generate policy Mathematically speaking, the mean-field approach, where one generalizes from the average interaction to the group is only possible if there are no asymmetries 18Source: Taleb, Skin in the game, appendix to book 3
  • 19. Homo sapiens vs. Homo economicus Most social processes are not neatly decomposable into separate subprocesses – economic, demographic, cultural spatial. Yet, this compartmentalization in insular departments and journals is how we tend to organize the study of social systems (e.g., finance vs. strategy vs. marketing departments in B-schools) In order to develop realistic and relevant models it is essential to begin with solid foundations regarding individual behavior and spatial structures. Current laboratory social science (e.g. Tversky and Kahneman) are giving us an ever-clearer picture how homo sapiens – as against homo economicus – actually makes decisions. Agent-based modeling offers an integrative, inherently multi- dimensional alternative. 19Joshua M. Epstein (2006). Generative Social Science: Studies in Agent-based Computational Modeling. Princeton UP
  • 20. 20 Heuristics for the transition beyond neoliberalism
  • 21. 21 Heuristics for the transition beyond neoliberalism 1. Listen to diverse voices and beware of reductionisms 2. Avoid risks of irreversible system change and stranded assets 3. Aim for antifragility 4. Reduce polarization and look for new balances
  • 22. 22 Heuristics for the transition beyond neoliberalism 1. Listen to diverse voices and beware of reductionisms 2. Avoid risks of irreversible system change and stranded assets 3. Aim for antifragility 4. Reduce polarization and look for new balances
  • 23. Listen to diverse voices and beware of reductionism 23Source: Real World vs. Science according to N. Taleb, Skin in the game Consultants Consultants often reduce a complex reality to a problem that can be solved with a given methodology. Powerpoints are not very precise forms of communication when it comes to qualifying solution claims. In a complex system this often leads to unforeseen higher-order effects and non-sustainable impacts.
  • 24. Listen to diverse voices and beware of reductionism 24 John Browne, ex-CEO BP
  • 25. 25 Heuristics for the transition beyond neoliberalism 1. Listen to diverse voices and beware of reductionisms 2. Avoid risks of irreversible system change and stranded assets 3. Aim for antifragility 4. Reduce polarization and look for new balances
  • 26. Different types of risk • Manageable Risks vs. Unmanageable Risks (W. Nordhaus – 2018 Nobel laureate) • Problem of long tails and discounting of long-term uncertainty (N. Taleb) • Relevance and the law of declining love (D. Kahneman, O. Hondrich) 26
  • 27. Risk domains Interesting, normal life Black Swan Domain Classical management domain Insurance and Casino domain High exposure to rare, tail events Low exposure to rare, tail events Incomputable events Computable events „Robustification“ 27
  • 28. Risks are interconnected and impacts non-linear 28Source: http://reports.weforum.org/global-risks-2018/global-risks-landscape-2018/
  • 29. Worth noting that climate change risks are on top of list 29Source: WEF, 2019
  • 30. Learning from tipping points in nature • All ecosystems are exposed to gradual changes in climate, nutrient loading, habitat fragmentation or biotic exploitation. • Nature is usually assumed to respond to gradual change in a smooth way. However, studies on lakes, coral reefs, oceans, forests and arid lands have shown that smooth change can be interrupted by sudden drastic switches to a contrasting state. • Although diverse events can trigger such shifts, recent studies show that a loss of resilience usually paves the way for a switch to an alternative state. • This suggests that strategies for sustainable management of such ecosystems should focus on maintaining resilience. 30 Source: Marten Scheffer, Steve Carpenter, Jonathan A. Foley, Carl Folkes & Brian Walkerk, Catastrophic shifts in ecosystems, NATURE, VOL 413, 11 OCTOBER 2001, p. 591-596
  • 31. Hysteresis and path dependency 31 Path 1: Start looking at image from the upper left corner proceeding to the lower right corner. Path 2: Start looking in inverse direction.  Perception of image changes at different points. Source: H. Haken (1983), Synergetik, Springer-Verlag.
  • 32. Greenland Ice Sheet tipping point model 32Source: Nordhaus, William (2013). The Climate Casino – Risk, Uncertainty, and Economics for a Warming World. Yale UP
  • 33. The risk of tipping points from climate change 33Source: PIK
  • 34. Precautionary principle in the face of tipping points 1992 United Nations‘ Rio Declaration on Environment and Development: „Where there are threats of serious or irreversible damage, lack of full scientific certainty shall not be used as a reason for postponing cost-effective measures to prevent environmental degradation.“ Game-theory minimax strategy: In the absence of scientific certainty, society should make policies that prevent the worst outcome. Nordhaus‘ cost-benefit perspective: If the damages are uncertain, highly nonlinear, and clifflike in the Climate Casino, then a cost- benefit analysis will generally lower the optimal target to provide insurance against the worst-case outcomes. As complex systems do not have obvious one-dimensional cause- and-effect mechanisms, you should not mess with such systems under opacity. 34
  • 35. 35 Heuristics for the transition beyond neoliberalism 1. Listen to diverse voices and beware of reductionisms 2. Avoid risks of irreversible system change and stranded assets 3. Aim for antifragility 4. Reduce polarization and look for new balances
  • 36. The concave nature of travel 36 • A small disturbance in a congested traffic system can lead to major disruptions/delays. • Systems like traffic rarely experience positive disturbances. • Traffic is a system with „one-sided disturbances“ which leads to underestimation of randomness and harm. • Buffers are important to avoid major failures. The average does not matter. Foto basykes
  • 37. Fragility – The concave Example: Driving a car against an obstacle 37 Speed Harm The nature of fragility: • For the fragile, shocks bring higher harm as their intensity increases (up to a certain level) • For the fragile, the cumulative effect of small shocks is smaller than the single effect of an equivalent single large shock. • The more concave an exposure, the more harm from the unexpected, and disproportionately so. Concave or negative convex curve For a set deviation in a variable the concave loses more than it gains Reference: Taleb, Antifragility
  • 38. Case: Fannie Mae 2003 internal risk report of Fannie Mae showed • Move upward in an economic variable led to massive losses • Move downward in same variable led to small profits • Acceleration of harm in concave curve visible as simple fragility detection heuristic High fragility indication possible even without good model for risk measurement 38 Fragility is quite measurable. Risk in real life not so at all, particularly risk associated with rare events. Reference: Taleb, Antifragility, Chapter 19
  • 39. Antifragility – The convex Antifragility: Some things benefit from shocks; they thrive and grow when exposed to volatility, randomness, disorder, and stressors and love adventure, risk, and uncertainty. Detecting antifragility: For the antifragile, shocks bring higher benefits as their intensity increases 39 Variable Gains Convex curve: For a set deviation in a variable the convex gains more than it loses Reference: Taleb, Antifragility
  • 40. Life is long gamma (Anthony Glickman) • Long – benefits from • Short – hurt by • Gamma – nonlinearity of options Option = asymmetry + rationality The fragile has no option. The antifragile needs to select what‘s best, the best option. 40
  • 41. Different types of exposures of systems Fragile Robust/Resilient Antifragile Errors Hates mistakes Irreversible, large (but rare) errors, blowups Mistakes are just information Loves mistakes (since they are small) Produces reversible, small errors Biological & economic systems Efficiency, optimized Redundancy Degeneracy (functional redundancy) Science & technology Directed research Opportunistic research Stochastic tinkering, bricolage Regulation Rules Principles Virtue Political systems Nation-state, centralized Collection of city-states, decentralized Economic life Bureaucrats, Agency problem Entrepreneurs, Principal operated Physical training Organized sports, gym machines Street fights 41Reference: Taleb, Antifragility
  • 42. The mechanical vs. the organic The mechanical, noncomplex, nonbiological The organic, complex, biological Needs continuous repair and maintenance Self-healing Hates randomness Loves small variations* No need for recovery Needs recovery between stressors No or little interdependence High degree of interdependence Stressors cause material fatigue Absence of stressors cause atrophy Age with use (wear and tear) Age with disuse Undercompensates from shocks Overcompensates from shocks Equilibrium in a state of inertia Equilibrium only with death „Much of modern life is preventable chronic stress injury“ (Taleb, p. 64) * Nature is antifragile up to a point, but that point is quite high 42
  • 43. Organisms are populations and populations are organisms Analysis needs to accomodate the fact that an organism is not something isolated and stand-alone; there are layers and hierarchies. With evolution, something hierarchically superior to an individual organism may benefit from the damage to the individual organism. The surviving cohort is stronger than the inital one – but not quite the individuals, since the weaker ones died. There is total tension between man and nature in the trade- off of fragilities. A strengthening mechanism for the species comes at the expense of some organisms. Fragility of individuals (particularly after reproducdtion) is prerequisite for evolutionary selection to take place. Similarly an organism strengthens at the expense of some cells, all the way down and all the way up as well. (e.g., autophagy, hormesis) 43 Black Swan Management 101: Nature (nature-like systems) likes diversity between organisms rather than diversity within an immortal organism.
  • 44. Pseudo-stabilization • James Clerk Maxwell modeled the behavior of controlers of the speed of steam enginges by compensating for abrupt variations. The paper „On Governors“ (1867) proves mathematically that tightly controlling the speed of engines leads to instability. • His argument can be generalized across domains to help debunk pseudo-stabilization and hidden long-term fragility. • Artificially suppressing volatility not only makes system extremely fragile, but at the same time hides risks. Volatility is information! • Artificially constrained systems become prone to Black Swans. 44
  • 45. Examples of pseudo-stabilization • Personal doctors (Michael Jackson, Prince) • Helicopter parents removing every random element from children‘s lives • Greenspan‘s ironing out the “boom-bust cycle“ • US opioid crisis (as example of concealed iatrogenics compounded by principal-agent problem) • US stabilization strategies in Middle East (Egypt before the riots of 2011, Saudi Arabia) • Reductions of humans to what appears to be efficient and useful • Avoiding fluctuations in the market via price fixing or forbidding noise traders (George Cooper The Origin of Financial Crises) • Micro-management of forests to avoid small forest fires that would otherwise cleanse the system of the most flammable material so that it cannot accumulate • High-frequency sterile information in media disrupting the noise/signal filtering mechnisms Foto: David Earle 45
  • 46. Discussion Antifragility implies – contrary to initial instinct – that the old is superior to the new. Time will know about a system‘s fragilities and break it when necessary. If something has been around for a very, very long time, then, irrational or not, you can expect it to stick around for much lover, and outlive those who call for its demise. The most fragile is the predictive – those who underestimate Black Swans will eventually exit the population. Crucially, if antifragility is the property of all those natural (and complex) systems that have survived, depriving these systems of volatility, randomness, and stressors will harm them. In nature things break on a small scale all the time, in order to avoid large-scale generalized catastrophes. 46
  • 47. Solutions to antifragility You are antifragile for a source of volatility if potential gains exceed potential losses (and vice versa) • Simple test: If I have „nothing to lose“ then it is all gain and I am antifragile. • Recognize path dependence: No upside without survival • First step towards antifragility: Decrease downside, protect yourself from extreme harm (negative Black Swan) and let the upside (positive Black Swan) take care of itself Solution to antifragility is combination of aggressiveness and paranoia Solution takes form of a barbell (bimodal strategy) „Provide for the worst; the best can take care of itself.“ (Yiddish proverb) Yet, there is ample evidence from insurance that people are averse to small losses, but so much toward very large Black Swan risks (which they underestimate) 47
  • 48. Barbell transformation in time series 48Reference: Taleb, p. 438
  • 49. Examples of barbell strategies • Ray Dalio on speculative bets: „Make sure that the probability of the unacceptable (i.e. the risk of ruin) is nil.“ • Montaigne‘s life strategy as a serial barbell: First „doer“ then „thinker“ • In social policy, protect the very weak and let the strong do their job, rather than helping the middle class to consolidate ist privileges • In publishing, avoid having 100% of the people finding your mission acceptable, but instead aim for high percentage of people disliking you and your message combined with a low percentage of extremely loyal and enthusiastic supporters 49
  • 50. Case: Antifragile nuclear reactors Fragile nuclear industry • Relying on prediction of no catastrophic failures • Heavily centralized and scaled • Limited learning across major installations (projects, not products) • Fukushima fundamental point of reckoning of „Black Swan domain“ Antifragile nuclear industry • Minimizing exposure to failure • Small reactors, buried underground, with major protection layers • Automatic termination of chain-reaction in case of failure • Economices of scale from learning in distributed system with many units 50
  • 51. Fragility-Antifragility in project management • Studies shows that increases in the size of projects maps to poor outcomes and higher and higher costs of delays as a proportion of the total project. • However, it is the size of the project segments that matters, not the entire project. • Bridges, dams and tunnel projects involve monolithic planning as these cannot be broken into small portions. Their percentage cost overruns increase markedly with size. • For roads, built by small segments, there is no serious size effect, as the project managers incur only small errors and can adapt to them. • Other influencing factors • Learning curves across project also affect nature of cost/benefit curves. • Psychological factors like overconfidence. • Principal-agent problems and unforeseen complexity from increasing number of actors in specialized supply chains. • Excessive efficiency optimization with the help of IT systems at the expense of buffers/redundancy/optionality. 51BENT FLYVBJERG, NILS BRUZELIUS, WERNER ROTHENGATTER (2003) Megaprojects and Risk An Anatomy of Ambition
  • 52. Factors affecting the fragile-antifragile balance Antifragility Fragility • Specialization • Departmentalization • Silo Thinking • Bureaucracy • Privatization of gains, socialization of risk • Numerical predictions • Overconfidence of experts • Success and fear of loss • Narrative knowledge • Curiosity • Interdisciplinarity • Systems Thinking • Entrepreneurialism • Skin in the game • Large libraries • Wisdom in decision- making • Mentally adjusting to „the worst“ • Optionality 52
  • 53. 53 Heuristics for the transition beyond neoliberalism 1. Listen to diverse voices and beware of reductionisms 2. Avoid risks of irreversible system change and stranded assets 3. Aim for antifragility 4. Reduce polarization and look for new balances
  • 55. The middle is losing 55 Source: graphika.com
  • 56. Finding new balances and resolving dilemmas 56 “It is in vain that we search for an essential difference between good and evil, for their constituents are the same. The crucial distinction lies in their structure, i.e., the manner in which the pieces are assembled. Evil is disintegration, an angry juxtaposition of alienated opposites, with parts always striving to repress other parts. Good is the syntheses and reconciliation of the same pieces.” Charles Hampden-Turner
  • 57. Finding new balances and resolving dilemmas 57 Growth Sustainability Quality of life Risks of climate tipping points
  • 58. Candidates for new balances • Finding a balance between Inequality vs. Innovation calls for a dynamic view of equality, i.e. attracting barriers need to be avoided. Note that if we want dynamic equality upward and downward mobility in society are inevitable. (Nicholas Taleb) • Finding a balance between Individual unfolding vs. Solidarity needs to rely on the recognition that humans can only flourish in community. At a most elementary level: “The triumph of individual fulfilment through personal achievement over meeting obligations to family” [and community] “is beginning to look psychologically flawed.” (Paul Collier) • Finding a balance between Competition vs. Collaboration could start with a broader view on what should count as public goods and what kinds of government action may be appropriate to stimulate their production. (Larry Kramer) There is a urgent need for a deeper public- private partnership that transcends the short-termism and shallowness of current lobbying and industrial policy. 58
  • 59. Thank you for your attention johannes.meier@xigmbh.de

Hinweis der Redaktion

  1. We all have beliefs that guide us. When a belief system is generally accepted by a society it is called an orthodoxy. According to the Cambridge Dictionary: “The current economic orthodoxy is of a free market and unregulated trade.”   Because it is generally accepted by society an orthodoxy provides a background that is usually not explicitly referenced when taking decisions. It is usually taken for granted. The orthodoxy provides a stable context; and that is valuable when evaluating options, making decisions, and executing them. Orientation without reference to orthodoxies is difficult if not impossible.   However, reality is always more complex than a specific orthodoxy. In other words, an orthodoxy is ­­always a reductionism. It can never fully map out reality. The beliefs of an orthodoxy may become inconsistent with observed reality over time or may miss out on important changes of aspects of reality. Thus, an orthodoxy may hit its “expiration date”.
  2. The societal process of generally accepting and changing a belief system is complex and deeply political. Normative assumptions and ideologies are inevitably part of orthodoxies. After the Great Depression the Keynesian orthodoxy of a managed market economy had emerged as the dominant belief system. Leading thinkers around Friedrich August Hayek and Milton Friedman challenged Keynesianism in a meeting near Mont Pelerin in Switzerland in 1947. From there it took about two generations to establish neoliberalism as the new dominant orthodoxy in Western Societies. Thus, although neoliberalism has been the dominant orthodoxy in the lifetime of most people in this room, it has not always been that way. https://www.montpelerin.org/past-meetings-2/
  3. Although neoliberalism is today’s dominating orthodoxy in all these domains, we can see more and more signs of stress of this belief system. We live in an interpretation economy and if the beliefs are too far from the facts, the willing suspension of disbelief collapses and the broad societal acceptance of the belief system disappears.   The current situation reminds me of my favorite tale by Hans Christian Andersen, the Emperor’s New Clothes, where two weavers promise an emperor a new suit of clothes that they say is invisible to those who are unfit for their positions, stupid, or incompetent – while in reality, they make no clothes at all, making everyone believe the clothes are invisible to them. When the emperor parades before his subjects in his new "clothes", no one dares to say that they do not see any suit of clothes on him for fear that they will be seen as stupid, until a child calls out that the emperor is without clothes.
  4. This in turn has become a major cause of rising political and social tensions that “are tearing apart the fabric of our societies”. The global free trade regime that neoliberalism has encouraged is cause for political and economic anxiety and is creating a new set of divides. The educated with new skills living in metropolitan areas have a shared identity that crosses national boundaries. The less educated in the country side feel resentment and fear. “They recognize that the well-educated are distancing themselves, socially and culturally.” The elites as the key narrators of the neoliberal belief system are no longer trusted by those who feel left behind. Brexit, Trump, and Yellow Vest protests can all be interpreted through this lens. Those who feel left behind are shouting that the emperor of the rising tide and justice has no clothes. Paul Collier, The Future of Capitalism, 2018, p. 3, p.5
  5. Although neoliberalism is today’s dominating orthodoxy in all these domains, we can see more and more signs of stress of this belief system. We live in an interpretation economy and if the beliefs are too far from the facts, the willing suspension of disbelief collapses and the broad societal acceptance of the belief system disappears.   The current situation reminds me of my favorite tale by Hans Christian Andersen, the Emperor’s New Clothes, where two weavers promise an emperor a new suit of clothes that they say is invisible to those who are unfit for their positions, stupid, or incompetent – while in reality, they make no clothes at all, making everyone believe the clothes are invisible to them. When the emperor parades before his subjects in his new "clothes", no one dares to say that they do not see any suit of clothes on him for fear that they will be seen as stupid, until a child calls out that the emperor is without clothes.
  6. I have worked 6 years on climate change as the CEO of the European Climate Foundation and I have become acutely aware of the tragedy of the commons and the tragedy of the horizon when it comes to our atmosphere and the oceans. We face risks of existential tipping points of irreversible climate change that have a moral dimension as the man-made CO2 emissions are the driving factor. In the face of this challenge the political economy in times of neoliberalism has the tendency to shift difficult problems into the future and to lobby against taking full account of the externalities.
  7. Multiple, interacting stresses
 Global change does not operate in isolation but rather interacts with an almost bewildering array of natural variability modes and also with other human-driven effects at many scales. Especially important are those cases where interacting stresses cause a threshold to be crossed and a rapid change in state or functioning to occur.

 Adapted from Steffen et al, Global Change and the Earth System, 2004 (pdf, 4.2 MB)
  8. The dramatic nature of changes is often underestimated by only looking at the mean. It turns out that the regional differences in the temperature changes are significant. For example, we already see dramatic anomalies in the Arctic resulting in a larger than expected melting of the sea ice there.
  9. We are all aware of the physics of climate change and its accelerating dynamics as illustrated by the following animated illustration.
  10. Even the financial sector is starting to get worried given the massive externalities and increasing risks of tipping points of the climate: Mark Carney, head of the Bank of England, is but one of the leaders of the financial system who has stressed that without breaking the tragedy of the horizon and mitigating climate change effectively financial stability is at risk.   Even more loudly, the attendants of Fridays For Future and Extinction Rebellion are shouting that the emperor of the commons has no clothes.
  11. Although neoliberalism is today’s dominating orthodoxy in all these domains, we can see more and more signs of stress of this belief system. We live in an interpretation economy and if the beliefs are too far from the facts, the willing suspension of disbelief collapses and the broad societal acceptance of the belief system disappears.   The current situation reminds me of my favorite tale by Hans Christian Andersen, the Emperor’s New Clothes, where two weavers promise an emperor a new suit of clothes that they say is invisible to those who are unfit for their positions, stupid, or incompetent – while in reality, they make no clothes at all, making everyone believe the clothes are invisible to them. When the emperor parades before his subjects in his new "clothes", no one dares to say that they do not see any suit of clothes on him for fear that they will be seen as stupid, until a child calls out that the emperor is without clothes.
  12. With the neoliberal belief in homo economicus comes a tendency to ignore elements of relations that cannot be measured easily; complex relationships between individuals are reduced to transactions. The neoliberal imperative is to push technologies for more efficient means of executing these transactions thus continuously expanding the Internet, workplace automation, robotics and AI.   When you’re focused mainly on efficiency and productivity, it is difficult to see the real value of education and care. Which is why so many politicians and taxpayers alike see only costs. Even clearly non-transactional concepts like finding love and friendship get reduced into transactional templates via Tinder and Facebook.   As a counterpoint, talents in the workplace are looking for “new work” where the transactional reductionism is challenged by a call for purpose, responsibility, relational spaces, and intrinsic motivation. They are shouting that the emperor of transactional efficiency has no clothes.
  13. The transition to a new belief system beyond neoliberalism will be gradual, diverse, context-dependent and the exact outcome will be hard to predict. Some practices and norms of the neoliberal orthodoxy will survive, while others will be replaced. Computer AG, a large German IT services company during the dot.com boom, which was owned by GE at the time. When the dot.com boom went to bust, we witnessed our beliefs and business model implode and it was not clear what the new nature of a future business model would be. However, we found that we could find orientation during the transition in a number of robust and pragmatic heuristics. Those were rules of thumb that concentrated on getting essentials right so that everybody could believe in and act upon them during a rocky turnaround: - Stay on top of cash flow - Reach out to your customers - Keep your best people
  14.   The heuristics for the transition beyond neoliberalism will not be as simple, but I believe that four elementary heuristics can help finding a pragmatic way forward for business leaders. Heuristic 2 and 3 could be lumpted together
  15. Taking a humble view that your belief system may be wrong or incomplete opens up the mind to explore risks and unexpected pathways. As Donald Rumsfeld pointed out we need to acknowledge the importance of the known and the unknown unknowns.   After decades of execution focus and delivering on key metrics, many business leaders are underestimating the social construction of reality. Reducing complex reality to the simplicity of key metrics is an ambivalent reductionism. On the one hand, this reductionism creates focus and strengthens the ability to execute. On the other hand, revenue, EBITDA or market share metrics are simply not good enough as a purpose of an organization. This is especially true if the distribution of wealth is left to real-world markets that do not allocate according to morally defensible criteria.
  16. Listening to diverse voices inside and outside your organization will strengthen the resilience in the transition. Listen carefully to voices that point at risks in the system that you are not familiar with. Listen especially closely to voices that are not your usual friends and who you may not agree with at first sight. Or as John Browne, former CEO of BP, put it: Connect to society. John Browne, Connect: How companies succeed by engaging radically with society, 2015 In place of the simplifying premise of homo economicus we need narratives that tell us about identity and what we ought to do. We need narratives of belonging, obligation and causality as the basis for effective norms of the group and society. Larry Kramer, https://hewlett.org/wp-content/uploads/2018/04/Beyond-Neoliberalism-Public-Board-Memo.pdf Paul Collier, The Future of Capitalism, 2018, p. 33, p. 34
  17. Signs of increasing environmental and social fragility of an organization or society are good early warning indicators that an orthodoxy is reaching its expiration date. We can turn this around: The more a system can be made less fragile or even anti-fragile by a new set of ideas, the more valuable those ideas. Thus, the ideas behind renewable energy sources and the circular economy are intrinsically more robust than an extension of the status quo as lobbied for by the fossil fuel industry.   Specifically, we should not be taking risks of irreversible system changes that could lead to existential threats even if they are in the long tail and hard to compute. It is morally and from a business point of view sound to “robustify” systems against those types of risks.
  18. With temperature increases come the risks of tipping points in nature. Tipping points tend to be irreversible, dramatic system changes that start slowly but then built up a terrible momentum.
  19. Practically speaking, business leaders should regularly stress-test their business models against scenarios where regulation will put an end to egregious market failures of ignored environmental, social or informational externalities. For example, stress testing a business model against a carbon price of $100/t is the first step to avoid stranded assets in the coming decades.
  20. Tragedy of modernity: as with neurotically overprotective parents, those trying to help are often hurting us the most. Fragility comparisons: military dictatorship vs. Swiss democracy; poorly built modern building vs. Cathedral of Chartres; highly leverage bank vs. solid bank
  21. There is convincing evidence that a Ph.D. in finance or economics causes people to build vastly more fragile portfolios. (e.g. Long Term Capital Managment with Robert Merton, Myron Scholes, Chi-Fu Huang)
  22. I started as CEO of the European Climate Foundation on 1 March 2011. I was motivated by the sense that my grandchildren might ask me what we knew in my generation about the risks of climate change and what we then did about mitigating these existential risks for large parts of humanity. I retired from the ECF this spring after 6 years for family reasons. So what have I learned? After more than six years working on the challenge of mitigating climate change I am still trying to get my arms around the complexities of the low-carbon transition of societies, which is equivalent to saying that we should avoid the worst risks of climate change.   The first thing I have learned over those years is a sense of humility when trying to predict the future, as there were many totally unforeseen developments.   Fukushima happened two weeks after I started at the ECF, and the German Energiewende was proclaimed. Since then we have seen a rapid built-out of solar, wind and decentral CHPs all across Germany. This year we had hours where almost all of the electricity demand in Germany was covered by wind and solar. If you look more closely the Energiewende is more a 180 degrees turn followed by another 180 degrees turn by policy makers. Nevertheless, RWE lost ¾ and EON lost 2/3 of their share value since March 1st 2011 and even more from their all-time highs.  The reversal of fortune of coal has also been stunning. The progress in Europe in retiring coal plants is being campaigned for and tracked at https://beyond-coal.eu . The cost of solar energy continues to drop making unsubsidized PV plants win more and more auctions for electricity supply in more Southern latitudes. Then, in December 2015 195 nations committed to keeping the global temperature increase to well below 2 degrees Celsius. Clearly we are in a highly complex context of transformative change. So how can companies best navigate this complexity and master the transformation? And more specifically what opportunities for a mass retailer come with such a transformation?