SlideShare una empresa de Scribd logo
1 de 33
MANAGING EMERGING SYSTEMIC RISK
1
Alan Laubsch
Director, VP of Risk Products
View of smoke plumes emitted from the Syncrude upgrader plant north of Fort McMurray, northern
Alberta, Canada. Photograph: Jiri Rezac/Jiri Rezac. Source: guardian.com
Systemic Implications of the Global Energy Meltdown
2
Market linkages Clustering
Bilateral exposure data Asset price data Balance sheet data
Financial Cartography reveals connected
risks and hidden patterns
Central nodes
3
How can we best manage emerging
systemic risk?
As in healthcare, our best chance lies is early detection
Source: MULTIPLE SCLEROSIS: ORIGIN OF ABNORMAL CELLS
FOUND, UC DAVIS (2011)
4
GLOBAL ENERGY MELTDOWN
5
What Precipitated the Energy Tipping
Point in 2014?
Systemic implications?
6
Canary in the coal mine: Energy
7
Classic contrarian phase transition
1. Low vol (complacency)
2. Peak prices
3. … and then an outlier
8
24 June Risky Business Report
9
Divestment Tipping Point
Litterman believes an immediate risk
that investors should address is the
potential for "stranded assets," or
energy sources companies will not be
able to harvest as the cost of oil, natural
gas, coal and other fossil fuels increase
from carbon-related taxes.
"It's a risk management issue. Fossil
fuel companies aren't evil or bad—
they're acting rationally given the wrong
incentives. The incentive to emit is not
being penalized today," Litterman said
during a panel discussion on money
management in the face of global
warming.
"The risk that investors have in their
portfolios is not climate risk, per se, it's
the risk that assets will be repriced
because appropriate incentives are
created globally to conserve on
emissions."
10
Train Wreck
Source: Bob Litterman: The Price of Climate Risks
11
Stranded Asset Swap
Source: Bob Litterman: The Price of Climate Risks
12
22 Sep 2014: Rockefellers Divest
“John D Rockefeller, the founder of Standard Oil, moved America
out of whale oil and into petroleum….We are quite convinced that
if he were alive today…he would be moving out of fossil fuels and
investing in clean, renewable energy.”
13
9 Oct Risk Crescendo
14
Oct 9 Energy as worst performer
15
Oct 9 Energy EAFE correlation
16
28 Nov Black Friday
17
28 Nov Black Friday
18
Given inevitability of carbon pricing, was
OPEC’s decision surprising?
Given that we have
exceeded safe levels of
atmospheric CO2, carbon
pricing or limits are
inevitable.
Paradoxically, until these
costs are imposed,
producers will keep
pumping
19
Black Friday cascaded into 10-15 Dec
EMBI & Russia Crisis
20
15 Dec Oil & EMBI correlation peaks
21
Predictive Stress Black Fri 28 Nov 2014: -
3sd Oil & Energy
22
Predictive Stress 9 Oct 2014:
-3sd Oil & Energy
23
Systemic Risk Escalating in 2015
24
Energy & Junk bond correlation still high
25
30 Jan: Oil up 6.6% but bottom unlikely
Dead Cat Bounce?
26
Predictive Stress 30 Jan 2014:
-3sd Oil & Energy… some decoupling
27
Energy (XLE) vs S&P 500
Asymmetric downside beta since 24 Jun 2014
Peak Energy
28
SUMMARY & CONCLUSIONS
29
Subprime Energy Bubble Bust
Carbon intensive industries/countries most vulnerable
- Equity, Credit, FX.
- Commodity bubble bust? Materials
2n order effects: Financials exposed to Energy &
Materials? Utilities? Liquidity risk.
Monitor systemic risk & focus on early warning
30
Disruptive Energy “Dragon Kings”
The future is already here. It’s just not very evenly
distributed. - William Gibson
Alternatives
Divestment
Carbon Price
31
Adaptive Stress Testing
Source: Wikipedia; see Geoffrey Moore’s “Crossing the Chasm” (1999)
32
Conclusions
1. See a Connected Picture of Risk
2. “Sense and Respond”
3. Amplify Social Intelligence
33
FNA
Alan Laubsch
Director & VP of Risk Products
alan@fna.fi www.fna.fi
Thank You

Más contenido relacionado

Similar a Systemic Implications of the Energy Meltdown

$2 trillion danger zone
$2 trillion danger zone$2 trillion danger zone
$2 trillion danger zone
Cary Krosinsky
 
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
George Grangeon-Amaral
 

Similar a Systemic Implications of the Energy Meltdown (14)

21104091117.pdf
21104091117.pdf21104091117.pdf
21104091117.pdf
 
Lattice Energy LLC - LENRs Could Enable a Moores Law for Energy - Nov 19 2014
Lattice Energy LLC - LENRs Could Enable a Moores Law for Energy - Nov 19 2014Lattice Energy LLC - LENRs Could Enable a Moores Law for Energy - Nov 19 2014
Lattice Energy LLC - LENRs Could Enable a Moores Law for Energy - Nov 19 2014
 
Sustainable Energy / a sustainable (energy) future
Sustainable Energy / a sustainable (energy) futureSustainable Energy / a sustainable (energy) future
Sustainable Energy / a sustainable (energy) future
 
Solar plays Russian roulette
Solar plays Russian rouletteSolar plays Russian roulette
Solar plays Russian roulette
 
$2 trillion danger zone
$2 trillion danger zone$2 trillion danger zone
$2 trillion danger zone
 
The Price of Climate Risks - Bob Litterman
The Price of Climate Risks - Bob Litterman The Price of Climate Risks - Bob Litterman
The Price of Climate Risks - Bob Litterman
 
Transition Town Model: UK Industry Task Force Report on Peak Oil
Transition Town Model: UK Industry Task Force Report on Peak OilTransition Town Model: UK Industry Task Force Report on Peak Oil
Transition Town Model: UK Industry Task Force Report on Peak Oil
 
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
SPE Aberdeen - The Astonishing Simplicity of Offshore Energy Risk Management ...
 
LEAST-COST-&-RISK LIFECYCLE DELIVERED ENERGY SERVICES
LEAST-COST-&-RISK LIFECYCLE DELIVERED ENERGY SERVICESLEAST-COST-&-RISK LIFECYCLE DELIVERED ENERGY SERVICES
LEAST-COST-&-RISK LIFECYCLE DELIVERED ENERGY SERVICES
 
Climate change--choose your future wisely.
Climate change--choose your future wisely.Climate change--choose your future wisely.
Climate change--choose your future wisely.
 
Supply Chain Risk Procurecon - Deriving Economic Value
Supply Chain Risk Procurecon - Deriving Economic ValueSupply Chain Risk Procurecon - Deriving Economic Value
Supply Chain Risk Procurecon - Deriving Economic Value
 
Peach bottom relicensing sept 12 2019
Peach bottom relicensing sept 12 2019Peach bottom relicensing sept 12 2019
Peach bottom relicensing sept 12 2019
 
Supply Trends- What are the Impacts on Transmission?
Supply Trends- What are the Impacts on Transmission? Supply Trends- What are the Impacts on Transmission?
Supply Trends- What are the Impacts on Transmission?
 
An introduction to Divest invest
An introduction to Divest invest An introduction to Divest invest
An introduction to Divest invest
 

Más de Alan Laubsch

Más de Alan Laubsch (12)

Age of Disruption Russia Risk 2015
Age of Disruption Russia Risk 2015Age of Disruption Russia Risk 2015
Age of Disruption Russia Risk 2015
 
Risk & Age of Disruption
Risk & Age of DisruptionRisk & Age of Disruption
Risk & Age of Disruption
 
Risk management in the age of disruption
Risk management in the age of disruption Risk management in the age of disruption
Risk management in the age of disruption
 
Wealth management in the age of disruption
Wealth management in the age of disruptionWealth management in the age of disruption
Wealth management in the age of disruption
 
Financing the Future of Sustainability
Financing the Future of SustainabilityFinancing the Future of Sustainability
Financing the Future of Sustainability
 
Carbon matters print: global tipping points
Carbon matters print: global tipping pointsCarbon matters print: global tipping points
Carbon matters print: global tipping points
 
Risk Management in the Age of Disruption: SIBOS 2015
Risk Management in the Age of Disruption: SIBOS 2015Risk Management in the Age of Disruption: SIBOS 2015
Risk Management in the Age of Disruption: SIBOS 2015
 
Risk Management in the Age of Disruption
Risk Management in the Age of DisruptionRisk Management in the Age of Disruption
Risk Management in the Age of Disruption
 
Risk Management in the Age of Disruption
Risk Management in the Age of DisruptionRisk Management in the Age of Disruption
Risk Management in the Age of Disruption
 
China Early Warning Case Study using FNA HeavyTails
China Early Warning Case Study using FNA HeavyTailsChina Early Warning Case Study using FNA HeavyTails
China Early Warning Case Study using FNA HeavyTails
 
China Bubble & Global Contagion Early Warning Case Study
China Bubble & Global Contagion Early Warning Case StudyChina Bubble & Global Contagion Early Warning Case Study
China Bubble & Global Contagion Early Warning Case Study
 
Visualizing Eurozone Bond Crisis
Visualizing Eurozone Bond CrisisVisualizing Eurozone Bond Crisis
Visualizing Eurozone Bond Crisis
 

Último

Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
amilabibi1
 
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
Sheetaleventcompany
 
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptx
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptxChiulli_Aurora_Oman_Raffaele_Beowulf.pptx
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptx
raffaeleoman
 
If this Giant Must Walk: A Manifesto for a New Nigeria
If this Giant Must Walk: A Manifesto for a New NigeriaIf this Giant Must Walk: A Manifesto for a New Nigeria
If this Giant Must Walk: A Manifesto for a New Nigeria
Kayode Fayemi
 
Uncommon Grace The Autobiography of Isaac Folorunso
Uncommon Grace The Autobiography of Isaac FolorunsoUncommon Grace The Autobiography of Isaac Folorunso
Uncommon Grace The Autobiography of Isaac Folorunso
Kayode Fayemi
 

Último (20)

Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
Bring back lost lover in USA, Canada ,Uk ,Australia ,London Lost Love Spell C...
 
Aesthetic Colaba Mumbai Cst Call girls 📞 7738631006 Grant road Call Girls ❤️-...
Aesthetic Colaba Mumbai Cst Call girls 📞 7738631006 Grant road Call Girls ❤️-...Aesthetic Colaba Mumbai Cst Call girls 📞 7738631006 Grant road Call Girls ❤️-...
Aesthetic Colaba Mumbai Cst Call girls 📞 7738631006 Grant road Call Girls ❤️-...
 
Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510
 
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
 
Air breathing and respiratory adaptations in diver animals
Air breathing and respiratory adaptations in diver animalsAir breathing and respiratory adaptations in diver animals
Air breathing and respiratory adaptations in diver animals
 
ICT role in 21st century education and it's challenges.pdf
ICT role in 21st century education and it's challenges.pdfICT role in 21st century education and it's challenges.pdf
ICT role in 21st century education and it's challenges.pdf
 
BDSM⚡Call Girls in Sector 97 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 97 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 97 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 97 Noida Escorts >༒8448380779 Escort Service
 
The workplace ecosystem of the future 24.4.2024 Fabritius_share ii.pdf
The workplace ecosystem of the future 24.4.2024 Fabritius_share ii.pdfThe workplace ecosystem of the future 24.4.2024 Fabritius_share ii.pdf
The workplace ecosystem of the future 24.4.2024 Fabritius_share ii.pdf
 
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptx
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptxChiulli_Aurora_Oman_Raffaele_Beowulf.pptx
Chiulli_Aurora_Oman_Raffaele_Beowulf.pptx
 
Busty Desi⚡Call Girls in Sector 51 Noida Escorts >༒8448380779 Escort Service-...
Busty Desi⚡Call Girls in Sector 51 Noida Escorts >༒8448380779 Escort Service-...Busty Desi⚡Call Girls in Sector 51 Noida Escorts >༒8448380779 Escort Service-...
Busty Desi⚡Call Girls in Sector 51 Noida Escorts >༒8448380779 Escort Service-...
 
lONG QUESTION ANSWER PAKISTAN STUDIES10.
lONG QUESTION ANSWER PAKISTAN STUDIES10.lONG QUESTION ANSWER PAKISTAN STUDIES10.
lONG QUESTION ANSWER PAKISTAN STUDIES10.
 
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
 
AWS Data Engineer Associate (DEA-C01) Exam Dumps 2024.pdf
AWS Data Engineer Associate (DEA-C01) Exam Dumps 2024.pdfAWS Data Engineer Associate (DEA-C01) Exam Dumps 2024.pdf
AWS Data Engineer Associate (DEA-C01) Exam Dumps 2024.pdf
 
SaaStr Workshop Wednesday w/ Lucas Price, Yardstick
SaaStr Workshop Wednesday w/ Lucas Price, YardstickSaaStr Workshop Wednesday w/ Lucas Price, Yardstick
SaaStr Workshop Wednesday w/ Lucas Price, Yardstick
 
Presentation on Engagement in Book Clubs
Presentation on Engagement in Book ClubsPresentation on Engagement in Book Clubs
Presentation on Engagement in Book Clubs
 
Report Writing Webinar Training
Report Writing Webinar TrainingReport Writing Webinar Training
Report Writing Webinar Training
 
If this Giant Must Walk: A Manifesto for a New Nigeria
If this Giant Must Walk: A Manifesto for a New NigeriaIf this Giant Must Walk: A Manifesto for a New Nigeria
If this Giant Must Walk: A Manifesto for a New Nigeria
 
Introduction to Prompt Engineering (Focusing on ChatGPT)
Introduction to Prompt Engineering (Focusing on ChatGPT)Introduction to Prompt Engineering (Focusing on ChatGPT)
Introduction to Prompt Engineering (Focusing on ChatGPT)
 
Uncommon Grace The Autobiography of Isaac Folorunso
Uncommon Grace The Autobiography of Isaac FolorunsoUncommon Grace The Autobiography of Isaac Folorunso
Uncommon Grace The Autobiography of Isaac Folorunso
 
Dreaming Marissa Sánchez Music Video Treatment
Dreaming Marissa Sánchez Music Video TreatmentDreaming Marissa Sánchez Music Video Treatment
Dreaming Marissa Sánchez Music Video Treatment
 

Systemic Implications of the Energy Meltdown

  • 1. MANAGING EMERGING SYSTEMIC RISK 1 Alan Laubsch Director, VP of Risk Products View of smoke plumes emitted from the Syncrude upgrader plant north of Fort McMurray, northern Alberta, Canada. Photograph: Jiri Rezac/Jiri Rezac. Source: guardian.com Systemic Implications of the Global Energy Meltdown
  • 2. 2 Market linkages Clustering Bilateral exposure data Asset price data Balance sheet data Financial Cartography reveals connected risks and hidden patterns Central nodes
  • 3. 3 How can we best manage emerging systemic risk? As in healthcare, our best chance lies is early detection Source: MULTIPLE SCLEROSIS: ORIGIN OF ABNORMAL CELLS FOUND, UC DAVIS (2011)
  • 5. 5 What Precipitated the Energy Tipping Point in 2014? Systemic implications?
  • 6. 6 Canary in the coal mine: Energy
  • 7. 7 Classic contrarian phase transition 1. Low vol (complacency) 2. Peak prices 3. … and then an outlier
  • 8. 8 24 June Risky Business Report
  • 9. 9 Divestment Tipping Point Litterman believes an immediate risk that investors should address is the potential for "stranded assets," or energy sources companies will not be able to harvest as the cost of oil, natural gas, coal and other fossil fuels increase from carbon-related taxes. "It's a risk management issue. Fossil fuel companies aren't evil or bad— they're acting rationally given the wrong incentives. The incentive to emit is not being penalized today," Litterman said during a panel discussion on money management in the face of global warming. "The risk that investors have in their portfolios is not climate risk, per se, it's the risk that assets will be repriced because appropriate incentives are created globally to conserve on emissions."
  • 10. 10 Train Wreck Source: Bob Litterman: The Price of Climate Risks
  • 11. 11 Stranded Asset Swap Source: Bob Litterman: The Price of Climate Risks
  • 12. 12 22 Sep 2014: Rockefellers Divest “John D Rockefeller, the founder of Standard Oil, moved America out of whale oil and into petroleum….We are quite convinced that if he were alive today…he would be moving out of fossil fuels and investing in clean, renewable energy.”
  • 13. 13 9 Oct Risk Crescendo
  • 14. 14 Oct 9 Energy as worst performer
  • 15. 15 Oct 9 Energy EAFE correlation
  • 16. 16 28 Nov Black Friday
  • 17. 17 28 Nov Black Friday
  • 18. 18 Given inevitability of carbon pricing, was OPEC’s decision surprising? Given that we have exceeded safe levels of atmospheric CO2, carbon pricing or limits are inevitable. Paradoxically, until these costs are imposed, producers will keep pumping
  • 19. 19 Black Friday cascaded into 10-15 Dec EMBI & Russia Crisis
  • 20. 20 15 Dec Oil & EMBI correlation peaks
  • 21. 21 Predictive Stress Black Fri 28 Nov 2014: - 3sd Oil & Energy
  • 22. 22 Predictive Stress 9 Oct 2014: -3sd Oil & Energy
  • 24. 24 Energy & Junk bond correlation still high
  • 25. 25 30 Jan: Oil up 6.6% but bottom unlikely Dead Cat Bounce?
  • 26. 26 Predictive Stress 30 Jan 2014: -3sd Oil & Energy… some decoupling
  • 27. 27 Energy (XLE) vs S&P 500 Asymmetric downside beta since 24 Jun 2014 Peak Energy
  • 29. 29 Subprime Energy Bubble Bust Carbon intensive industries/countries most vulnerable - Equity, Credit, FX. - Commodity bubble bust? Materials 2n order effects: Financials exposed to Energy & Materials? Utilities? Liquidity risk. Monitor systemic risk & focus on early warning
  • 30. 30 Disruptive Energy “Dragon Kings” The future is already here. It’s just not very evenly distributed. - William Gibson Alternatives Divestment Carbon Price
  • 31. 31 Adaptive Stress Testing Source: Wikipedia; see Geoffrey Moore’s “Crossing the Chasm” (1999)
  • 32. 32 Conclusions 1. See a Connected Picture of Risk 2. “Sense and Respond” 3. Amplify Social Intelligence
  • 33. 33 FNA Alan Laubsch Director & VP of Risk Products alan@fna.fi www.fna.fi Thank You

Notas del editor

  1. Good Evening and thank you to everyone for coming on this cold day. We chose a special time to visit NY! What doesn’t kill us makes us stronger! The broad topic we’re all here to discuss is Managing Emerging Systemic Risk. As in healthcare, our best chance at mitigating systemic risk is early detection and action. My focus will be on the Tipping Point we saw last year in Energy Markets, and to present some information gleaned from network science that I hope will add to the information we’ve gotten from media and energy pundits. —- Network science allows us to harness social intelligence. We live in an intelligent universe. Intelligence pervades within and without, in our minds and in the broader marketplace. We are swimming in intelligence. And yet each of us has only a limited view, a little pinhole to look at the world. A world which faces major systemic risks. Our vision at FNA is to build social intelligence platforms to harness the intelligence of visionary thinkers and signals of the marketplace to better manage systemic risk.
  2. At FNA we’re map makers. Maps amplify intelligence. They allow us to see hidden patterns in complex data. How are risks connected, and how do they evolve in a complex non-linear network?
  3. This is an image of a brain scan showing abnormal cells in that are early warning signals for MULTIPLE SCLEROSIS in a recent study from UC DAVIS. There are so many parallels between systemic risk management and healthcare. Because our ability to control goes down exponentially after tipping points are crossed, our best chance lies is early detection and action. And the good news is in both finance and healthcare we’ve started to build useful diagnostic tools that allow us to better detect unhealthy patterns early. Posted by Phyllis Brown-UC Davis on August 30, 2011
  4. The Price of Climate Risks - Bob Litterman
  5. The Rockefeller Brothers Fund is now one of 180 institutions and local governments and 654 individuals who have so far pledged to cut investments in 200 coal, oil and gas producers from their asset holdings. Total divested funds are $50 billion, as commitments to sell have doubled so far this year, according to Arabella Advisors, which works with philanthropic groups on their investments. The World Bank corralled more than 1,000 companies and investors in support of a carbon price, which means either a tax on carbon or a cap on carbon and an emissions trading system, including companies such as Unilever and Swiss Re. Countries such as Russia and China also signed on to the pledge.
  6. We live in an increasingly complex and fast moving world. Predict and control no longer works. A more sensible approach is Sense and Respond. A mountain biking race would be a good analogy. Of course we do all the homework and map out the course, get GPS and weather forecasts. But what makes the real difference is executing on the course, sensing and responding to the changing conditions of the course. This is a paradigm we will take to stress testing.
  7. - Coal, Tar Sands, Shale, Deep Sea Exploration - Materials. Utilities? - Russia, Brazil, Mexico, Australia, Canada - Junk bonds - EM bonds - Financials with Energy Exposure
  8. There are three major disruptive Dragon Kings, as Didier Sornette calls them. These are characterized by small changes that amplify super-exponentially to become major forces that drive the world. Last year markets a tipping point in divestment with leading endowments, and ever more are signing up. Of course Hedge funds have seen this and many hopped aboard too. The growth in alternatives is important, especially solar. Oil is competing with technology that is getting exponentially better and cheaper. Solar is either at or will be at grid parity within the next couple of years, with costs continuing to decline. Improving Battery technology and EV has the potential to radically transform the landscape. And finally, there’s the pricing and limit of carbon, which has the potential to strand over 75% of the industry’s energy assets. Energy producers recognize this, and will therefore keep pumping as much as they can until those costs are actually imposed.
  9. Identify where we are in the business growth cycle (from macro to sector & firm level) Diffusion of ideas and innovation in societies follow exponential growth patterns also seen in epidemiology Monitor factors that change contagion rates and “tip” epidemics Malcolm Gladwell’s “Tipping Point”: Connectors, Mavens, Salespeople How is today’s financial fashion evolving? Monitor factors that change contagion rates and “tip” epidemics How is today’s financial fashion evolving?
  10. We live in an increasingly complex and fast moving world. Predict and control no longer works. A more sensible approach is Sense and Respond. A mountain biking race would be a good analogy. Of course we do all the homework and map out the course, get GPS and weather forecasts. But what makes the real difference is executing on the course, sensing and responding to the changing conditions of the course. This is a paradigm we will take to stress testing.