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Don Mango
American Re-Insurance
Don Mango
American Re-Insurance
Unsolved ProblemsUnsolved Problemsin Financial Sciencein Financial ScienceUnsolved ProblemsUnsolved Problemsin Financial Sciencein Financial Science
OutlineOutlineOutlineOutline
What is Financial Science? Data Capital Treatment Content-less volatility Market-sensitive risk measures Value versus Price Convergence in Modeling Adaptive Systems
What is Financial Science? Data Capital Treatment Content-less volatility Market-sensitive risk measures Value versus Price Convergence in Modeling Adaptive Systems
What is Financial Science?What is Financial Science?What is Financial Science?What is Financial Science?
Converging field with roots in finance, financial economics, economics, financial engineering, insurance, and actuarial science.
Study of contingent financial activities (loans, insurance policies, bonds, derivatives, stocks), and their structure, valuation, sale, exchange, accumulation, and interaction.
Converging field with roots in finance, financial economics, economics, financial engineering, insurance, and actuarial science.
Study of contingent financial activities (loans, insurance policies, bonds, derivatives, stocks), and their structure, valuation, sale, exchange, accumulation, and interaction.
DataDataDataData
Sequence for a “regular” science (e.g., Chemistry):Hypothesis and predictionsExperimental designExperimentData collectionData analysisConclusions and refinements
Bottom line: lot of thought and effort before a single number shows up
Sequence for a “regular” science (e.g., Chemistry):Hypothesis and predictionsExperimental designExperimentData collectionData analysisConclusions and refinements
Bottom line: lot of thought and effort before a single number shows up
DataDataDataData
Sequence for financial science:Data collection Data analysisHypothesis and predictions?Conclusions and refinements?
We got numbers, oh do we got numbers
Experiments are “emergent”
Sequence for financial science:Data collection Data analysisHypothesis and predictions?Conclusions and refinements?
We got numbers, oh do we got numbers
Experiments are “emergent”
DataDataDataData
Experimental design – forget it Experiment = the market itself! F.A. Hayek, “Competition as a
Discovery Procedure”Competition is a parallel process of
experimentation and hypothesis testing
Experimental design – forget it Experiment = the market itself! F.A. Hayek, “Competition as a
Discovery Procedure”Competition is a parallel process of
experimentation and hypothesis testing
Content-less VolatilityContent-less VolatilityContent-less VolatilityContent-less Volatility
J. Doyne Farmer (Santa Fe Institute) and Shareen Joshi, “The Price Dynamics of Common Trading Strategies”Interaction of agents’ strategies induces
volatilityCan be mutually reinforcing (negative
feedback)The volatility is symptomatic of our own
actions, not fundamental to the assets. Can happen “without innovations”
J. Doyne Farmer (Santa Fe Institute) and Shareen Joshi, “The Price Dynamics of Common Trading Strategies”Interaction of agents’ strategies induces
volatilityCan be mutually reinforcing (negative
feedback)The volatility is symptomatic of our own
actions, not fundamental to the assets. Can happen “without innovations”
Market-Sensitive Risk Market-Sensitive Risk MeasuresMeasuresMarket-Sensitive Risk Market-Sensitive Risk MeasuresMeasures Avinash Persaud, State Street
Bank“Sending the Herd Off the Cliff Edge:
The Disturbing Interaction Between Herding and Market-Sensitive Risk Management Practices”
Institute of International Finance 2000 Essay Contest Winner
One of the most important works in recent literature
Available free at www.erisk.com/reference/archive/persaud.pdf
Avinash Persaud, State Street Bank
“Sending the Herd Off the Cliff Edge: The Disturbing Interaction Between Herding and Market-Sensitive Risk Management Practices”
Institute of International Finance 2000 Essay Contest Winner
One of the most important works in recent literature
Available free at www.erisk.com/reference/archive/persaud.pdf
Market-Sensitive Risk Market-Sensitive Risk MeasuresMeasuresMarket-Sensitive Risk Market-Sensitive Risk MeasuresMeasures In short run:
Markets find it hard to distinguish between good and unsustainable
Market participants herdContagion is common
In a herding environment:Tighter market-sensitive risk management
systems and more transparency makes markets less stable and more prone to crisis
Volatility contagion across unforeseen dimensions
In short run:Markets find it hard to distinguish between
good and unsustainableMarket participants herdContagion is common
In a herding environment:Tighter market-sensitive risk management
systems and more transparency makes markets less stable and more prone to crisis
Volatility contagion across unforeseen dimensions
Value versus PriceValue versus PriceValue versus PriceValue versus Price
Imprecise communication uses them interchangeably
Value requiresInterpretation, FiltersPreferences, JudgmentExpectations, TrendsModelsContext of your situation, existing
portfolio, strategy
Imprecise communication uses them interchangeably
Value requiresInterpretation, FiltersPreferences, JudgmentExpectations, TrendsModelsContext of your situation, existing
portfolio, strategy
Value versus PriceValue versus PriceValue versus PriceValue versus Price
Market Price = A record of a transaction… …which is an agreement of
acceptable value in exchange……between two parties who
e-VALUE-ate the transactionThe presence of the market means
that some of that evaluation process takes into consideration the possible future price
Market Price = A record of a transaction… …which is an agreement of
acceptable value in exchange……between two parties who
e-VALUE-ate the transactionThe presence of the market means
that some of that evaluation process takes into consideration the possible future price
Convergence in ModelingConvergence in ModelingConvergence in ModelingConvergence in Modeling
No more normal distributions Not just measure change or value
transformDr. Novosyolov’s paperAn analytic framework that can
express varying opinions Let’s develop a common
structure, then we can argue over parameters!
No more normal distributions Not just measure change or value
transformDr. Novosyolov’s paperAn analytic framework that can
express varying opinions Let’s develop a common
structure, then we can argue over parameters!
Adaptive SystemsAdaptive SystemsAdaptive SystemsAdaptive Systems
Previous paradigm: Rational representative agentEquilibriumAnalytically tractable model
New concepts:Bounded rationalityHeterogeneous agentsComputational solutionEvolution
Previous paradigm: Rational representative agentEquilibriumAnalytically tractable model
New concepts:Bounded rationalityHeterogeneous agentsComputational solutionEvolution
Adaptive SystemsAdaptive SystemsAdaptive SystemsAdaptive Systems
Huge research community in adaptive modeling:Financial marketsWater policySocial sciencesMilitarySee National Academy of Sciences 2001
Sackler Symposium “Adaptive Agents, Intelligence, and Emergent Human Organization: Capturing Complexity through Agent-Based Modeling”
Huge research community in adaptive modeling:Financial marketsWater policySocial sciencesMilitarySee National Academy of Sciences 2001
Sackler Symposium “Adaptive Agents, Intelligence, and Emergent Human Organization: Capturing Complexity through Agent-Based Modeling”
Adaptive SystemsAdaptive SystemsAdaptive SystemsAdaptive Systems
Movement from analytic to computational solutions A valid third alternative “symbol
system” (verbal, mathematical, computational)
Homogeneous representative agents to heterogeneous agents interacting Changes the concept of a “solution”
Movement from analytic to computational solutions A valid third alternative “symbol
system” (verbal, mathematical, computational)
Homogeneous representative agents to heterogeneous agents interacting Changes the concept of a “solution”
Adaptive SystemsAdaptive SystemsAdaptive SystemsAdaptive Systems
This gives us the ability to address:Interaction effectsPolicy changesStrategic interference patterns
It forces us to work together! It changes the nature of the resulting
work productAlmost a new medium
This gives us the ability to address:Interaction effectsPolicy changesStrategic interference patterns
It forces us to work together! It changes the nature of the resulting
work productAlmost a new medium
Adaptive Systems ExamplesAdaptive Systems ExamplesAdaptive Systems ExamplesAdaptive Systems Examples
Trojan MiceGreat introduction to the conceptswww.trojanmice.com
Trojan MiceGreat introduction to the conceptswww.trojanmice.com
Adaptive Systems ExamplesAdaptive Systems ExamplesAdaptive Systems ExamplesAdaptive Systems Examples
NuTech SolutionsSouthwest Airlines cargo handling
proceduresNASDAQ impact of decimalizationSee the Case Studies portion of their
websitewww.nutechsolutions.com
NuTech SolutionsSouthwest Airlines cargo handling
proceduresNASDAQ impact of decimalizationSee the Case Studies portion of their
websitewww.nutechsolutions.com