System Dynamics Applications with Impact · 2018. 8. 9. · System Dynamics Applications with...

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GP Richardson I2S Conference, 2013 1 Rockefeller College of Public Affairs and Policy University at Albany System Dynamics Applications with Impact George P. Richardson Rockefeller College of Public Affairs and Policy University at Albany, State University of New York

Transcript of System Dynamics Applications with Impact · 2018. 8. 9. · System Dynamics Applications with...

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    Rockefeller College of Public Affairs and Policy University at Albany

    System Dynamics Applications with Impact

    George P. Richardson Rockefeller College of Public Affairs and Policy

    University at Albany, State University of New York

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    Outline

    • Commodity cycles • Project dynamics • Urban dynamics • Epidemics & infectious disease policy • What generates impact?

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    Commodity Cycles

    (All graphs from http://www.indexmundi.com/commodities/)

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    Peanuts (USD/ton), 1982-2012

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    GAMBIA: Can peanut farming bounce back? http://www.irinnews.org/report.aspx?reportid=83773

    Photo: Nicholas Reader/IRIN

    Groundnuts are Gambia’s biggest cash crop, bringing in 43 percent of agricultural revenues and 13 percent of overall income, according to Bakary Trawally, permanent secretary of the Department of State for Agriculture.

    http://www.irinnews.org/http://www.irinnews.org/

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    Aluminum (USD/ton) 1982-2012

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    Phillipines: Artisanal mining compounds landslide risk

    http://www.irinnews.org/report.aspx?reportid=94629 MANILA, 12 January 2012 (IRIN) - A deadly landslide in the southern Philippines in early January underscores the dangers of unregulated, artisanal mining, experts say.

    According to the World Bank, an estimated 20 million men, women and children worldwide from over 50 developing countries are engaged in artisanal and small-scale mining, while a further 100 million depend on it for their livelihoods.

    http://www.irinnews.org/photodetail.aspx?ImageId=201201120813240068

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    Coffee Price (US cents/pound) 1982-2012

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    A Simple Commodity Model

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    A Simple Commodity Model

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    A Simple Commodity Model Simulated

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    Simple Commodity Model Behavior

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    Commodity Cycles from Random Disturbances

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    A More Sophisticated Commodity Model (Sterman, Business Dynamics)

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    Production Capacity

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    Price Dynamics

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    Demand

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    Capital Investment Decisions

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    Inventory, Production & Shipments

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    Production Capacity & Utilization

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    Prices & Influences on Price

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    Project Dynamics

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    Famous Overruns selected from http://en.wikipedia.org/wiki/Cost_overrun

    Australia • Sydney Olympic Park • Sydney Opera House Canada • Pickering Nuclear

    Generating Station • Montreal Olympic Stadium • Rogers Centre (SkyDome) Denmark • Great Belt railway tunnel Sweden • Göta Canal • Hallandsås Tunnel

    Japan • Joetsu Shinkansen high-speed

    rail line Malaysia • Pergau Dam United Kingdom • Humber Bridge • Millennium Dome • National Programme for IT • Scottish Parliament Building United States • Big Dig, Boston • Denver International Airport • F-22 Raptor

    • San Francisco–Oakland Bay Bridge span replacement

    • Lockheed Martin F-35 Lightning II

    • V-22 Osprey • Hubble Space Telescope Multinational • Airbus A380 • Airbus A400M • Channel Tunnel • Concorde • Eurofighter

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    Modeling Project Dynamics

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    Modeling Project Dynamics

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    Modeling Project Dynamics

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    Modeling Project Dynamics Dynamic Hypotheses

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    Modeling Project Dynamics

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    Tasks

    Cumulative Perceived Progress

    Cumulative Real Progress

    Undiscovered Rework

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    Project Dynamics

    Fraction perceived complete

    Workforce

    Scheduled Completion Date

    Perceived productivity

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    Impactful Project Modeling • Litton Industry ship building litigation

    • Cooper, K. G. (1980). Naval Ship Production: A Claim Settled and Framework Built. Interfaces 10(6)

    • Channel Tunnel litigation • Eden, Ackermann & Howick, University of Strathclyde

    • Fluor Corporation project management • Kenneth Cooper and Gregory Lee, System Dynamics Society Application

    Award 2009, System Dynamics Review 24,4 (winter 2009): 339-341.

    • And many others by Pugh-Roberts, PA Consulting, Greenwood Strategic Advisors, and others

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    Urban Dynamics

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    Urban Dynamics

    • J.W. Forrester, Urban Dynamics (1969). MIT Press. Reprinted by Pegasus Communications.

    • L. Alfeld and A. Graham, Introduction to Urban Dynamics (1976). MIT Press. Reprinted by Pegasus Communications.

    • The Problem: Understanding urban growth, stagnation, and decline

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    New York, Chicago & Philadelphia, 1800-2000

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    Populations of Selected U.S. Cities, 1900-2000

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    Urban Decay Camden, NJ, USA

    http://en.wikipedia.org/wiki/File:Camden_NJ_poverty.jpg

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    Forrester’s City: Endogenous Dynamics

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    Simple Urban Model: URBAN1

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    Simple Urban Model: URBAN1

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    Rockefeller College of Public Affairs and Policy University at Albany

    Simple Urban Model: URBAN1

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    Rockefeller College of Public Affairs and Policy University at Albany

    Simple Urban Model: URBAN1

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    Dynamics of Urban1: Growth, Stagnation & Decline

    Housing

    Businesses

    Population

    Labor-to-Job Ratio

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    Urban Dynamics Core Structure

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    Urban Dynamics Key Stocks

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    Selected Policy Parameters in URBAN1

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    Building low cost housing (t ≥ 40)

    Little impact, no improvement

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    Wildly successful jobs program (t ≥ 40)

    Short run benefit, no long run effect

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    Housing demolition (t ≥ 40)

    Makes things better! Why?

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    Eliminating Urban Decay

    Bingo!

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    What policies prevent urban decay and improve long run employment?

    Housing

    Businesses

    Population

    Labor-to-Job Ratio

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    Modeling the Spread of Diseases

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    Modeling Epidemics

    • Influenza • HIV / AIDS • Childhood diseases • Polio • ...all examples of Epidemiology

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    Polio Remains in Pockets Worldwide

    Eradicating polio in India Polio, a disease that has blighted the lives of millions, has almost been wiped out, but stubborn areas of resistance remain. Eradicating the disease in India is seen as the key to a polio-free world.

    http://www.guardian.co.uk/world/gallery/2009/nov/27/polio-vaccination-india#/

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    Core Structure of Infectious Diseases

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    Epidemic Structure Quantified

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    Epidemic Model with Quarantine

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    Epidemic Model with Quarantine & Inoculation

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    Comparing & Combining Policies

    Epidemic Quarantine 75%

    Quar 70% & Innoculate

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    Eradication of Polio Worldwide

    • Kimberly M. Thompson and Radboud J. Duintjer Tebbens. “Eradication Versus Control for Poliomyelitis: an Economic Analysis” The Lancet 369,9570 (April 2007): 1363-137.

    • Winners of the Forrester Award from the System Dynamics Society in 2008.

    • Thompson and her colleagues persuaded the World Health Organization to change its global polio strategy from containing outbreaks to eradication!

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    Poliomyelitis Before and After Vaccines

    Source: Thompson and Tebbens (2006)

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    Eradication of Polio Worldwide

    • “Downplaying the modeling to focus on the policy questions played a critical role in the use of the results by decision makers.” • Thompson & Tebbens, Using system dynamics to develop

    policies that matter: global management of poliomyelitis and beyond. System Dynamics Review 24, 4 (winter 2008): 433-449.

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    CDC View of Stocks in Future Health Priorities

    CDC: Enhancing Health Protection!

    Safer, Healthier People

    Vulnerable People

    Afflicted People without Complications

    Primary prevention

    Secondary prevention

    Tertiary prevention

    General protection

    Targeted protection

    Society's Health Response

    Dying from complications

    Afflicted People with

    Complications

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    And there are many more, of course...

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    More Impactful Applications • Flood mitigation • Climate modeling and global

    temperature dynamics • Welfare reform in the United States • Afghanistan counter-insurgency

    dynamics and policy • Model-based health care policy

    studies...

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    What Creates Impact • Significant problem • Clear dynamic problem definition • Stakeholder involvement • Multiple perspectives • “Requisite” modeling: what’s necessary, and no more • Large models for confidence, small models for understanding

    • Modeler usually builds small to large (like examples in this presentation) • Audience usually experiences large to small

    • Powerful, insightful, sensitive, inquiring communication • Endogenous perspective

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    The “X/N” Matrix

    Striving for understanding and

    leverage, but failing

    Achieving understanding and

    leverage

    Accepting fate, Predicting, Preparing

    Confused, Misguided, Misguiding

    Exogenous Endogenous True (Predominant) State of Affairs

    Exog

    enou

    s En

    doge

    nous

    Pred

    omin

    ant M

    ode

    of A

    naly

    sis

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    The Policy Resistance of Complex Systems

    System Dynamics�Applications with ImpactOutlineCommodity CyclesPeanuts (USD/ton), 1982-2012Slide Number 5Aluminum (USD/ton) 1982-2012Phillipines: �Artisanal mining compounds landslide riskCoffee Price (US cents/pound) 1982-2012Slide Number 9Slide Number 10Slide Number 11Slide Number 12Slide Number 13Slide Number 14Slide Number 15Simple Commodity Model BehaviorCommodity Cycles �from Random DisturbancesSlide Number 18Slide Number 19Slide Number 20Slide Number 21Slide Number 22Inventory, Production & ShipmentsProduction Capacity & UtilizationPrices & Influences on PriceProject DynamicsFamous Overruns�selected from http://en.wikipedia.org/wiki/Cost_overrunModeling Project DynamicsModeling Project DynamicsModeling Project DynamicsModeling Project DynamicsModeling Project DynamicsTasksProject DynamicsImpactful Project ModelingUrban DynamicsUrban DynamicsNew York, Chicago & Philadelphia, 1800-2000Populations of Selected U.S. Cities, 1900-2000 Urban Decay Camden, NJ, USA�Forrester’s City: Endogenous DynamicsSimple Urban Model: URBAN1Simple Urban Model: URBAN1Simple Urban Model: URBAN1Simple Urban Model: URBAN1Dynamics of Urban1: �Growth, Stagnation & DeclineUrban Dynamics Core Structure�Slide Number 48Selected Policy Parameters in URBAN1Building low cost housing (t ≥ 40)�Wildly successful jobs program (t ≥ 40)�Housing demolition (t ≥ 40)�Eliminating Urban Decay�What policies prevent urban decay and improve long run employment?Modeling the Spread of DiseasesModeling EpidemicsPolio Remains in Pockets WorldwideCore Structure of Infectious DiseasesSlide Number 59Epidemic Model with QuarantineEpidemic Model �with Quarantine & InoculationComparing & Combining PoliciesEradication of Polio WorldwidePoliomyelitis Before and After VaccinesEradication of Polio WorldwideSlide Number 66CDC View of Stocks in Future Health PrioritiesAnd there are many more, of course...More Impactful ApplicationsWhat Creates ImpactThe “X/N” MatrixThe Policy Resistance of Complex Systems