IDENTIFYING RISKS USING A LONG-TERM 
GLOBAL MODEL: LOOKING FOR IMBALANCES 
Barry B. Hughes, Professor and Director 
Frederick S. Pardee Center for International Futures 
Josef Korbel School of International Studies 
University of Denver 
5Th International Disaster and Risk Conference 
IDRC Davos 2014 
August 28, 2014 (3:15-3:45 PM)
MY CHALLENGE TODAY 
• Have global forecasting model (IFs) 
• Have mostly NOT used it explicitly for risk analysis 
(instead, for exploring alternative futures in search 
of leverage points to improve them) 
• What can we say about risk, extending our work, 
and helping you? 
2 
Pardee.du.edu 
PARDEE CENTER FOR INTERNATIONAL FUTURES
BACKGROUND: THE PARDEE CENTER AND 
THE INTERNATIONAL FUTURES (IFS) SYSTEM 
• Frederick S. Pardee Center at the Josef Korbel School of 
International Studies at the University of Denver 
• IFs evolving over a 35+ year period 
• Focus is on long-term, integrated scenario development 
• Have produced Patterns of Potential Human Progress series: 
Poverty, Education, Health, Infrastructure, and Governance 
3
INTERNATIONAL FUTURES (IFS) USERS 
• United Nations Environment Programme: Global Environment Outlook 4 
• United Nations Human Development Reports: HDRs 2011 and 2013 
• European Union Commission: New Economy and Renewable Energy 
Projects 
• United States National Intelligence Council Reports to the President: 
Global Trends 2020, 2025, 2030 
• Others include: World Bank, Peru CEPLAN, Western Cape Provincial 
Government, New Partnership for African Development, Population 
Services International, United States Institute of Peace, Google Public Data 
Explorer, Wikipedia Country Pages 
4
THE INTERNATIONAL FUTURES SYSTEM 
DESIGN ELEMENTS 
• 186 countries 
• Integrated multi-issue, 
long-term 
• User interface for 
data and scenario 
analysis 
• Transparent/open, 
available free at: 
5 
Basic Features 
Pardee.du.edu 
PARDEE CENTER FOR INTERNATIONAL FUTURES
Governance Government Finance International Politics 
Education Economics Health 
Infrastructure Demographics 
Energy 
BLOCK DIAGRAM OF IFS 
Agriculture Technology Environment 
PARDEE CENTER FOR INTERNATIONAL FUTURES
LOOKING FOR IMBALANCES TO SPOT RISK 
• Why look at imbalances? 
– Stable systems are in equilibrium/balance 
– Unbalanced systems are unstable and may shake or even tip 
• The Willie Sutton logic? 
• But Google “imbalance risk” — you will find only micro 
examples in top 100 (human body; business) 
7 
PARDEE CENTER FOR INTERNATIONAL FUTURES
THE INTERNATIONAL FUTURES SYSTEM 
WHAT WE THINK WE DO WELL 
• Dynamic unfolding of the global system 
– Not just “trend analysis” but interactive system change 
and transformation 
• Develop and explore alternative scenarios/futures 
– Facilitate study of interventions and leverage 
• Arguably the best available long-term, forecasting 
tool for a wide range of futures analyses 
8 
Pardee.du.edu 
PARDEE CENTER FOR INTERNATIONAL FUTURES
IFS ANALYSIS (NON-RISK) EXAMPLE: PERUVIAN 
DEMOGRAPHICS AND EDUCATION (2010) 
PARDEE CENTER FOR INTERNATIONAL FUTURES
DYNAMIC ANALYSIS EXAMPLE: PERUVIAN AND SWISS 
DEMOGRAPHICS AND EDUCATION (2010,2030) 
2010 2030 
PARDEE CENTER FOR INTERNATIONAL FUTURES
BENCHMARKING TO SEE RISKS AROUND PERUVIAN 
EDUCATION; DIRECTION OF IMBALANCE ALSO MATTERS 
Iceland 
Italy 
100 
90 
80 
70 
60 
50 
40 
30 
20 
10 
• Quality (from World Economic Forum’s Global Competitiveness Report) 
• Availability of jobs would also be a risk 
11 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
Peru 
Portugal 
Singapore 
Switzerland 
Tunisia 
0 
$0 $5,000 $10,000 $15,000 $20,000 $25,000 $30,000 $35,000 $40,000 $45,000 $50,000 $55,000 
WEF Education Quality 2005 (Higher=Worse) 
GDP per Capita at PPP
BENCHMARKING CONTINUED: INFANT MORTALITY 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
Angola 
Azerbaijan 
Congo, Republic of 
Costa Rica 
Cuba 
Equatorial Guinea 
Gabon 
Iran, Islamic Republic of 
Pakistan 
South Africa 
Swaziland 
Turkmenistan 
Yemen, Republic of 
90 
80 
70 
60 
50 
40 
30 
20 
10 
0 
-10 
5000 10000 15000 20000 25000 
Infant Mortality per 1000 Births 
GDP per Capita at Purchasing Power Parity ($) 
• Risk of delivering services so poorly that people revolt 
• Risk to economic performance
MAJOR RISK DOMAINS IFS CAN EXPLORE 
Sociopolitical Environmental 
PARDEE CENTER FOR INTERNATIONAL FUTURES
EXAMPLES OF SOCIO-POLITICAL IMBALANCE USING IFS 
– Youth bulges and retirement dependency ratios 
– Developmental structure lags (poor services; democratic 
deficits; corruption overload) 
– Middle-income trap (need and supply of knowledge, 
entrepreneurs) 
– Resource curse (high revenues, not distributed) 
– Inequality, especially horizontal; also gender 
– Domestic fiscal and international account imbalances 
No current plans to represent other imbalances, e.g. 
– Trilemmas (fixed exchange rate; free capital movement; 
monetary independence) 
14 
PARDEE CENTER FOR INTERNATIONAL FUTURES
DEMOGRAPHIC IMBALANCES 
• Youth bulge = 15-29 years of age as percent of all adults 
• Elderly bulge = 65 and older as percent of total 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
45 
40 
35 
30 
25 
Percent of Population 
Year 
2010 
2015 
2020 
2025 
2030 
2035 
2040 
2045 
2050 
2055 
2060 
2065 
2070 
2075 
2080 
2085 
2090 
2095 
2100 
Nigerian Youth Bulge Japanese Elderly Bulge
SUDDEN REBALANCING RISK: IRAN 
Total fertillity rate Education years, women 15 and older 
1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015 2020 
• Sudden change creates imbalance even when positive 
• Either risk or opportunity (Javad Zarif) is possible 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
9 
8 
7 
6 
5 
4 
3 
2 
1 
Children per woman/Years of formal education 
Year
DEMOCRATIC DEFICIT (RELATIVE TO INCOME, EDUCATION) 
8 
7 
6 
5 
4 
3 
2 
1 
0 
-1 
-2 
Central Africa East/Horn Africa Northern Africa Southern Africa Western Africa 
2010 2011 
•Published in Dec 2010 before Arab spring (Cillers, Hughes, Moyer 2010) 
•Forecast rule (problem): “Give forecast or date, never both” 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
-3 
Deficit on 20-point scale of democracy 
Year
IMBALANCE OF EXPECTATIONS AND ABILITY: FRAGILE 
STATES AND NEW POVERTY ERADICATION GOAL 
Burt, Hughes, Milante 2014 (WB Working Paper) 
PARDEE CENTER FOR INTERNATIONAL FUTURES
EXAMPLES OF ENVIRONMENTAL IMBALANCE USING IFS 
• Environmental (existing or anticipated in IFs; have 
done less here but strengthening our work) 
– Drawing down aquifers including fossil water 
– Overfishing oceans 
– Constantly rising atmospheric carbon 
– Replacing fossil fuels with ? 
– Prolonged ecological footprint above 1 
• Do not currently plan to represent many other 
imbalances, e.g 
– Overuse of antibiotics (new ones versus resistance) 
19 
PARDEE CENTER FOR INTERNATIONAL FUTURES
WATER USE AS PERCENT OF RENEWABLE SUPPLY 
Kuwait Egypt Bahrain Turkmenistan UAE 
2010 2015 2020 2025 2030 2035 2040 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
7,000 
6,500 
6,000 
5,500 
5,000 
4,500 
4,000 
3,500 
3,000 
2,500 
2,000 
1,500 
Water use as % of renewable supplies 
Year 
Close behind top 5 are Mauritania, Uzbekistan, Yemen, Pakistan
SCENARIO ANALYSIS: GREENHOUSE GASES 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
600 
550 
500 
450 
400 
Carbon Dioxide in Atmosphere, Parts per Million 
Parts per Million 
Year 
2010 
2015 
2020 
2025 
2030 
2035 
2040 
2045 
2050 
2055 
2060 
2065 
2070 
2075 
2080 
2085 
2090 
2095 
2100 
Markets First Policy FIrst Security First Sustainability First 
GEO-4 scenarios Pardee.du.edu
BASE CASE ANALYSIS: GLOBAL ENERGY MIX NEEDED 
Oil Gas Coal Hydro Nuclear New Renewable 
2010 2015 2020 2025 2030 2035 2040 2045 2050 2055 2060 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
120 
110 
100 
90 
80 
70 
60 
50 
40 
30 
20 
10 
0 
Billion Barrels Oil Equivalent 
Year 
Pardee.du.edu
COMBINING ENVIRONMENTAL (CLIMATE CHANGE) AND 
OTHER (SOCIO-POLITICAL) RISK 
The WorldRiskIndex of United Nations University combined with IFs forecast of 
index and vulnerability drivers to 2060 (Joern Birkmann and others) 
PARDEE CENTER FOR INTERNATIONAL FUTURES
MULTIPLE RISKS (IMBALANCES) TOGETHER: 
EQUATORIAL GUINEA 
24 
PARDEE CENTER FOR INTERNATIONAL FUTURES
MULTIPLE RISKS (IMBALANCES) TOGETHER: 
EQUATORIAL GUINEA 
25 
PARDEE CENTER FOR INTERNATIONAL FUTURES
IFS FORECASTING AND RISK ANALYSIS 
ANALYSIS OF DYNAMICS: GLOBAL, REGIONAL, NATIONAL, SUBNATIONAL 
FINDING IMBALANCES: BENCHMARKING, STRESS, OR SUDDEN CHANGE 
RISK DOMAINS: SOCIO-POLITICAL AND ENVIRONMENTAL 
TIMING ISSUE DIFFICULTY: MONITORING NEWS FEEDS? 
PARDEE CENTER FOR INTERNATIONAL FUTURES
IFs is available at Pardee.du.edu 
Josef Korbel School 
of International 
Studies 
University of Denver 
PARDEE CENTER FOR INTERNATIONAL FUTURES
DEMOCRATIC DEFICIT (FOCUS ON NORTHERN AFRICA) 
14 
12 
10 
8 
6 
4 
2 
Egypt Libya Tunisia 
2010 2011 
Forecast rule (problem): “Give forecast or date, never both” 
PARDEE CENTER FOR INTERNATIONAL FUTURES 
0 
Deficit on 20-point scale of democracy 
Year
BENCHMARKING: LIFE EXPECTANCY 
OECD: Fragile States 2014: Domestic Revenue Mobilization, p 20 
PARDEE CENTER FOR INTERNATIONAL FUTURES

Davos Risk Conf Keynote 11

  • 1.
    IDENTIFYING RISKS USINGA LONG-TERM GLOBAL MODEL: LOOKING FOR IMBALANCES Barry B. Hughes, Professor and Director Frederick S. Pardee Center for International Futures Josef Korbel School of International Studies University of Denver 5Th International Disaster and Risk Conference IDRC Davos 2014 August 28, 2014 (3:15-3:45 PM)
  • 2.
    MY CHALLENGE TODAY • Have global forecasting model (IFs) • Have mostly NOT used it explicitly for risk analysis (instead, for exploring alternative futures in search of leverage points to improve them) • What can we say about risk, extending our work, and helping you? 2 Pardee.du.edu PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 3.
    BACKGROUND: THE PARDEECENTER AND THE INTERNATIONAL FUTURES (IFS) SYSTEM • Frederick S. Pardee Center at the Josef Korbel School of International Studies at the University of Denver • IFs evolving over a 35+ year period • Focus is on long-term, integrated scenario development • Have produced Patterns of Potential Human Progress series: Poverty, Education, Health, Infrastructure, and Governance 3
  • 4.
    INTERNATIONAL FUTURES (IFS)USERS • United Nations Environment Programme: Global Environment Outlook 4 • United Nations Human Development Reports: HDRs 2011 and 2013 • European Union Commission: New Economy and Renewable Energy Projects • United States National Intelligence Council Reports to the President: Global Trends 2020, 2025, 2030 • Others include: World Bank, Peru CEPLAN, Western Cape Provincial Government, New Partnership for African Development, Population Services International, United States Institute of Peace, Google Public Data Explorer, Wikipedia Country Pages 4
  • 5.
    THE INTERNATIONAL FUTURESSYSTEM DESIGN ELEMENTS • 186 countries • Integrated multi-issue, long-term • User interface for data and scenario analysis • Transparent/open, available free at: 5 Basic Features Pardee.du.edu PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 6.
    Governance Government FinanceInternational Politics Education Economics Health Infrastructure Demographics Energy BLOCK DIAGRAM OF IFS Agriculture Technology Environment PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 7.
    LOOKING FOR IMBALANCESTO SPOT RISK • Why look at imbalances? – Stable systems are in equilibrium/balance – Unbalanced systems are unstable and may shake or even tip • The Willie Sutton logic? • But Google “imbalance risk” — you will find only micro examples in top 100 (human body; business) 7 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 8.
    THE INTERNATIONAL FUTURESSYSTEM WHAT WE THINK WE DO WELL • Dynamic unfolding of the global system – Not just “trend analysis” but interactive system change and transformation • Develop and explore alternative scenarios/futures – Facilitate study of interventions and leverage • Arguably the best available long-term, forecasting tool for a wide range of futures analyses 8 Pardee.du.edu PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 9.
    IFS ANALYSIS (NON-RISK)EXAMPLE: PERUVIAN DEMOGRAPHICS AND EDUCATION (2010) PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 10.
    DYNAMIC ANALYSIS EXAMPLE:PERUVIAN AND SWISS DEMOGRAPHICS AND EDUCATION (2010,2030) 2010 2030 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 11.
    BENCHMARKING TO SEERISKS AROUND PERUVIAN EDUCATION; DIRECTION OF IMBALANCE ALSO MATTERS Iceland Italy 100 90 80 70 60 50 40 30 20 10 • Quality (from World Economic Forum’s Global Competitiveness Report) • Availability of jobs would also be a risk 11 PARDEE CENTER FOR INTERNATIONAL FUTURES Peru Portugal Singapore Switzerland Tunisia 0 $0 $5,000 $10,000 $15,000 $20,000 $25,000 $30,000 $35,000 $40,000 $45,000 $50,000 $55,000 WEF Education Quality 2005 (Higher=Worse) GDP per Capita at PPP
  • 12.
    BENCHMARKING CONTINUED: INFANTMORTALITY PARDEE CENTER FOR INTERNATIONAL FUTURES Angola Azerbaijan Congo, Republic of Costa Rica Cuba Equatorial Guinea Gabon Iran, Islamic Republic of Pakistan South Africa Swaziland Turkmenistan Yemen, Republic of 90 80 70 60 50 40 30 20 10 0 -10 5000 10000 15000 20000 25000 Infant Mortality per 1000 Births GDP per Capita at Purchasing Power Parity ($) • Risk of delivering services so poorly that people revolt • Risk to economic performance
  • 13.
    MAJOR RISK DOMAINSIFS CAN EXPLORE Sociopolitical Environmental PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 14.
    EXAMPLES OF SOCIO-POLITICALIMBALANCE USING IFS – Youth bulges and retirement dependency ratios – Developmental structure lags (poor services; democratic deficits; corruption overload) – Middle-income trap (need and supply of knowledge, entrepreneurs) – Resource curse (high revenues, not distributed) – Inequality, especially horizontal; also gender – Domestic fiscal and international account imbalances No current plans to represent other imbalances, e.g. – Trilemmas (fixed exchange rate; free capital movement; monetary independence) 14 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 15.
    DEMOGRAPHIC IMBALANCES •Youth bulge = 15-29 years of age as percent of all adults • Elderly bulge = 65 and older as percent of total PARDEE CENTER FOR INTERNATIONAL FUTURES 45 40 35 30 25 Percent of Population Year 2010 2015 2020 2025 2030 2035 2040 2045 2050 2055 2060 2065 2070 2075 2080 2085 2090 2095 2100 Nigerian Youth Bulge Japanese Elderly Bulge
  • 16.
    SUDDEN REBALANCING RISK:IRAN Total fertillity rate Education years, women 15 and older 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015 2020 • Sudden change creates imbalance even when positive • Either risk or opportunity (Javad Zarif) is possible PARDEE CENTER FOR INTERNATIONAL FUTURES 9 8 7 6 5 4 3 2 1 Children per woman/Years of formal education Year
  • 17.
    DEMOCRATIC DEFICIT (RELATIVETO INCOME, EDUCATION) 8 7 6 5 4 3 2 1 0 -1 -2 Central Africa East/Horn Africa Northern Africa Southern Africa Western Africa 2010 2011 •Published in Dec 2010 before Arab spring (Cillers, Hughes, Moyer 2010) •Forecast rule (problem): “Give forecast or date, never both” PARDEE CENTER FOR INTERNATIONAL FUTURES -3 Deficit on 20-point scale of democracy Year
  • 18.
    IMBALANCE OF EXPECTATIONSAND ABILITY: FRAGILE STATES AND NEW POVERTY ERADICATION GOAL Burt, Hughes, Milante 2014 (WB Working Paper) PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 19.
    EXAMPLES OF ENVIRONMENTALIMBALANCE USING IFS • Environmental (existing or anticipated in IFs; have done less here but strengthening our work) – Drawing down aquifers including fossil water – Overfishing oceans – Constantly rising atmospheric carbon – Replacing fossil fuels with ? – Prolonged ecological footprint above 1 • Do not currently plan to represent many other imbalances, e.g – Overuse of antibiotics (new ones versus resistance) 19 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 20.
    WATER USE ASPERCENT OF RENEWABLE SUPPLY Kuwait Egypt Bahrain Turkmenistan UAE 2010 2015 2020 2025 2030 2035 2040 PARDEE CENTER FOR INTERNATIONAL FUTURES 7,000 6,500 6,000 5,500 5,000 4,500 4,000 3,500 3,000 2,500 2,000 1,500 Water use as % of renewable supplies Year Close behind top 5 are Mauritania, Uzbekistan, Yemen, Pakistan
  • 21.
    SCENARIO ANALYSIS: GREENHOUSEGASES PARDEE CENTER FOR INTERNATIONAL FUTURES 600 550 500 450 400 Carbon Dioxide in Atmosphere, Parts per Million Parts per Million Year 2010 2015 2020 2025 2030 2035 2040 2045 2050 2055 2060 2065 2070 2075 2080 2085 2090 2095 2100 Markets First Policy FIrst Security First Sustainability First GEO-4 scenarios Pardee.du.edu
  • 22.
    BASE CASE ANALYSIS:GLOBAL ENERGY MIX NEEDED Oil Gas Coal Hydro Nuclear New Renewable 2010 2015 2020 2025 2030 2035 2040 2045 2050 2055 2060 PARDEE CENTER FOR INTERNATIONAL FUTURES 120 110 100 90 80 70 60 50 40 30 20 10 0 Billion Barrels Oil Equivalent Year Pardee.du.edu
  • 23.
    COMBINING ENVIRONMENTAL (CLIMATECHANGE) AND OTHER (SOCIO-POLITICAL) RISK The WorldRiskIndex of United Nations University combined with IFs forecast of index and vulnerability drivers to 2060 (Joern Birkmann and others) PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 24.
    MULTIPLE RISKS (IMBALANCES)TOGETHER: EQUATORIAL GUINEA 24 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 25.
    MULTIPLE RISKS (IMBALANCES)TOGETHER: EQUATORIAL GUINEA 25 PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 26.
    IFS FORECASTING ANDRISK ANALYSIS ANALYSIS OF DYNAMICS: GLOBAL, REGIONAL, NATIONAL, SUBNATIONAL FINDING IMBALANCES: BENCHMARKING, STRESS, OR SUDDEN CHANGE RISK DOMAINS: SOCIO-POLITICAL AND ENVIRONMENTAL TIMING ISSUE DIFFICULTY: MONITORING NEWS FEEDS? PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 27.
    IFs is availableat Pardee.du.edu Josef Korbel School of International Studies University of Denver PARDEE CENTER FOR INTERNATIONAL FUTURES
  • 29.
    DEMOCRATIC DEFICIT (FOCUSON NORTHERN AFRICA) 14 12 10 8 6 4 2 Egypt Libya Tunisia 2010 2011 Forecast rule (problem): “Give forecast or date, never both” PARDEE CENTER FOR INTERNATIONAL FUTURES 0 Deficit on 20-point scale of democracy Year
  • 30.
    BENCHMARKING: LIFE EXPECTANCY OECD: Fragile States 2014: Domestic Revenue Mobilization, p 20 PARDEE CENTER FOR INTERNATIONAL FUTURES