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Structural Shocks and Changing Dynamics Related to Emergent Risks, Evolving Health
Trends, Demographic Shifts and Labor MarketsCAS May 2011
Risk Economics, Inc.Samantha KappagodaDavid K.A. Mordecai
Risk Economics, Inc.www.risk-econ.com
• Risk Economics, Inc. (RiskEcon) provides advisory services and testimonial expertise on complex issues related to financial instrument valuation models and frameworks, including market and industry standards and practices for the financing, risk management, and active trading, and hedging of OTC derivatives and structured products.
• RiskEcon provides consulting services by applying rigorous analytics to large‐scale real world geopolitical and socio‐economic issues relating to demographics and macroeconomics, including areas within labor, housing, consumption and consumer behavior, global population, immigration, environment, health and aging.
• RiskEcon’s computational economics activities focus on the proprietary development and scalable implementation of robust modeling and data analytic frameworks, including the application of computational tools and methods derived from machine learning, data‐mining, and text‐mining to applied systemic real world issues.
• RiskEcon’s client roster and affiliations are diverse, and include diversified multinational corporations (with interests in natural resources commodities and energy), global insurance and reinsurance firms, multilateral and government agencies, as well as leading law firms and global banking institutions.
© 2011 Risk Economics, Inc. 2
The Industrial Agricultural System
© 2011 Risk Economics, Inc. 3
4
0
5,000
10,000
15,000
20,000
25,00019
6019
6219
6419
6619
6819
7019
7219
7419
7619
7819
8019
8219
8419
8619
8819
9019
9219
9419
9619
9820
0020
0220
0420
0620
08
Potash (K2O)
Phosphate (P2O5)
Nitrogen (N)
U.S. Consumption of Fertilizer: Nitrogen, Phosphate and Potash, 1960 to 2008
1,000 nutrient tons
Source: USDA© 2011 Risk Economics, Inc.
Fertilizer usage has increased
5
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
18,00019
6419
6619
6819
7019
7219
7419
7619
7819
8019
8219
8419
8619
8819
9019
9219
9419
9619
9820
0020
0220
0420
0620
08
Wheat
Soybeans
Cotton
Corn
U.S. Fertilizer Use by Selected Crop 1960 to 20081,000 nutrient tons
Source: USDA© 2011 Risk Economics, Inc.
Fertilizer is predominantly petroleum based
6
0.0
0.5
1.0
1.5
2.0
2.5
3.0
Maize Wheat Rice Soybeans
1900-19501950-19901990-2008
Global Yield Growth of Selected Cropsannual averages (%),1900 to 2008
Source: Alston, Beddow and Pardey
%
© 2011 Risk Economics, Inc. 6
But crop yields are still declining
Global Distribution of Genetically Modified Crops
7Source: Economist EIU © 2011 Risk Economics, Inc.
Hog Farming: Fewer Farms Now
8Source: USDA
0
50,000
100,000
150,000
200,000
250,000
USA: Total Number of Hog Farms, 1993-2010
© 2011 Risk Economics, Inc.
The number of farms have fallen
9
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
1-99100-499500-9991,000-1,9992,000-4,9995,000+
Hog Farms: Heads per Farm Increase 1993 to 2010, % Inventory
Heads per farm
Source: USDA © 2011 Risk Economics, Inc.
But farm size (ie headcount) has increased
Industrial Chicken Farming
10Source: National Geographic, (University of Arkansas Division of Agriculture, Cooperative Extension Service)
Industrial chickens take 48 days to reach market weight. If a human grew as fast , he/she would weigh 349 pounds at age two.
Prior to the current farming techniques, chickens took 70+ days to reach market weight
© 2011 Risk Economics, Inc.
Factory Farm Map, USA 2007
11Source: www.factoryfarmmap.org, 2007 Census © 2011 Risk Economics, Inc.
Emergent Risks
12© 2011 Risk Economics, Inc.
Emerging Infectious Diseases During the past 20 years, at
least 30 new diseases have emerged, for many of which there is no treatment, cure or vaccine, or the possibility of effective prevention or control.
In addition, the uncontrolled and inappropriate use of antibiotics has resulted in increased antimicrobial resistance and is seriously threatening drug control strategies against such common diseases as tuberculosis, malaria, cholera, dysentery and pneumonia.
13Source: Scientific American
© 2011 Risk Economics, Inc.
Food Contamination
14
E.coli Risk: A hamburger created from ground beef from the industrial food system contains meat originating from approx.1,000 cows
Feb 2011 USDA report: FSIS estimates the national prevalence of E. coli O157:H7 in beef trim for use in the manufacture of raw ground beef was 0.39 percent, with a 95 percent confidence interval from 0.05 to 0.73 percent.
Source: Michael Pollan, USDA© 2011 Risk Economics, Inc.
Environmental Hazard from Factory Farms
15© 2011 Risk Economics, Inc.
Pathogens and pharmaceutically activecompounds in manure, bio‐solids, and otherbyproducts can be transmitted to animals andhumans through food supplies, water, andpossibly air. Animals on farms can also be re‐infected not only via water and air, but alsofrom other vectors such as birds, rodents, andinsects that can directly infect the animal orcontaminate animal feeds or water.
According to USDA estimates:‐ Animal production in the U.S. is valued at
over $100 billion annually. ‐ The amount of manure generated in the
U.S. at CAFOs and AFOs is estimated to exceed 335 million tons of dry matter per year.
Evolving Health Trends
16© 2011 Risk Economics, Inc.
Age-adjusted percentage of U.S. Adults who are obese or who have been diagnosed with diabetes
17
1994
1994
2000
2000
2008
2008
Obesity (BMI ≥30 kg/m2)
Diabetes
Source: CDC’s Division of Diabetes Translation. National Diabetes Surveillance System
<4.5% 4.5-5.9% 6.0-7.4% 7.5-8.9% >9.0%
<14.0% 14.0-17.9% 18.0-21.9% 22.0-25.9% >26.0%
© 2011 Risk Economics, Inc.
Global BMI Snapshots: 1960 to 2009
18
1960 1990
2000 2009
Source: WHO Global Database on BMI © 2011 Risk Economics, Inc.
Exercise and correlation with temperature?
19Source: Economist EIU © 2011 Risk Economics, Inc.
Medical Cost Escalation
20© 2011 Risk Economics, Inc.
Medical Spending and Weight
21
Distribution of Adults and Health Care Spending, by Body Weight1987 and 2007
Percentage ChangesShare of the Adult Spending per Adult 1987-2007
Population (%) (2009 dollars) Share Adult SpendingWeight Category 1987 2007 1987 2007 Population per Adult
Underweight 4% 2% $3,230 $4,970 -50% 54%Normal 52% 35% $2,440 $4,030 -33% 65%Overweight 31% 35% $2,650 $4,260 13% 61%Obese 13% 28% $2,630 $5,560 115% 111%
- Obese but not morbidly obese 12% 24% $2,640 $5,330 100% 102%- Morbidly Obese 1% 4% $2,530 $7,010 300% 177%
All Categories 100% 100% $2,560 $4,550 n.a 78%
Source: Congressional Budget Office based on the 1987 National Medical Expenditure Survey and the 2007 Medical Expenditure Panel Survey.
Weight categories are defined using the body-mass index (BMI)—a measure of weight standardized for height that applies to adult men and women—as follows: underweight (BMI is less than 18.5); normal (greater than or equal to 18.5 and less than 25); overweight (greater than or equal to 25 and less than 30); obese but not morbidly obese (greater than or equal to 30 and less than 40); and morbidly obese (greater than or equal to 40).
© 2011 Risk Economics, Inc.
22
0.0
5.0
10.0
15.0
20.0
25.0
30.0
35.0
40.0
45.0
50.019
6019
6519
7019
7519
8019
8519
9019
9520
0020
0520
1020
1520
2020
2520
3020
3520
4020
4520
5020
5520
6020
6520
7020
7520
80
All Other
Medicaid
Medicare
Total Healthcare Spending as a Percentage of GDP, 1960-2008, and Projections%
Source: CBO
Actual CBO Projections
© 2011 Risk Economics, Inc.
23
0.0
2.0
4.0
6.0
8.0
10.0
12.0
14.0
16.0
Canada France Germany Italy Japan U.K. U.S.A.
Total Healthcare Expenditure as a Percentage of GDP for G7 Countries, 2009
Source: OECD
%
© 2011 Risk Economics, Inc.
Wealth and Income Distribution
24© 2011 Risk Economics, Inc.
25
0
1,000
2,000
3,000
4,000
5,000
6,000
7,000
8,000 U
nder
$5,
000
$5,
000
to $
9,99
9 $
10,0
00 to
$14
,999
$15
,000
to $
19,9
99 $
20,0
00 to
$24
,999
$25
,000
to $
29,9
99 $
30,0
00 to
$34
,999
$35
,000
to $
39,9
99 $
40,0
00 to
$44
,999
$45
,000
to $
49,9
99 $
50,0
00 to
$54
,999
$55
,000
to $
59,9
99 $
60,0
00 to
$64
,999
$65
,000
to $
69,9
99 $
70,0
00 to
$74
,999
$75
,000
to $
79,9
99 $
80,0
00 to
$84
,999
$85
,000
to $
89,9
99 $
90,0
00 to
$94
,999
$95
,000
to $
99,9
99 $
100,
000
to $
104,
999
$10
5,00
0 to
$10
9,99
9 $
110,
000
to $
114,
999
$11
5,00
0 to
$11
9,99
9 $
120,
000
to $
124,
999
$12
5,00
0 to
$12
9,99
9 $
130,
000
to $
134,
999
$13
5,00
0 to
$13
9,99
9 $
140,
000
to $
144,
999
$14
5,00
0 to
$14
9,99
9 $
150,
000
to $
154,
999
$15
5,00
0 to
$15
9,99
9 $
160,
000
to $
164,
999
$16
5,00
0 to
$16
9,99
9 $
170,
000
to $
174,
999
$17
5,00
0 to
$17
9,99
9 $
180,
000
to $
184,
999
$18
5,00
0 to
$18
9,99
9 $
190,
000
to $
194,
999
$19
5,00
0 to
$19
9,99
9
Income distribution of bottom 96% (<$200k), 2009
Source: CPS: BLS and Census Bureau, Risk Economics Calculations
Households (000s)
25 % of households make $0-$25,000
25 % of households make $25,000-$49,929
25 % of households make $50,000-$84,899
© 2011 Risk Economics, Inc.
26Source: CPS: BLS and Census Bureau, Risk Economics Calculations
18% of Income
11% of Income
18% of Income
53% of Income
>200k (4% households)
150-200k (3% households)
100-150k (12% households)
The rest (0-100K 80% households)
U.S. Income Distribution, 2009
20% of Households made 47% of Annual Income in 2009
© 2011 Risk Economics, Inc.
Median Household Income, 2008US Median: $52,029
27Source: Department of Commerce Economic and Statistics Administration © 2011 Risk Economics, Inc.
Global Income Distribution
28Source: CIA World Factbook, Mint.com
Values are Based on the Gini Coefficient, a measure of dispersion for each country. It is a calculation that represents the relative mean difference of personal income between citizens. A value of 1 represents absolute equality and 100 represents absolute inequality.
© 2011 Risk Economics, Inc.
Gap between Poor and Rich has increased because of the recession
29Source: Economist © 2011 Risk Economics, Inc.
30
0
100,000
200,000
300,000
400,000
500,000
600,000
700,000
800,000
900,000
1,000,000
1998 2001 2004 2007
25th50th75th90th
U.S. Wealth Distribution: 1998 to 2007
Source: Federal Reserve
Percentile$
© 2011 Risk Economics, Inc.
America’s Poor: A Regional Look at Poverty
31Source: CIA World Factbook, Mint.com
© 2011 Risk Economics, Inc.
Effects on Labor Markets and the Dependency Ratio
32© 2011 Risk Economics, Inc.
Unemployment Rate by Level of Education
33Source: http://www.calculatedriskblog.com © 2011 Risk Economics, Inc.
34
0
10
20
30
40
50
60
70
80
90
2010 2020 Est 2030 Est 2040 Est
45 46 48 48
2228
35 37
Old-AgeDependencyRatio
YouthDependencyRatio
Dependency Ratios for the United States2010 to 2040 (Does not account for health changes)
Source: US Department of Commerce
%
6774
83 85
© 2011 Risk Economics, Inc.
Accessibility of Food and Water
35© 2011 Risk Economics, Inc.
Food Distribution Maps
36
% Population that is undernourished Daily grams of protein per person
Daily calories per person Daily grams of fat per person
Source:UNDP
© 2011 Risk Economics, Inc.
Food Prices Continue to Rise
37Source: FAO
70.0
90.0
110.0
130.0
150.0
170.0
190.0
210.0
230.0
250.0
1/19
901/
1991
1/19
921/
1993
1/19
941/
1995
1/19
961/
1997
1/19
981/
1999
1/20
001/
2001
1/20
021/
2003
1/20
041/
2005
1/20
061/
2007
1/20
081/
2009
1/20
101/
2011
FAO Food Price Index: 1990 - 2011
Nominal
Real
2011
2010
2009
2008
2007
120140160180200220240260
Jan
Feb
Mar Apr
May Jun
Jul
Aug
Sep Oct
Nov
Dec
FAO Food Price Index: Last 5 Yrs
MeatsDairy
Cereals
OilsSugar
100150200250300350400
1/20
102/
2010
3/20
104/
2010
5/20
106/
2010
7/20
108/
2010
9/20
1010
/201
011
/201
012
/201
01/
2011
2/20
11
FAO Food Price Components
© 2011 Risk Economics, Inc.
Population Without Access to Safe Drinking Water (%)
38Source: UNWWDR © 2011 Risk Economics, Inc.
Civil Unrest: 20 Countries Susceptible to Food Price Inflation
39
Rank Country GDP per Capita
Food as a % of Total
Consumption
Net exports of Food (as % of
GDP)
1 Bangladesh $497 53.8% -3.3%2 Morocco $2,769 63.0% -2.1%3 Algeria $4,845 53.0% -2.8%4 Nigeria $1,370 73.0% -0.9%5 Lebanon $6,978 34.0% -3.9%6 Egypt $1,991 48.1% -2.1%7 Sri Lanka $2,013 39.6% -2.7%8 Sudan $1,353 52.9% -1.3%9 Hong Kong $30,863 25.8% -4.4%
10 Azerbaijan $5,315 60.2% -0.6%11 Angola $4,714 46.1% -1.4%12 Romania $9,300 49.4% -1.1%13 Philippines $1,847 45.6% -1.0%14 Kenya $783 45.8% -0.8%15 Pakistan $991 47.6% -0.4%16 Libya $14,802 37.2% -1.7%17 Dominican Republic $4,576 38.3% -1.1%18 Tunisia $3,903 36.0% -1.1%19 Bulgaria $6,546 49.5% -0.1%20 Ukraine $3,899 61.0% +0.9%
United States $45,989 8%
Source: Nomura © 2011 Risk Economics, Inc.
World Life Expectancy in Years
40Source: UNDP © 2011 Risk Economics, Inc.
Risk Economics, Inc.David K.A. Mordecai
Samantha Kappagodawww.risk-econ.com
41© 2011 Risk Economics, Inc.