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Imitative Obesity EEA Conference in Milan Sunday 31 August 2008. David G. Blanchflower Dartmouth College; Bank of England; and NBER Andrew J. Oswald University of Warwick Bert Van Landeghem University of Leuven.
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Imitative Obesity EEA Conference in Milan Sunday 31 August 2008 David G. Blanchflower Dartmouth College; Bank of England; and NBER Andrew J. Oswald University of Warwick Bert Van LandeghemUniversity of Leuven
We would like to understand the rise in obesity in the western (and other) nations.
And Can we explain the puzzle of over-eating and anorexia emerging at the same time?
The idea in the paper People’s utilities may depend, in poorly understood ways, on relative weight.
If so, comparison effects can in principle create ‘obesity spirals’.. .. while those with convex utility get thinner.
In the data, we find: • perceptions do depend on others’ BMI • dieting is correlated with relative weight • some evidence that others’ weights affect life-satisfaction.
Economics is changing Researchers are studying mental well-being. We are drawing closer to psychology and medicine.
There is evidence in Britain, the Netherlands and Belgium that mental strain is increasing. • Verhaak, P.F.M., Hoeymans, N. and Westert, G.P. (2005). ‘Mental health in the Dutch population and in general practice: 1987-2001’, British Journal of General Practice, vol. 55, pp.770-775. • Hodiamont, P.P.G., Rijnders, C.A.T., Mulder, J. and Furer, J.W. (2005). ‘Psychiatric disorders in a Dutch Health Area: a repeated cross-sectional survey.’ Journal of Affective Disorders, vol. 84, pp.77-83.
In work on BHPS with Nick Powdthavee .. we find that BMI enters negatively in regressions for Life satisfaction Happiness Well-being measured by GHQ Oswald-Powdthavee “Obesity, Unhappiness and the Challenge of Affluence: Theory and Evidence”, Economic Journal, 2007.
So again… then why have people’s weights risen?
Christakis, N. A. and J. H. Fowler "The spread of obesity in a large social network over 32 years." New England Journal of Medicine, 2007. • Clark, A.E. and A.J. Oswald "Comparison-concave utility and following behaviour in social and economic settings",Journal of Public Economics, 1998
Thinking how imitation could work Using proxy utility data, say, could we show that..? Happiness = f(BMI relative to others’ BMI, controls)
If so, and utility is concave in relative position, it is rational for people to emulate each other.
A general point about the mathematics of imitation Caring about relative things is not sufficient to give us Keeping up with the Joneses.
What matters is the sign of the second derivative of the utility function with respect to status.
A general point about the mathematics of imitation Say a person is choosing an action a to solve: Maximize v(a – a*) – c(a) where a* is what everyone else is doing. But then if v(.) is concave (convex) in status, it is rational to act similarly to (deviantly from) the herd.
Status may come from rank • Assume the person rationally chooses body weight. He or she picks b to maximize s.t. where r is ordinal rank in the slimness distribution in society, v(r) is the utility from that rank, u(b) is the direct benefit from high body weight, and a constant c is the marginal cost of body weight.
Empirically, is utility convex or concave in status? Not easy to know. Wimbledon case evocative.
Data • Eurobarometers #64.3 (2005) – 29 countries. EU-27 + Croatia + Turkey • Eurobarometer #44.3 (1996) – 15 EU countries • Health Survey of England, 2004 • British Cohort Study, 2004/5 sweep • National Child Development Study, 2004/5 • German Socio-Economic Panel, 2002, 2004 & 2006
Table 1. Self-reported BMI by country • BMI=kilos/ height in metres squared • Highest for men and women in Malta • Lowest for men in Latvia and Turkey (24.8) • Lowest for women in Italy (23.5)
A natural question How do people perceive themselves?
A natural question How do people perceive themselves?
Table 2. Feeling overweight • Individuals in Eurobarometer #64.3 survey are also asked • “Would you say that your current weight is: Too low; About right; Too high?”
Table 2. Feeling overweight • Individuals in Eurobarometer #64.3 survey are also asked • “Would you say that your current weight is: Too low; About right; Too high?” • 31% of male Europeans, and 43% of female Europeans, say their own weight is too high
Table 3. Feeling overweight: relative BMI • Relative BMI = BMI divided by the average BMI from their country*age band*gender cell. • Age bands are defined in twelve five year age groupings from <20; 20-24 and so on in five year bands up to 69 and then 70 and over. • Regardless of absolute BMI, those reporting fatness relative to their peers are more concerned about their own weight. Relative weight matters.
Table 3. Feeling overweight - ordered logit All Male Female BMI .7734 1.0494 .9869 BMI2 -.0074 -.0080 -.0111 Relative BMI 3.7325 -1.7354* 2.6194 N 27,092 12,199 14,893 * Coefficient insignificantly different from zero
Table 3. Feeling overweight - ordered logit • Decreasing effect in age, particularly for women. • The most highly educated Europeans are more likely to view themselves as overweight • BMI enters with an inverted U-shape with a turning point around 50
Table 4. Dissatisfaction with weight and dieting - 1996 • Here are some statements. For each of these, please tell me if you agree strongly, agree slightly, disagree slightly or disagree strongly? 1) I am very satisfied with my body weight. Agree strongly=1 … disagree strongly=5 2) Over the last 12 months, have you been on a diet, or not? • 24% of women and 13% of men had been on a diet
Table 5. Dissatisfaction with weight - ordered logit Male Female BMI .2387* .6065 BMI2 .0005* -.0072 Relative BMI -.7220* 1.2250 N 7,245 7035 * Coefficient insignificantly different from zero
Table 5. Dissatisfaction with weight – relative BMI • Among Europe’s females, a high value of relative BMI is a predictor of those who say they are dissatisfied • Highly educated people are more likely, ceteris paribus, to be dissatisfied with their weight.
Table 5. Recently been on a diet - dprobit Male Female BMI .0176 .0239 BMI2 -.0001 -.0004 Relative BMI .1595 .6001 N 7,251 7,045 * Coefficient insignificantly different from zero
German Socio-Economic Panel • The GSOEP is a representative longitudinal study of private households. • The panel was started in 1984. In June 1990 the GSOEP was extended to the GDR. • There are 20,229 observations for 2002, 18,913 for 2004 and 20,704 for 2006.
Fixed effect models using GSOEP • Table 8 gives non-linear impact of BMI using OLS • Inverted U-shape in BMI • Also present in the fixed effects
Fixed effect models using GSOEP – relative BMI • Table 9 includes log of BMI • It also includes log of the average BMI by 16 federal states and 3 year cells • Log BMI in the fixed effects is insignificant for women and positive for men • The coefficient on Log Average BMI is significant for men. The result implies that, after differencing out person-effects, life satisfaction is higher among those men who live in an area populated by fatter individuals
Conclusions - 1 • It may be that people’s utility functions contain relative BMI. • If so, this is consistent, under certain conditions, with the idea of obesity imitation or contagion. • One third of Europe’s population think of themselves as overweight.
Conclusions - 2 • There is a negative relationship between BMI and happiness in cross-sections. • For German males, in a fixed-effects framework, life satisfaction is greater among those who live in places where other people tend to be fatter. • Consistent with Christakis and Fowler, weight comparisons seem to matter.