cognitive economics definition: taking seriously data other than actual choices in the wild. must be...

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Cognitive Economics • Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous to Cognitive Psychology vs. B.F. Skinner. Complementary to Psychological Economics, since loosening the constraints on the utility function raises the value of additional data.

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Page 1: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Cognitive Economics

• Definition: Taking seriously data other than actual choices in the wild.

• Must be linked back to actual choices in the wild.• Analogous to Cognitive Psychology

vs. B.F. Skinner.• Complementary to Psychological Economics,

since loosening the constraints on the utility function raises the value of additional data.

Page 2: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Examples of Cognitive Economics

• Experimental Economics.

• Neuroeconomics.

• Survey measures of expectations.

• Survey measures of preference parameters based on hypothetical choices.

• Happiness research.

Page 3: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Labor Supply: Are the Income and Substitution Effects Both

Large or Both Small?

Miles Kimball and

Matthew Shapiro

Page 4: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Why Study the Elasticity of Labor Supply?

• Labor Economics: Labor supply elasticities are key parameters for labor economics. The existing literature is not definitive on its value.

• Macroeconomics: The Frisch labor supply elasticity is a key parameter in business cycle models. Ideally, to avoid macroeconomic data-mining, it should be identified from microeconomic data.

• Public Finance: The labor supply elasticity is a key parameter for public finance in determining the size of the distortions caused by labor taxation.

Page 5: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Two Slides in Honor of Ed Prescott:“Theory Ahead …”

• One of the early formative experiences in my professional life was seeing Ed Prescott present “Theory Ahead of Business Cycle Measurement” at an EF meeting with Larry Summers as discussant.

• Among other things, Summers criticized Prescott’s parameter values. For the labor supply elasticity, the controversial issue is that Prescott calibrates his labor supply elasticity by assuming that the marginal expenditure share of leisure is equal to the average expenditure share of leisure.

• If this is not true, a direct measure of the marginal expenditure share of leisure is needed. That is what we try to provide.

Page 6: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

“Why Do Americans Work So Much More Than Europeans?”

• Prescott’s recent op-ed in the WSJ advertised the web link. The site was slow.

• Prescott does not estimate the labor supply elasticity, but shows that if one calibrates the marginal expenditure share of leisure at 1.54/(1+1.54) = .606, differences in marginal tax rates are enough to explain why labor hours are now lower in Europe than in the U.S. and Japan. (In the early 70’s Europeans worked just as much when they faced more similar tax rates.)

• Kimball and Shapiro estimate a marginal expenditure share of leisure of .581 (Table 11).

Page 7: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Areas of Agreement and Disagreement about Labor Supply

• There is wide agreement that the income and substitution effects approximately cancel (i.e., that the long-run elasticity of labor supply is close to zero).

• Most labor economists believe the income and substitution effects are both small.

• Most macroeconomists believe the income and substitution effects are both large.

Page 8: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Evidence that the Long-Run Elasticity of Labor Supply ≈ 0

• Cross-National Evidence: A 10-fold difference in wages from poor to rich countries may reduces the workweek from about 44 hours to about 39 hours.

• The Time Trend: A 3-fold increase in real wages has accompanied a decline in male hours and an increase in female hours, but only a modest decline in overall hours.

• Cross-Sectional Evidence: Large differences in the real wage are associated with modest differences in labor hours. This is true with or without individual fixed effects.

Page 9: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Strategy of this Research

1. Theory: Develop a theoretical framework that imposes a zero long-run elasticity of labor supply, while allowing for

• Intertemporal optimization• Integration of spousal labor supply decisions• Nonseparability between consumption and

labor• Fixed cost of going to work

Page 10: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Strategy of this Research (cont.)

2. Empirics: Experimental survey approach:• Collect survey data on how a household would

respond to winning a sweepstakes• Compare the change in labor hours after

winning the sweepstakes to the implied change in consumption after winning the sweepstakes

• Adjust for the change in job-induced consumption Ji to get the change in baseline consumption B = C – Σ Ji

• Frisch elasticity = -Δ ln(N)/Δ ln(B)

Page 11: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Dealing with Quits

• The implication of a quit for consumption needs no adjustment

• The fixed cost is calibrated to match the fact that many people work 20 hours per week, but few people work between 1 and 19 hours per week.

• If someone quits, we infer that, absent the fixed cost, they would have wanted to work less than 19 hours per week.

• This gives a lower bound for the labor supply elasticity of someone who quits after winning the sweepstakes.

Page 12: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Lottery Question:

Suppose you won a sweepstakes that will pay you [and your (husband/wife/partner)] an

amount equal to your current family income every year

for as long as you [or your (husband/wife/partner)]

live. We’d like to know what effect the sweepstakes money would have on your life.

Would [you/your(husband/wife/partner)]

Quit work entirely?

If not, would you work fewer hours?

If work fewer hours, how many fewer hours?

Page 13: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Overall Results:56% Quit

21% No change

23% Reduce hours

Page 14: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Contrasting Estimates

• This evidence points to a large income effect. On the assumption that income and substitution effects are equal, it also implies a large substitution effect.

• When we translate that substitution effect into a Frisch elasticity and adjust for censoring, we find η=1.

• By contrast, most estimates in the Labor literature for both the income and substitution effects are small, implying η<.3.

• What is going on? Some clues:

Page 15: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Mulligan (1998)

Finds a high Frisch elasticity in data on life-cycle intertemporal substitution by

1. Including older workers, who have declining wages and declining hours, (other authors exclude them because of selection worries)

2. Explaining the low comovement of hours and wages early in lifecycle by on-the-job training

Page 16: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Experimental and Quasi-Experimental Elasticity Estimates

• Oettinger (1999): Baseball park vendors respond quite elastically to changes in effective wages from level of attendance

• Farber (2003): Taxicab driver’s supply responds strongly to high-frequency variation in the implicit wage (critical of Camerer, Babcock, Loewenstein and Thaler (1997)

• Fehr and Gotte (2002): Elastic behavior of bicycle messengers.

Page 17: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Imbens, Ruben and Sacerdote (2001)

• Survey of state lottery winners• Individual data (decision not to collect data

on spouse behavior)• Quadratic term to deal with floor of zero on

labor hours• Raw MPE of .291 for the 55—65 age

group, compared to .373 in our data• Lower raw MPE for younger winners, but

with a substantial standard error

Page 18: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Why Does Experimental Evidence Give a Different Answer?

• Institutional frictions often inhibit individual labor supply responses to small variations in the real wage or in wealth.

• Experimental, quasi-experimental and experimental survey evidence involves large variations in the real wage or in wealth, or circumstances with few institutional frictions.

• Exception: In negative-income tax experiments, medium-sized changes in the real wage met substantial institutional frictions that inhibited labor supply responses.

Page 19: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Econometric versus Experimental Survey Methodology

1. Strength of signal:• The signal for identifying the long-run elasticity

of labor supply is very strong.• By contrast, the variation for identifying the

income and substitution effects separately yields only a weak signal in standard data.

• By construction, the experimental survey methodology involves a large amount of relevant variation and so a strong signal.

Page 20: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Econometric versus Experimental Survey Methodology (cont.)

2. Other problems with standard econometric methodology:

• A small signal may get further attenuated by institutional frictions

• Measurement error in wages and hours (reporting error, systematic rounding error, division biases, allocational/observed, temporary/permanent)

• Endogeneity

Page 21: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Econometric versus Experimental Survey Methodology (cont.)

3. Strengths of Experimental Survey Methodology:• The shock is totally exogenous. All respondents

receive the same treatment.• The shock is large enough to overcome frictions.• Robust to ordinary measurement error because

only the levels of standard data figure into identification.

• “Within” estimator: differences out unobserved factors like the panel approach, but no need to assume time invariance of unobserved factors.

Page 22: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Econometric versus Experimental Survey Methodology (cont.)

4. Weakness of Experimental Survey Methodology:

• Response error to hypothetical questions

• Survey methodology issues, such as framing, ordering and mode effects

Page 23: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Econometric versus Experimental Survey Methodology: Summary

• Unlike econometric treatment of standard data, Experimental Survey Methodology can guarantee large, exogenous variation in relevant variables.

• Despite the error in responses, the sampling variation in responses is a non-issue given the strong signal for 1388 workers.

• Remaining issue #1: systematic biases in responses?

• Remaining issue #2: theoretical interpretation of the results.

Page 24: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

How Preferences and Opportunity Might Jointly Determine Outcomes

• The underlying labor supply elasticity is substantial.

• Over the long-run, this “deep parameter” would lead to institutional adjustments to accommodate changing hours preferences due to taxes, etc.

• In the short-run, idiosyncratic changes in desired labor supply are inhibited by institutional frictions.

• Because firms can coordinate work, firm-initiated changes in labor hours face weaker frictions. Thus, firms vary hours cyclically in accordance with workers’ underlying labor supply elasticities.

Page 25: Cognitive Economics Definition: Taking seriously data other than actual choices in the wild. Must be linked back to actual choices in the wild. Analogous

Conclusion:

1. Income and substitution effects approximately cancel2. Hypothetical responses to large wealth shocks indicate

that the income effect is large3. We infer that the substitution effect is also large.4. We attribute results to the contrary in the labor

literature to a combination of • standard econometric problems plus • the genuine economic phenomenon of institutional

frictions, which makes the response to small shocks smaller than one would expect in a frictionless world.

5. Institutional frictions imply that the large elasticities we find are relevant for some questions but not others.