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The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs

Journal of Political Economy 2015 123(2), 413-443 open access
The literature on treatment effects focuses on gross benefits from program participation. We extend this literature by developing conditions under which it is possible to identify parameters measuring the cost and net surplus from program participation. Using the generalized Roy model, we nonparametrically identify the cost, benefit, and net surplus of selection into treatment without requiring the analyst to have direct information on the cost. We apply our methodology to estimate the gross benefit and net surplus of attending college.

The Economics of Density: Evidence From the Berlin Wall

Econometrica 2015 83(6), 2127-2189 open access
This paper develops a quantitative model of internal city structure that features agglomeration and dispersion forces and an arbitrary number of heterogeneous city blocks. The model remains tractable and amenable to empirical analysis because of stochastic shocks to commuting decisions, which yield a gravity equation for commuting flows. To structurally estimate agglomeration and dispersion forces, we use data on thousands of city blocks in Berlin for 1936, 1986 and 2006 and exogenous variation from the city’s division and reunification. We estimate substantial and highly localized production and residential externalities. We show that the model with the estimated agglomeration parameters can account both qualitatively and quantitatively for the observed changes in city structure. We show how our quantitative framework can be used to undertake counterfactuals for changes in the organization of economic activity within cities in response for example to changes in the transport network.

Sacred Values? The Effect of Information on Attitudes toward Payments for Human Organs

American Economic Review 2015 105(5), 361-365
Are attitudes about morally controversial (and often prohibited) market transactions affected by information about their costs and benefits? We address this question for the case of payments for human organs. We find in a survey experiment with US residents (N=3,417) that providing information on the potential efficiency benefits of a regulated price mechanism for organs significantly increased support for payments from a baseline of 52 percent to 71 percent. The survey was devised to minimize social desirability biases in responses, and additional analyses validate the interpretation that subjects were reflecting on the case-specific details provided, rather than just reacting to any information.

Disability Insurance and the Great Recession

American Economic Review 2015 105(5), 177-182
The US Social Security Disability Insurance (SSDI) program is designed to provide income support to workers who become unable to work because of a severe, long-lasting disability. In this study, we use administrative data to estimate the effect of labor market conditions, as measured by the unemployment rate, on the number of SSDI applications, the number and composition of initial allowances and denials, and the timing of applications relative to disability onset. We analyze the period of the Great Recession, and compare this period with business cycle effects over the past two decades, from 1992 through 2012.

Analyst Interest as an Early Indicator of Firm Fundamental Changes and Stock Returns

The Accounting Review 2015 90(3), 1049-1078 open access
We posit that a change in analyst interest in a firm is an early indicator of the firm's future fundamentals, capital market activities, and stock returns. We measure increases in analyst interest by obser.ving analysts who do not cover a firm but participate in that firm's earnings conference call, and we measure decreases in analyst interest by observing analysts who cover a firm, yet are absent from that firm's call. We find that increases in analyst interest are positively associated with future changes in firm fundamentals and capital market activities, while decreases in analyst interest are negatively associated with capital market activities. We also find that increases (decreases) in analyst interest are positively (negatively) correlated with future stock returns over the next three months and that a hedge portfolio yields a significant abnormal return. Overall, our study shows that analyst interest is a novel and early indicator of future firm fundamentals and capital market consequences.

Human Capital Risk, Contract Enforcement, and the Macroeconomy

American Economic Review 2015 105(11), 3223-3272
We use microdata to show that young households with children are underinsured against the risk that an adult member of the household dies. This empirical finding can be explained by a macroeconomic model with human capital risk, age-dependent returns to human capital investment, and endogenous borrowing constraints due to limited contract enforcement. When calibrated, the model quantitatively accounts for the observed life-cycle variation in life insurance holdings, financial wealth, earnings, and consumption inequality. The model also predicts that reforms making consumer bankruptcy more costly will substantially increase the volume of both credit and insurance.

Recognition versus Disclosure of Fair Values

The Accounting Review 2015 90(6), 2411-2447
This paper examines pricing differences across recognized and disclosed fair values. We build on prior literature by examining two theoretical causes of such differences: lower reliability of the disclosed information, and/or investors' higher related information processing costs. We examine European real estate firms reporting under International Financial Reporting Standards (IFRS), which require that fair values for investment properties, our sample firms' key operating asset, either be recognized on the balance sheet or disclosed in the footnotes. Consistent with prior research, we predict and find a lower association between equity prices and disclosed relative to recognized investment property fair values, reflecting a discount applied to disclosed fair values. We then predict and find that this discount is mitigated by lower information processing costs (proxied via high analyst following), and some support that it is also mitigated by higher reliability (proxied via use of external appraisals). These latter results are documented using subsample analyses to test one attribute (either information processing costs or reliability) while holding the other constant. Overall, these findings are consistent with fair value reliability and information processing costs providing complementary explanations for observed pricing discounts assessed on disclosed accounting amounts. Data Availability: Data are available from public sources identified in the manuscript.

Change You Can Believe In? Hedge Fund Data Revisions

Journal of Finance 2015 70(3), 963-999
We analyze the reliability of voluntary disclosures of financial information, focusing on widely‐employed publicly‐available hedge fund databases. Tracking changes to statements of historical performance recorded between 2007 and 2011, we find that historical returns are routinely revised. These revisions are not merely random or corrections of earlier mistakes; they are partly forecastable by fund characteristics. Funds that revise their performance histories significantly and predictably underperform those that have never revised, suggesting that unreliable disclosures constitute a valuable source of information for investors. These results speak to current debates about mandatory disclosures by financial institutions to market regulators.

Can Online Learning Bend the Higher Education Cost Curve?

American Economic Review 2015 105(5), 496-501 open access
We examine whether online learning technologies have led to lower prices in higher education. Using data from the Integrated Postsecondary Education Data System, we show that online education is concentrated in large for-profit chains and less-selective public institutions. We find that colleges with a higher share of online students charge lower tuition prices. We present evidence of declining real and relative prices for full-time undergraduate online education from 2006 to 2013. Although the pattern of results suggests some hope that online technology can “bend the cost curve” in higher education, the impact of online learning on education quality remains uncertain.

Standing United or Falling Divided? High Stakes Bargaining in a TV Game Show

American Economic Review 2015 105(5), 402-407
We examine high stakes three-person bargaining in a game show where contestants bargain over a large money amount that is split into three unequal shares. We find that individual behavior and outcomes are strongly influenced by equity concerns: those who contributed more to the jackpot claim larger shares, are less likely to make concessions, and take home larger amounts. Contestants who announce that they will not back down do well relative to others, but they do not secure larger absolute amounts and they harm others. There is no evidence of a first-mover advantage and little evidence that demographic characteristics matter.