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What Happens in the Field Stays in the Field: Exploring Whether Professionals Play Minimax in Laboratory Experiments

Econometrica 2010 78(4), 1413-1434
The minimax argument represents game theory in its most elegant form: simple but with stark predictions. Although some of these predictions have been met with reasonable success in the field, experimental data have generally not provided results close to the theoretical predictions. In a striking study, Palacios-Huerta and Volij ( 2008) presented evidence that potentially resolves this puzzle: both amateur and professional soccer players play nearly exact minimax strategies in laboratory experiments. In this paper, we establish important bounds on these results by examining the behavior of four distinct subject pools: college students, bridge professionals, world-class poker players, who have vast experience with high-stakes randomization in card games, and American professional soccer players. In contrast to Palacios-Huerta and Volij's results, we find little evidence that real-world experience transfers to the lab in these games-indeed, similar to previous experimental results, all four subject pools provide choices that are generally not close to minimax predictions. We use two additional pieces of evidence to explore why professionals do not perform well in the lab: (i) complementary experimental treatments that pit professionals against preprogrammed computers and (ii) post-experiment questionnaires. The most likely explanation is that these professionals are unable to transfer their skills at randomization from the familiar context of the field to the unfamiliar context of the lab.

Equalizing Superstars: The Internet and the Democratization of Education

American Economic Review 2014 104(5), 523-527
Internet-based educational resources are proliferating rapidly. One concern associated with these (potentially transformative) technological changes is that they will be disequalizing—as many technologies of the last several decades have been—creating superstar teachers and a winner-take-all education system. These important concerns notwithstanding, we contend that a major impact of web-based educational technologies will be the democratization of education: educational resources will be more equally distributed, and lower-skilled teachers will benefit. At the root of our results is the observation that skilled lecturers can only exploit their comparative advantage if other teachers complement those lectures with face-to-face instruction. This complementarity will increase the quantity and quality of face-to-face teaching services, potentially increasing the marginal product and wages of lower-skill teachers.

Putting Behavioral Economics to Work: Testing for Gift Exchange in Labor Markets Using Field Experiments

Econometrica 2006 74(5), 1365-1384 open access
Recent discoveries in behavioral economics have led scholars to question the underpinnings of neoclassical economics. We use insights gained from one of the most influential lines of behavioral research—gift exchange—in an attempt to maximize worker effort in two quite distinct tasks: data entry for a university library and door-to-door fundraising for a research center. In support of the received literature, our field evidence suggests that worker effort in the first few hours on the job is considerably higher in the “gift” treatment than in the “nongift” treatment. After the initial few hours, however, no difference in outcomes is observed, and overall the gift treatment yielded inferior aggregate outcomes for the employer: with the same budget we would have logged more data for our library and raised more money for our research center by using the market-clearing wage rather than by trying to induce greater effort with a gift of higher wages.

Predicting and Preventing Shootings among At-Risk Youth

American Economic Review 2011 101(3), 288-292
Each year, more than 250 students in the Chicago Public Schools (CPS) are shot. The authors of this paper worked with the leadership of CPS to build a predictive model of shootings that helped determine which students would be included in a highly targeted and resource intensive mentorship program. This paper describes our predictive model and offers a preliminary evaluation of the mentoring intervention performed by Youth Advocate Programs, Inc. (YAP). We find little evidence that the intervention reduces school misconducts or improves educational outcomes. The scale of intervention was too small to generate meaningful findings on shootings.

How Elections Matter: Theory and Evidence from Environmental Policy*

Quarterly Journal of Economics 2006 121(4), 1249-1281
This paper explores to what extent secondary policy issues are influenced by electoral incentives.We develop a two dimensional political agency model in which a politician decides on both a frontline policy issue and a secondary policy issue.The model predicts when the incumbent should manipulate the secondary policy to attract voters.We test our model by using panel data on environmental policy choices in the U.S. states.In contrast to the popular view that secondary policies are largely determined by lobbying, we find strong effects of electoral incentives.

Supply and Demand for Discrimination: Strategic Revelation of Own Characteristics in a Trust Game

American Economic Review 2016 106(5), 319-323
In strategic settings a player may be able to influence the behavior of an opponent by revealing information about their own characteristics. They may for example aim to exploit stereotypes held by others. We provide an experimental test of this. A substantial fraction of players in a trust game exhibit a positive willingness to pay to reveal a photograph of themselves to their randomly-assigned partner. This suggests that they perceive that they can use their own characteristics to influence the behavior of others. The demand for such self-revelation depends negatively on price.

Checkmate: Exploring Backward Induction among Chess Players

American Economic Review 2011 101(2), 975-990
Although backward induction is a cornerstone of game theory, most laboratory experiments have found that agents are not able to successfully backward induct. We analyze the play of world-class chess players in the centipede game, which is ill-suited for testing backward induction, and in pure backward induction games—Race to 100 games. We find that chess players almost never play the backward induction equilibrium in the centipede game, but many properly backward induct in the Race to 100 games. We find no systematic within-subject relationship between choices in the centipede game and performance in pure backward induction games.

Does Price Matter in Charitable Giving? Evidence from a Large-Scale Natural Field Experiment

American Economic Review 2007 97(5), 1774-1793
We conducted a natural field experiment to further our understanding of the economics of charity. Using direct mail solicitations to over 50,000 prior donors of a nonprofit organization, we tested the effectiveness of a matching grant on charitable giving. We find that the match offer increases both the revenue per solicitation and the response rate. Larger match ratios (i.e., 3:1 and 2:1) relative to a smaller match ratio (1:1) had no additional impact, however. The results provide avenues for future empirical and theoretical work on charitable giving, cost-benefit analysis, and the private provision of public goods.

Do The Effects of Nudges Persist? Theory and Evidence from 38 Natural Field Experiments

Review of Economic Studies 2026
We formalize a research design to uncover the mechanisms underlying long-term reductions in energy consumption caused by a widely implemented nudge. We consider two channels: technology adoption and habit formation. Using data from 38 natural field experiments, we isolate the role of technology adoption by comparing treatment and control homes after the initial resident moves, which discontinues the treatment for a home. We find that fully half of energy reductions persist in the home after treatment ends and show this persistence is consonant with a technology adoption channel. The role of technology in creating persistent behaviour change has important implications for designing behavioural interventions and evaluating their long-term social impacts.