Bringing it all back home: Incentives in the age of general population sampling
Moritz Janas, Lina Lozano, Nikos Nikiforakis, Ernesto Reuben and Robert Stüber (2025)
NYU Abu Dhabi Working Paper #00107
Abstract
Monetary incentives have long been a cornerstone of economic experiments. However, unincentivized measures of economic preferences and skills are becoming more common as experimenters move beyond the lab to study general population samples. This paper examines how monetary incentives influence inferences about truth-telling, competitiveness, and cognitive skills using a large, nationally representative U.S. sample. We find that incentives substantially alter the levels and patterns of truth-telling, competitiveness, and cognitive skills and increase the time participants spend reading instructions and making decisions. Crucially, in numerous instances, monetary incentives affect the conclusions derived from the data concerning group differences (e.g., age groups, gender, income groups, and educational attainment) as well as the estimated associations between income and the measured preferences/skills.
Eliciting thresholds for interdependent behavior
Moritz Janas, Nikos Nikiforakis and Simon Siegenthaler (2024)
NBER Working Paper No. 32847
Abstract
Threshold models have been widely used to analyze interdependent behavior, yet empirical research identifying people’s thresholds is nonexistent. We introduce an incentivized method for eliciting thresholds and use it to study support for affirmative action in a large, stratified sample of the U.S. population. Most Asian, Black, Hispanic, and White men and women condition their support for affirmative action on the number of others supporting it. In line with preregistered hypotheses, thresholds are influenced by one’s perceived benefits and pressure to conform. We demonstrate how our method can offer unique insights for policy design and enhance understanding of social dynamics.
Disparities in psychological traits and income: Race, ethnicity, and gender in the U.S.
Aurélie Dariel, John Ham, Nikos Nikiforakis and Jan Stoop (2024)
IZA Discussion Paper No. 16818
Abstract
There are pronounced racial, ethnic, and gender gaps in income in the U.S. We investigate whether these correspond with differences in competitiveness, risk tolerance, and confidence relative to performance in a large, stratified sample of the U.S. prime-age population. We find substantial differences in all three traits across Black, Hispanic, and White males and females. These traits predict individual income. Competitiveness and risk tolerance help explain the White gender income gap. Competitiveness also affects the Black-White income gap between men. Confidence about one’s performance helps explain a substantial and significant portion of all five race-gender income gaps with White men.
Leadership, inequality, and coordination: An experimental investigation
Aurélie Dariel, Nikos Nikiforakis and Simon Siegenthaler (2024)
SSRN Working Paper
Revise and resubmit The Leadership Quarterly
Abstract
How do pay inequality and risk inequality affect the willingness of teams to follow their leaders? We explore this question in a setting where leaders lead by example to mitigate the strategic uncertainty surrounding a decision. Using a simple model, we predict that pay inequality between leaders and team members undermines the effectiveness of leaders in coordinating their teams. Risk inequality can offset the negative impact of pay inequality if the leader is exposed to sufficiently more risk than the team members. We confirm both hypotheses in a large online experiment that varies the degree of pay inequality and risk inequality. Risk-averse team members and individuals who believe that their teammates are inequality-averse are the most responsive to both pay inequality and risk inequality. We obtain similar results in a lab experiment with larger teams and greater financial incentives.
Cooperation under the shadow of inequality.
James Bland, Olivier Bochet, Nikos Nikiforakis and Huanren Zhang (2023)
NYU Abu Dhabi Working Paper #0093
Revise and resubmit American Economic Journal: Microeconomics
Abstract
Cooperation often entails an unequal distribution of benefits. We study how inequality concerns affect the willingness to cooperate with others in an indefinitely repeated prisoner's dilemma. The experimental treatments vary the equality of payoffs resulting from mutual cooperation, the expected duration of an interaction, and whether the inequality remains constant throughout an interaction. At the aggregate level, we find that cooperation rates across treatments are accurately predicted by a model that assumes players solely care about their pecuniary payoffs. At the individual level, we find evidence that individuals care about treating others fairly, but not about inequality per se.
Is there a motherhood gap in the willingness to compete for pay? Evidence from the Netherlands, the UAE and the USA.
Aurelie Dariel and Nikos Nikiforakis (2022)
NYU Abu Dhabi Working Paper #0079
Revise and resubmit European Economic Review
Abstract
A substantial fraction of the gender gap in earnings is due to wage disparities between women with and without children. Inspired by evidence linking attitudes toward competition with labor-market outcomes, we explore the association between motherhood and the willingness to compete for pay. In two behavioral studies, one in the UAE and one in the USA, we find that mothers aged 18-30 are considerably less likely to choose a competitive payment scheme than similar women without children. The motherhood gap in competitiveness is not mediated by differences in ability, beliefs, risk attitudes, marital status, parental education, or the time since
the last pregnancy. In a third study, using survey data from a Dutch panel, we do not find support for the hypothesis that motherhood causes women’s competitiveness to drop. Instead, the findings suggest that the reduced competitiveness of mothers predates the birth of their children. Fathers, across studies, are at least as willing as non-fathers to compete for pay.
Competitiveness, selection bias and gender differences among economics majors.
Aurelie Dariel, Nikos Nikiforakis and Jan Stoop (2022)
NYU Abu Dhabi Working Paper #0074
Revision requested European Economic Review
Abstract
Evidence from behavioral experiments with volunteer samples suggests that there exists a substantial gap in the willingness of men and women to compete. We ask whether a similar gap can be found in a population of economics majors – a population of interest as questions loom regarding the reasons for the underrepresentation of women in economics. We find a substantial gender gap in competitiveness – as well as in risk attitudes – among economics majors. We also find that self-selection into the lab causes us to overestimate this gap among volunteers by a factor of 2 to 3 depending on the econometric model.