Research


The Inclusion of Other in the Self (IOS) scale is a popular tool to measure interpersonal closeness that is increasingly being used in economics. We develop and validate a continuous version of the IOS scale. This Continuous IOS scale gives a finer measure and addresses the reluctance of subjects to report low scores on the standard IOS scale. We also propose a version of the standard IOS scale that meets its original design features. Our IOS scales are easy-to-use, well-documented, standardised, and available at https://github.com/geoffreycastillo/ios-js.


We examine the role of cooperative preferences, beliefs, and punishments to uncover potential cross-societal differences in voluntary cooperation. Using one-shot public goods experiments in four comparable subject pools from the US and the UK (two similar Western societies) and Morocco and Turkey (two comparable non-Western societies), we find that cooperation is lower in Morocco and Turkey than in the UK and the US. Using the ABC approach--in which cooperative attitudes and beliefs explain cooperation--we show that cooperation is mostly driven by differences in beliefs rather than cooperative preferences or peer punishment, both of which are similar across the four subject pools. Our methodology is generalizable across subject pools and highlights the central role of beliefs in explaining differences in voluntary cooperation within and across culturally, economically, and institutionally diverse societies. Because our behavioral mechanisms correctly predict actual contributions, we argue that our approach provides a suitable methodology for analyzing the determinants of voluntary cooperation of any group of interest.


Social norms have long been recognized as an important factor in curtailing antisocial behavior, and stricter prosocial norms are commonly associated with increased prosocial behavior. In this study, we provide evidence that very strict prosocial norms can have a perverse negative relationship with prosocial behavior. In laboratory experiments conducted in 10 countries across 5 continents, we measured the level of honest behavior and elicited injunctive norms of honesty. We find that individuals who hold very strict norms (i.e., those who perceive a small lie to be as socially unacceptable as a large lie) are more likely to lie to the maximal extent possible. This finding is consistent with a simple behavioral rationale. If the perceived norm does not differentiate between the severity of a lie, lying to the full extent is optimal for a norm violator since it maximizes the financial gain, while the perceived costs of the norm violation are unchanged. We show that the relation between very strict prosocial norms and high levels of rule violations generalizes to civic norms related to common moral dilemmas, such as tax evasion, cheating on government benefits, and fare dodging on public transportation. Those with very strict attitudes toward civic norms are more likely to lie to the maximal extent possible. A similar relation holds across countries. Countries with a larger fraction of people with very strict attitudes toward civic norms have a higher society-level prevalence of rule violations.


This paper reports data from three subject pools (n = 717 subjects) using techniques based on those of Loewenstein et al. (J Personal Soc Psychol 57:426–441, 1989) and Blanco et al. (Games Econ Behav 72:321–338, 2011) to obtain parameters, respectively, of stated and revealed inequality aversion. We provide a replication opportunity for those papers, with two innovations: (1) a design which allows stated and revealed preferences to be compared at the individual level; (2) assessment of robustness of findings across subjects from a UK university, a Turkish university and Amazon Mechanical Turk. Our findings on stated aversion to inequality are qualitatively similar to those of Loewenstein et al. in each of our subject pools, whereas there are notable differences between some of our findings on revealed preference and those of Blanco et al. We find that revealed advantageous inequality aversion is often stronger than revealed dis-advantageous inequality aversion. In most subject pools, we find some (weak) correlation between corresponding parameters of stated and revealed inequality aversion.


Social discounting refers to the idea that decision-makers discount payoffs as a function of social distance. We introduce a method to measure social distance using interpersonal similarity; that is, how similar or different others are to the decision-maker. We use data from our own preregistered experiments as well from an existing, independently conducted, lab-in-the-field experiment to estimate the structural parameters of social discounting and find evidence for it. Our experiments control for competing explanations to isolate the effect of similarity and thus show that people have a preference for more similar others. Our estimates imply that in order for a decision-maker to willingly forgo $1 and have it instead benefit a dissimilar other, then it would need to increase to at least $1.25. We also find evidence for quasi-hyperbolic social discounting.


Working Paper

Social psychologists have long argued that persistently high rates of violence or anti-social behavior in the US South can be attributed to a so-called ‘culture of honor’. This culture requires an individual to stand up for himself using violence if necessary to protect his reputation. Within a social dilemma, these cultural differences in response to the cooperation and punishment behavior of others might lead to differences in social outcomes. In experiments using an innovative online platform, we find differences between Southerners and their counterparts with respect to the directionality of punishment in a social dilemma. These differences parallel the variation in effectiveness of punishment as a means of enhancing cooperation as well as the levels of anti-social punishment across societies.


Working Paper

Does Inequality Aversion explain Free Riding and Conditional Cooperation?

with Robin Cubitt and Simon Gächter

Standard theory predicts under provision of public goods as the benefits of these goods are non-rivalrous and non-excludable while the individual contributions to their provision are costly. In spite of this theoretical prediction we observe greater contributions than expected in both real-world situations as well as in laboratory experiments. Many possible behavioral motivations have been offered to explain these patterns of behavior. In this study our primary aim is to see if inequality aversion can explain these patterns of conditional cooperation and free riding. We find that, for the most part, inequality aversion explains perfect conditional cooperation as predicted by the Fehr and Schmidt (1999) model. In contrast, we find that subjects classified as free riders are equally likely to have low beta (as predicted by the Fehr and Schmidt (1999) model) as they are to have high beta (contrary to prediction). Further, the majority of our subjects are classified as imperfect conditional cooperators or other types; that is, the majority of our subjects are classified as types not at all predicted by the Fehr and Schmidt (1999) model.


Work in Progress

Our research explores how individuals remember their performance on previous assessments and whether they systematically overestimate their prior performance. This contrasts to standard economic theory where individuals are assumed to remember correctly or have random errors instead of systematic ones. Following the recent foundational work of Zimmerman 2020 and Chew, Huang, and Zhao 2020 who find students tend to believe they answered questions correctly that they actually missed or never saw, we believe students will overestimate their performance. The literature refers to this phenomenon as motivated memory or motivated belief. The primary objective of our work is to understand how gender and test design interact with false memory, especially topics where stereotypes persist.

Motivated Belief and Gender

with Timothy Flannery and Siyu Wang


Although experimental and clinical evidence suggest that endogenous sex hormones influence bone sarcoma genesis, the hypothesis has not been adequately tested in an appropriate animal model. We conducted a historical cohort study of Rottweiler dogs because they frequently undergo elective gonadectomy and spontaneously develop appendicular bone sarcomas, which mimic the biological behavior of the osteosarcomas that affect children and adolescents. Data were collected by questionnaire from owners of 683 Rottweiler dogs living in North America. To determine whether there was an association between endogenous sex hormones and risk of bone sarcoma, relative risk (RR) of incidence rates and hazard ratios for bone sarcoma were calculated for dogs subdivided on the basis of lifetime gonadal hormone exposure. Bone sarcoma was diagnosed in 12.6% of dogs in this cohort during 71,004 dog-months follow-up. Risk for bone sarcoma was significantly influenced by age at gonadectomy. Male and female dogs that underwent gonadectomy before 1 year of age had an approximate one in four lifetime risk for bone sarcoma and were significantly more likely to develop bone sarcoma than dogs that were sexually intact [RR ±95% CI = 3.8 (1.5–9.2) for males; RR ±95% CI = 3.1 (1.1–8.3) for females]. χ2 test for trend showed a highly significant inverse dose-response relationship between duration of lifetime gonadal exposure and incidence rate of bone sarcoma (P = 0.008 for males, P = 0.006 for females). This association was independent of adult height or body weight. We conclude that the subset of Rottweiler dogs that undergo early gonadectomy represent a unique, highly accessible target population to further study the gene:environment interactions that determine bone sarcoma risk and to test whether interventions can inhibit the spontaneous development of bone sarcoma.