Research

Amount and time exert independent influences on intertemporal choice

Amasino, D., Sullivan, N., Kranton, R., Huettel, S. (2019). Nature Human Behaviour.

Intertemporal choices involve tradeoffs between the value of rewards and the delay before those rewards are experienced. Canonical intertemporal choice models such as hyperbolic discounting assume that reward amount and time until delivery are integrated within each option prior to comparison. An alternative view posits that intertemporal choice reflects attribute-wise processes in which amount and time attributes are compared separately. 

In this paper, we use multi-attribute drift diffusion modeling (DDM) to show that attribute-wise comparison represents the choice process better than option-wise comparison for intertemporal choice in a young adult population. We find that, while accumulation rates for amount and time information are uncorrelated, the difference between those rates predicts individual differences in patience. Moreover, patient individuals incorporate amount earlier than time into the decision process. 

Using eye-tracking, we link these modeling results to attention, showing that patience results from a rapid, attribute-wise process that prioritizes amount over time information. Thus, we find converging evidence that distinct evaluation processes for amount and time determine intertemporal financial choices. Because intertemporal decisions in the lab have been linked to well-being including common failures of patience such as insufficient saving to dysfunctional impatience as in addiction, understanding individual differences in the choice process is important for developing more effective interventions.


Eyes on the account size: Interactions between attention and budget in consumer choice

Amasino, D., Dolgin, J., Huettel, S. (2023). Journal of Economic Psychology.

The context surrounding a consumer decision, such as one’s overall budget available for purchases, can exert a strong effect on the subjective value of a product. Across three eye-tracking studies, we explore the attentional processes through which budget size influences consumers’ purchasing behavior. In Study 1 and 2, participants chose whether to buy or skip items with varying prices, budgets, and desirability, whereas in Study 3, we rule out the possibility that budgets act solely as numerical anchors. Results show that higher budgets increased and sped up purchasing even when items were affordable at all budget sizes. Moreover, attention interacted with budget size to promote purchasing at higher budgets. Finally, individual differences in the magnitude of the budget effect related to attentional patterns: those whose decisions depended more on budget exhibited more budget-price transitions and less variability in search patterns compared to those whose decisions were less dependent on budget. These findings indicate that budgets can alter purchasing decisions through changes in the allocation of attention, allowing low budgets to serve as self-control devices and large budgets to generate impulse purchases.

Self-serving Bias in Redistribution Choices: Accounting for Beliefs and Norms

Amasino, D., Pace, D., van der Weele, J. (2023). Journal of Economic Psychology. 

We explore the psychological mechanisms underlying self-serving redistribution decisions in an experimental setting. This self-serving bias in redistribution has been attributed not only to self-interest, but also to constructs such as differing beliefs about the hard work or luck underlying inequality, differing fairness views, and differing perceptions of social norms. In this study, we directly measure each of these potential mechanisms and compare their mediating roles in the relationship between status and redistribution. In our experiment, participants complete real-effort tasks and then are randomly assigned a high or low pay rate per correct answer to exogenously induce (dis)advantaged status. Participants are then paired and those assigned the role of dictator decide how to divide their joint earnings. We find that advantaged dictators keep more for themselves than disadvantaged dictators and report different fairness views and beliefs about task performance, but not different perceptions of social norms. Further, only fairness views play a significant mediating role between status and allocation differences, suggesting this is the primary mechanism underlying self-serving differences in support for redistribution.

Fair Shares and Selective Attention

Coauthors: Davide Pace and Joël van der Weele

Attitudes towards fairness and redistribution differ along socio-economic lines, resulting in political conflict. To understand the formation of such views and find levers to affect them, we study the role of attention. In a large online experiment, we investigate how subjects allocate their visual attention to the contributions of merit and luck in the generation of a surplus and how they decide on its division. We find that subjects who randomly obtained an advantaged position pay less attention to information about true merit and retain more of the surplus. Both the attentional and behavioral patterns persist, although with smaller effect sizes, when dictators subsequently divide money between pairs of advantaged and disadvantaged subjects in the role of a benevolent judge. Moreover, attention has a substantial causal effect: forcing subjects to look for one second more at merit information relative to overall outcomes reduces the effect of having an advantaged position on allocations by about 40%. The evidence is consistent with a habit formation effect of attention in fairness decisions. These findings open a new window on socio-economic cleavages in attitudes towards redistribution, and suggest that attention-based policy interventions may be effective in reducing polarized views on inequality.

Seeking or Ignoring Ethical Certifications in Consumer Choice 

Coauthors: Suzanne Oosterwijk, Nicolette Sullivan, Joël van der Weele

Despite the increasing accessibility of ethical information, consumers underutilize this information, leading to missed societal opportunities to combat forced labour, climate change, and poverty. One potential reason for this under-use may be conflicting information-seeking and ignorance motives surrounding negatively-framed ethical information. Consumers may use ethical information when confronted with it but ignore such information when possible because it is unpleasant to contemplate. We investigate how positive vs. negative framing of ethical information influences the tension between information-seeking to make informed choices and information-ignorance to reduce unpleasant emotions and the resulting impact on choice. 

Preliminary results discussed: https://ase.uva.nl/content/news/2024/01/amasino-ethical-labelling-impact-on-consumer-choices.html 

In Progress

Information, Attention and Discrimination

Coauthors: Ayşe Gül Mermer and A. Yeşim Orhun

This project is in progress.

Discrimination against minority groups in organizational environments is well documented in many contexts including hiring and promotion decisions, yet little is known about the mechanisms behind discrimination. In this study, we investigate one potential channel: biased information acquisition by employers. This could manifest in seeking luck information for the minority group when performance is high -potentially to undercut it - but seeking ability information for the dominant group when performance is high. In a laboratory experiment, we measure how employers allocate attention, as a scarce resource, between different performance attributes of minority and majority workers to evaluate performance. Our results have potential policy implications on how institutions can be adapted and improved to cope with discrimination.

Reputational Reward Undermining/Crowding Out

Coauthors: Alan Sanfey and Scott Huettel

The data for this project have been collected and are currently being analyzed.

Common wisdom suggests that motivation is additive; compensation for helping one’s community should boost its value compared to helping without pay. Often it is the case that monetary incentives combine with other motivations to promote an activity. However, an emerging set of field and lab experiments show that under certain conditions mixed motivations undermine or “crowd out” each other, decreasing motivation. One hypothesis for why monetary incentives can crowd out social motivations is that it interferes with the ability to signal one’s altruism. In particular, money prevents the ability to build a reputation as a generous person because introducing monetary incentives means that the monetary motivation is difficult to distinguish from the motivation to help others. 

For this project, I visited the lab of Dr. Alan Sanfey at the University of Radboud Nijmegen. We are collaborating on a functional MRI experiment that examines the conditions under which monetary incentives crowd out pro-social motivations and characterizes the neural mechanisms underlying this phenomenon. I designed a modified Monetary Incentive Delay paradigm (Knutson et al., 2000) that includes rewards for self and charity, both alone and in combination and in private and public. I am using neural connectivity analyses to elucidate how social circuitry modulates the representation of reward value in the brain (ventromedial prefrontal cortex and ventral striatum) during reputational crowding out.

Elucidating the conditions and mechanisms underpinning social reward undermining is important for understanding how to encourage pro-social behavior, such as volunteering, donating, and contributing to or protecting shared societal resources. Therefore, investigating the impact of reputation motivation on behavior, and exploring the undermining of social motivations by monetary incentives can help provide clearer targets for behavioral change. This is important for understanding individuals’ motivations and creating better models of behavior as well as informing broader scale collective action problems such as motivating shifts in behavior to reduce environmental impact or promoting civic actions. 

Consumer Conformity

Coauthors: Scott Huettel and Rachel Kranton

The data for this project have been collected and are currently being analyzed.

People make purchasing decisions based on their identity and to gain approval from others (Campbell-Meiklejohn et al., 2010). Thus, conformity is a strong force in purchasing decisions. Moreover, social group membership interacts with conformity such that people want to behave more like their in-group and distinguish themselves from the outgroup (Izuma and Adolphs, 2013). Elucidating the neural mechanisms underlying social group conformity in purchasing behavior can lead to the development of better interventions or strategies to help people make better long-term choices. 

In this project, I am using functional MRI to investigate the neural processes underlying social influences on how people value items. In particular, I am interested in how social information coming from different sources is incorporated into the decision process. In this study, participants bid on a variety of items and a week later re-bid on those items after seeing how groups of others bid (in the MRI). The groups of others include people with similar and different preferences across domains including consumer, political, and aesthetic (control) preferences . I will compare the behavioral and neural influence on bids for those from the participant's in-group vs. out-group and different domains. I will investigate whether social brain regions (dorsomedial prefrontal cortex, temporal-parietal junction) show higher connectivity with valuation regions (ventromedial prefrontal cortex, ventral striatum) for those who are in-group and whether this is mediated by domain (political vs. consumer vs. aesthetic group). 

Understanding how specific types of group membership impact decision-making, as opposed to an ambiguous majority, is important for discerning how identity interacts with choice. Certain identities may act more strongly on behavior (ie: political in-group vs. out-group may feel more tied to a sense of self), or have more influence depending on the type of decision (ie: consumer group is more directly relevant for a consumer task). It is important to more fully characterize these interactions between identity and choice better predict how social motivations such as conformity and group bias will impact choice.