Ferdinand M. Vieider’s research while affiliated with Mohammed VI Polytechnic University and other places

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Publications (11)


Meta-Analysis of Prospect Theory Parameters
  • Preprint

May 2025

Taisuke Imai

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Salvatore Nunnari

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Jilong Wu

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Ferdinand Vieider

We present a comprehensive meta-analysis of prospect theory (PT) parameter estimates, synthesizing data from 166 papers that report 812 estimates based on the decisions of approximately 52,000 subjects across 69 countries. We develop and implement a novel approach that enables the joint meta-analysis of multiple PT parameters, explicitly modeling potential covariation among them. Our analysis reveals that the average utility curvature (measured via the coefficient of constant relative risk aversion) is 0.33 for gains (95% credible interval [0.31, 0.36]) and 0.29 for losses (CrI [0.25, 0.32]). The average likelihood sensitivity parameter is 0.68 (CrI [0.66, 0.70]), and the average elevation parameter is 0.98 (CrI [0.95, 1.02]). These values align with the stylized facts of PT: diminishing sensitivity to changes in wealth relative to a reference point, and to changes in probabilities moving away from the endpoints of the unit interval. Beyond these central tendencies, we uncover substantial heterogeneity in parameter estimates, limiting the precision of predictions about future parameters. Among the study-level characteristics examined, the measurement method emerges as the most significant predictor of parameter variation, highlighting potential violations of procedural invariance. Nonetheless, a large portion of the heterogeneity remains unexplained even after adjusting for a wide range of study features, suggesting that subtle design differences meaningfully influence behavior. Our results thus offer not only a synthesis of existing findings but also a roadmap for future research.


Meta-analysis of Empirical Estimates of Loss Aversion

June 2024

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179 Reads

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45 Citations

Journal of Economic Literature

Loss aversion is one of the most widely used concepts in behavioral economics. We conduct a large-scale, interdisciplinary meta-analysis to systematically accumulate knowledge from numerous empirical estimates of the loss aversion coefficient reported from 1992 to 2017. We examine 607 empirical estimates of loss aversion from 150 articles in economics, psychology, neuroscience, and several other disciplines. Our analysis indicates that the mean loss aversion coefficient is 1.955 with a 95 percent probability that the true value falls in the interval [1.820, 2.102]. We record several observable characteristics of the study designs. Few characteristics are substantially correlated with differences in the mean estimates. (JEL D81, D91)




Meta-Analysis of Empirical Estimates of Loss-Aversion

December 2020

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110 Reads

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5 Citations

Loss aversion is one of the most widely used concepts in behavioral economics. We conduct a large-scale interdisciplinary meta-analysis, to systematically accumulate knowledge from numerous empirical estimates of the loss aversion coefficient reported during the past couple of decades. We examine 607 empirical estimates of loss aversion from 150 articles in economics, psychology, neuroscience, and several other disciplines. Our analysis indicates that the mean loss aversion coefficient is between 1.8 and 2.1. We also document how reported estimates vary depending on the observable characteristics of the study design.


World map of risk-tolerance
Macro-correlation with measures from Vieider et al. 2015
Correlation between average risk aversion and GDP per capita
Correlation between average risk-tolerance and EWP and past growth
Risk-tolerance-children correlation by GDP level

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Growth, Entrepreneurship, and Risk-Tolerance: A Risk-Income Paradox
  • Article
  • Publisher preview available

September 2019

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393 Reads

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37 Citations

Journal of Economic Growth

Recent papers have modeled the prevalence of risk-tolerance as shaped by growth, making testable predictions about the distribution of risk-tolerance across the globe. We test these predictions using a dataset containing a survey question capturing people’s risk-tolerance for representative samples from 78 countries. We find a negative between-country correlation between risk-tolerance and GDP per capita. Together with the positive within-country correlation between risk-tolerance and income, this results in a risk-income paradox. We further find a negative interaction effect of risk-tolerance and GDP on fertility. These findings provide support for endogenous-preference models of economic growth.

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Measuring time and risk preferences in an integrated framework

March 2019

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69 Reads

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28 Citations

Games and Economic Behavior

We investigate time discounting under risk. To this end, we modify a popular multiple price list (MPL) design to elicit time discounting. Structural estimations of model parameters yield several new insights. For one, we find present bias to persist under risk, contrary to some previous evidence from the psychology literature. We further confirm the robustness of inverse-S shaped probability weighting. This is important inasmuch as random choice predicts the opposite shape in our setup. We also show that correcting for probability weighting under risk impacts the assessment of discount rates. Those are systematically underestimated under the commonly used, more restrictive, expected utility.


All over the map: A worldwide comparison of risk preferences

February 2019

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630 Reads

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105 Citations

We obtain rich measurements of risk preferences for 2939 subjects across 30 countries, and use the data to paint a picture of the distribution of risk preferences across the globe using structural equation models. Reference‐dependence and likelihood‐dependence are found to be important everywhere. Model parameters in non‐Western countries differ systematically from those in Western countries, with poorer countries substantially more risk tolerant than rich countries on average. We qualify previous findings on gender effects and cognitive ability by showing how they mainly impact likelihood‐dependence. We further add novel evidence on the correlation between risk preferences and study major. Whereas we confirm previous results on observable characteristics of subjects explaining little of overall preference heterogeneity, a few macroeconomic indicators can explain a considerable part of the between‐country heterogeneity.




Citations (9)


... Our results provide insight into both the relevance and heterogeneity of reference-dependent sensitivity in an externally valid setting. The large-scale field context not only complements related work in psychology with their experiment-based and survey-based approaches (Brown et al., 2024;Mrkva et al., 2020), it contributes to work in economics investigating endogenous reference point construction (Kőszegi & Rabin, 2006), how reference points affect consumption and risk attitudes (Kőszegi & Rabin, 2007), and how experiences affect inter-temporal consumer dynamics (Hendel & Nevo, 2013). ...

Reference:

CRM Targeting with reference-dependent sensitivities: Evidence from the casino industry
Meta-analysis of Empirical Estimates of Loss Aversion
  • Citing Article
  • June 2024

Journal of Economic Literature

... As the safe option had a lower expected value ($2.00), it would be rational to bet on every trial. However, given the known risk-averse preferences of human agents in such settings [28,29], we anticipated that participants would bet less frequently than would be rational according to this strategy. ...

Meta-Analysis of Empirical Estimates of Loss-Aversion
  • Citing Article
  • January 2021

SSRN Electronic Journal

... While the experimental estimates of λ are typically in the range 1.8-2.3 (see [34] for a recent meta-analysis) and α is typically estimated to be in the neighborhood of 0.9, Table 2 reports the optimal asset allocation for a much wider range of parameters. This allows us to examine the robustness of the results to the parameter values, and to address the issue of possible heterogeneity among PT investors (as the parameter estimates are only population averages). ...

Meta-Analysis of Empirical Estimates of Loss-Aversion
  • Citing Preprint
  • December 2020

... Considering the previous research line, it is expected that higher risk-averse preferences will be connected with relatively lower levels of PTE. Several studies investigated the link between 2D:4D (lower PTE) and risk aversion in the context of risk-taking and found a positive link between these two (Neyse et al., 2020). Although the literature found some significant results, null results are also obtained. ...

Risk Attitudes and Digit Ratio (2D:4D): Evidence From Prospect Theory
  • Citing Article
  • January 2019

SSRN Electronic Journal

... They find that those with higher risk tolerance are more likely to become entrepreneurs and more successful in their ventures. Furthermore, Bouchouicha and Vieider (2019) find that economic growth is positively associated with higher levels of risk tolerance, which suggests that policies aimed at increasing risk tolerance may be beneficial for promoting entrepreneurship and economic growth. Dohmen et al. (2018) explore the relationship between cognitive ability and risk preference, including the role of information processing, perception of risk, and self-confidence. ...

Growth, Entrepreneurship, and Risk-Tolerance: A Risk-Income Paradox

Journal of Economic Growth

... There is a clear pattern indicating decreasing relative risk 9 Brooks, Peters and Zank (2013) report that about 70% to 73% of repeated choices matched the initial choices, and provide a short review indicating similar findings by others. Abdellaoui, Kemel, Panin and Vieider (2019) report correlations between 0.75 and 0.8 in an experiment using high stakes with Western students. ...

Measuring risk and time preferences in an integrated framework
  • Citing Article
  • January 2019

... This paper aimed to improve our understanding of poor people's behavioral attitudes toward risk and time, particularly with respect to residents of poor neighborhoods in Dammam, the fifth largest city in Saudi Arabia. We contribute empirical evidence to the sparse literature on Saudi people's behavioral preferences (Falk et al. 2018;L'Haridon and Vieider 2019;Aldhehayan and Tamvada 2023), identify interesting correlations in the country's urban poverty context, and compare our results to the findings reported in the few extant studies that have used the same elicitation method, which focused on Vietnam (Tanaka, Camerer, and Nguyen 2010;Nguyen 2011), Mali and Burkina Faso (Liebenehm and Waibel 2014), and the US (Ackert et al. 2020). ...

All over the map: A worldwide comparison of risk preferences

... The negative impact influence from psychological factors is the rational concept of investors having deviations in behavioral biases socially, cognitively, and emotionally. Related to investment bias on risk-taking profiles has been conducted [9], [10], [11]. There is a psychological bias in the behavior of economic actors and the lack of rational investment models in explaining the return of stock market trades [12]. ...

Violence and Risk Preference: Experimental Evidence from Afghanistan: Comment
  • Citing Article
  • August 2018

American Economic Review