Predicting (un)healthy behavior: A comparison of risk-taking propensity measures.

We compare four different risk-taking propensity measures on their ability to describe and to predict actual risky behavior in the domain of health. The risk-taking propensity measures we compare are: (1) a general measure of risk-taking propensity derived from a one-item survey question (Dohmen et al., 2011), (2) a risk aversion index calculated from a set of incentivized monetary gambles (Holt & Laury, 2002), (3) a measure of risk taking derived from an incentive compatible behavioral task-the Balloon Analog Risk Task (Lejuez et al., 2002), and (4) a composite score of risk-taking likelihood in the health domain from the Domain-Specific Risk Taking (DOSPERT) scale (Weber et al., 2002). Study participants are 351 clients of health centers around Witbank, South Africa. Our findings suggest that the one-item general measure is the best predictor of risky health behavior in our population, predicting two out of four behaviors at the 5% level and the remaining two behaviors at the 10% level. The DOSPERT score in the health domain performs well, predicting one out of four behaviors at the 1% significance level and two out of four behaviors at the 10% level, but only if the DOSPERT instrument contains a hypothetical risk-taking item that is similar to the actual risky behavior being predicted. Incentivized monetary gambles and the behavioral task were unrelated to actual health behaviors; they were unable to predict any of the risky health behaviors at the 10% level. We provide evidence that this is not because the participants had trouble understanding the monetary trade-off questions or performed poorly in the behavioral task. We conclude by urging researchers to further test the usefulness of the one-item general measure, both in explaining health related risk-taking behavior and in other contexts.

[1]  Mark Gordon,et al.  EVALUATING THE BALLOON ANALOGUE RISK TASK (BART) AS A PREDICTOR OF RISK TAKING IN ADOLESCENT AND ADULT MALE DRIVERS , 2007 .

[2]  Colin Camerer,et al.  The Effects of Financial Incentives in Experiments: A Review and Capital-Labor-Production Framework , 1999 .

[3]  D. Kivlahan,et al.  The AUDIT Alcohol Consumption Questions (AUDIT-C) An Effective Brief Screening Test for Problem Drinking , 2010 .

[4]  E. Weber,et al.  Affective and deliberative processes in risky choice: age differences in risk taking in the Columbia Card Task. , 2009, Journal of experimental psychology. Learning, memory, and cognition.

[5]  Yaniv Hanoch,et al.  Domain Specificity in Experimental Measures and Participant Recruitment , 2006, Psychological science.

[6]  Gregory L. Stuart,et al.  Evaluation of a behavioral measure of risk taking: the Balloon Analogue Risk Task (BART). , 2002, Journal of experimental psychology. Applied.

[7]  J. Yates Risk-taking behavior , 1992 .

[8]  Shawn P. Curley,et al.  Individual differences in risk taking. , 1992 .

[9]  L. Fraenkel,et al.  Risk-attitude and patient treatment preferences , 2003, Lupus.

[10]  Charles A. Holt,et al.  Risk Aversion and Incentive Effects , 2002 .

[11]  A. Falk,et al.  Individual Risk Attitudes: Measurement, Determinants and Behavioral Consequences , 2009 .

[12]  C. Sugar,et al.  Is all risk bad? Young adult cigarette smokers fail to take adaptive risk in a laboratory decision-making test , 2011, Psychopharmacology.

[13]  Cary Deck,et al.  Measuring Risk Aversion on Multiple Tasks : Can Domain Specific Risk Attitudes Explain Apparently Inconsistent Behavior ? * December 2010 , 2011 .

[14]  Manfred J. Schmitt,et al.  Convergence of Direct, Indirect, and Objective Risk-Taking Measures in Gambling , 2010 .

[15]  Eric J. Johnson,et al.  Decisions Under Uncertainty: Psychological, Economic, and Neuroeconomic Explanations of Risk Preference , 2009 .

[16]  J. Lammers,et al.  HIV/AIDS, risk and intertemporal choice , 2008 .

[17]  Elke U. Weber,et al.  Beyond a Trait View of Risk Taking: A Domain-Specific Scale Measuring Risk Perceptions, Expected Benefits, and Perceived-Risk Attitudes in German-Speaking Populations , 2004 .

[18]  J. Richards,et al.  Dimensions of impulsive behavior: Personality and behavioral measures , 2006 .

[19]  E. Weber,et al.  A Domain-Specific Risk-Attitude Scale: Measuring Risk Perceptions and Risk Behaviors , 2002 .

[20]  Elke U. Weber,et al.  The Decision Making Individual Differences Inventory and guidelines for the study of individual differences in judgment and decision-making research , 2011, Judgment and Decision Making.

[21]  G. Charness,et al.  Comprehension and Risk Elicitation in the Field: Evidence from Rural Senegal , 2012 .

[22]  Lisa R. Anderson,et al.  Predicting health behaviors with an experimental measure of risk preference. , 2008, Journal of health economics.

[23]  Brian J. Klassen Does Disinhibition Mediate Alcohol Use And Risk Taking , 2010 .