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Development and Validation of a New Risk-Taking Game: Helsinki Aiming Task (HAT)
Ilmari Määttänen1, Jussi Palomäki2,3, Juha Vepsäläinen2
1Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, 00014 Helsinki, Finland.
Behavioral Sciences (Basel, Switzerland)
|November 27, 2025
Summary
We developed the Helsinki Aiming Task (HAT), a new game to measure behavioral risk-taking. HAT effectively assesses how individuals respond to penalties and rewards, offering insights into decision-making.
Area of Science:
- Behavioral economics
- Psychological assessment
- Decision science
Background:
- Risk-taking behavior is crucial in decision-making.
- Existing measures may not capture fine-grained responses to immediate outcomes.
- A novel tool is needed to assess sensitivity to penalties and rewards.
Purpose of the Study:
- Introduce and validate the Helsinki Aiming Task (HAT), a new game for measuring risk-taking.
- Examine HAT's construct validity and convergent validity with other measures.
- Assess HAT's ability to capture responses to varying penalty levels and "gun" inaccuracy.
Main Methods:
- Developed HAT, a shooting game with adjustable "gun" inaccuracy and penalty levels.
- Conducted four studies (N=188 total) involving HAT performance, comparisons with Balloon Analogue Risk Task (BART), and self-report measures.
- Analyzed risk-taking indicators (aiming point, accrued penalties) and sensitivity to reward/punishment.
Main Results:
- Participants in HAT adjusted their behavior (became more cautious) with increased penalties and inaccuracy.
- HAT risk indicators showed weak correlation with BART but strong association with self-reported risk-taking.
- HAT's measure of reinforcement sensitivity explained self-reported risk-taking better than BART.
Conclusions:
- HAT is a valid new tool for measuring behavioral risk-taking, particularly responses to immediate positive and negative outcomes.
- HAT provides a nuanced assessment of reward and punishment sensitivity in decision-making.
- HAT offers a valuable alternative or complement to existing risk assessment methods like BART.

