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Inferences under time pressure: how opportunity costs affect strategy selection
Jörg Rieskamp1, Ulrich Hoffrage
1Max Planck Institute for Human Development, Lentzeallee 94, 14195 Berlin, Germany. rieskamp@mpib-berlin.mpg.de
People adapt their decision-making strategies based on time pressure. Under high time pressure, simple heuristics are preferred, while low pressure allows for more complex analysis, demonstrating adaptive strategy selection.
Area of Science:
- Cognitive Psychology
- Decision Science
- Behavioral Economics
Background:
- Understanding how individuals make inferences under varying time constraints is crucial for explaining real-world decision-making.
- Existing research often focuses on direct time limits, neglecting indirect pressures like opportunity costs.
Purpose of the Study:
- To investigate whether inference strategy selection depends on the magnitude and type of time pressure.
- To determine if individuals adapt their strategies based on situational characteristics.
Main Methods:
- Three experimental studies were conducted using a computerized information board for information search and inference tasks.
- Time pressure was manipulated indirectly (opportunity costs) and directly (limited choice time).
- Inference strategies were modeled using a lexicographic heuristic (LEX) and a weighted linear model.
Main Results:
- A lexicographic heuristic (LEX) best predicted inferences under high time pressure, regardless of pressure type.
- Under low time pressure, a weighted linear model integrating all information provided the best prediction.
- Indirect time pressure (opportunity costs) was examined as a common, yet understudied, factor.
Conclusions:
- Inference strategy selection is adaptive, varying with the magnitude and type of time pressure.
- Individuals shift from complex, information-integrating strategies to simpler heuristics when time is limited.
- Findings highlight the situational adaptability of human decision-making processes.
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