Studies of Human Inference Using On-line Testing

Summary

The investigators will record behavioral responses from human participants on crowdsourcing platform Prolific to identify the decision strategies humans apply short-term, long-term, and multi timescale (across both timescales) inference tasks. Participants will perform a flexible decision-making task (described in Research Strategy Aim 1) in which subjects must determine which of two locations a series of evidence (package drops) came from. Subjects must 1) report the current location, 2) predict the next location. The investigators will record these responses, the number (and sequence) of evidence, and the response time (time from the end of trial until the response) for each trial. Subjects will perform all blocks (parameters and number of blocks to be determined by inference model development and testing prior to task development) so that we can compare responses at each timescale. Since participants participate voluntarily for small sums of money (around $12/ hour based on duration of task) and the investigators' previous studies have collected over 200 subjects in a matter of days, they will aim to record behavioral data from 1000 subjects. This number allows them to address the broad range of subject variability expected using Bayesian statistical methods such as Bayes factors.

Eligibility

Age range

18+ years

Sex

All

Healthy volunteers

Yes

Interventions

• Behavioral
  psychophysics

  Subjects will be shown two locations and a series of package drops that switch between the two locations with an unknown frequency. Subjects must identify which location is current in use and which location will be selected next. Subjects know that the frequency of the location changes is different in each block but not its exact value

Location