Survey and experiment design with language model persona panels

LLMRpanel administers survey and experimental instruments to panels of language model personas. panel_from_margins() draws persona attributes from supplied margins. panel_from_data() samples microdata rows, and panel_from_personas() uses a prepared persona data frame.

Details

Build instruments with panel_instrument() and the item constructors. conjoint_design() and conjoint_instrument() create forced-choice conjoint tasks. panel_administer() records the item and option order used for each response. panel_batch_submit() submits larger administrations through a provider's batch API.

panel_benchmark() compares response shares with a supplied benchmark. panel_bias_audit() counts parse failures and tests first-option sensitivity. conjoint_amce() estimates conjoint effects from the recorded respondent-level profile assignments. administration.

See also

Useful links:

• https://github.com/asanaei/LLMRpanel

• https://asanaei.github.io/LLMRpanel/

• Report bugs at https://github.com/asanaei/LLMRpanel/issues

Author

Maintainer: Ali Sanaei sanaei@uchicago.edu [copyright holder]