Measurement

From Faces to Politics: Vision-Language Models (Sometimes) Link Visual Demographic Characteristics to Ideological Labels featured image

From Faces to Politics: Vision-Language Models (Sometimes) Link Visual Demographic Characteristics to Ideological Labels

PA · 2026

When AI models look at a political campaign photo, do they make assumptions about the candidate's ideology based on race or gender — even when the ad itself is completely neutral? …

avatar
Soyeon Jeon
•
Short, Precise, and Valid: A Computerized Adaptive Approach to Measuring the Big Five featured image

Short, Precise, and Valid: A Computerized Adaptive Approach to Measuring the Big Five

Working Paper · 2026

Introduces the Big Five Adaptive Inventory (BF-AI), a freely available computerized adaptive test built on the 100-item IPIP-NEO via the catSurv R package. In simulation studies …

muchen-xi
•
A Dynamic, Ordinal Gaussian Process Item Response Theoretic Model featured image

A Dynamic, Ordinal Gaussian Process Item Response Theoretic Model

Working Paper · 2026

Proposes GD-GPIRT, a generalized dynamic Gaussian process item response theory model for longitudinal and ordinal observations. The model combines Bayesian nonparametric IRT — …

avatar
Yehu Chen
•
Towards a Framework for Creating Trustworthy Measures with Supervised Machine Learning featured image

Towards a Framework for Creating Trustworthy Measures with Supervised Machine Learning

PSRM · 2025

Proposes a framework for evaluating the validity and trustworthiness of measures created using supervised machine learning. The paper argues that standard validation practices from …

ju-yeon-park
•
Idiographic Personality Gaussian Process for Psychological Assessment featured image

Idiographic Personality Gaussian Process for Psychological Assessment

NeurIPS · 2024

Personality psychology has long been caught between two competing visions: models that describe everyone the same way, and models tailored uniquely to each individual. This paper …

avatar
Yehu Chen
•
Ends Against the Middle: Measuring Latent Traits When Opposites Respond the Same Way for Antithetical Reasons featured image

Ends Against the Middle: Measuring Latent Traits When Opposites Respond the Same Way for Antithetical Reasons

PA · 2023

Standard political measurement tools assume that people who give the same answer do so for the same reason — but what if a liberal and a conservative both vote "no" for completely …

jbrandon-duck-mayr
•

validateIt: Crowdsourced Validation of Topic Models

R package for crowdsourced validation of topic models via Amazon Mechanical Turk. Creates and manages tasks that assess both topic coherence and label accuracy, integrating …

luwei-ying
•
Topics, Concepts, and Measurement: A Crowdsourced Procedure for Validating Topics as Measures featured image

Topics, Concepts, and Measurement: A Crowdsourced Procedure for Validating Topics as Measures

PA · 2022

Topic models have become one of the most popular tools for analyzing political text at scale — but are researchers actually checking whether the topics they find measure what they …

luwei-ying
•
Adaptive Inventories: A Practical Guide for Applied Researchers featured image

Adaptive Inventories: A Practical Guide for Applied Researchers

Cambridge University Press · 2022

Survey research has a fundamental tension: asking enough questions to measure something well versus not exhausting or losing respondents. This book introduces a smarter solution — …

jacob-m.-montgomery
•

bggum: Bayesian Estimation of the Generalized Graded Unfolding Model

R package for Bayesian estimation of the generalized graded unfolding model (GGUM) via Metropolis-coupled MCMC. Recovers ideal points in settings where respondents with opposing …

jbrandon-duck-mayr
•