grmRT: An R Package for Joint Modeling of Likert Responses and Response Times Under the Distance-Difficulty Hypothesis

Computer-administered questionnaires record item response times, yet these timings rarely inform scale evaluation. We introduce grmRT, an R package that jointly models Likert responses with the graded response model and log response times with an inverted-U function of the person-item distance (the distance-difficulty hypothesis). The package estimates the model by marginal maximum likelihood, offers Student-t errors for noisy web-survey timings, and tests the distance effect item by item as a diagnostic of item functioning. In 11,605 respondents to the IPIP Big-Five markers, 48 of 49 timed items showed the expected pattern; the exception, “I insult people,” was among the least discriminating items.

Authors

Institutions

Publication Details

Journal
Applied Psychological Measurement
Published
2026-11-02
DOI
https://doi.org/10.1177/01466216261506088
Primary Topic
Psychometric Methodologies and Testing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

grmRT: An R Package for Joint Modeling of Likert Responses and Response Times Under the Distance-Difficulty Hypothesis

Ag. Bambang Setiyadi, Hardo Adriyanto, Chairul Anwar, Dian Permata Sari
4 links
Applied Psychological Measurement
Psychometric Methodologies and Testing
article

grmRT: An R Package for Joint Modeling of Likert Responses and Response Times Under the Distance-Difficulty Hypothesis

Ag. Bambang Setiyadi, Hardo Adriyanto, Chairul Anwar, Dian Permata Sari
article en

Abstract

Computer-administered questionnaires record item response times, yet these timings rarely inform scale evaluation. We introduce grmRT, an R package that jointly models Likert responses with the graded response model and log response times with an inverted-U function of the person-item distance (the distance-difficulty hypothesis). The package estimates the model by marginal maximum likelihood, offers Student-t errors for noisy web-survey timings, and tests the distance effect item by item as a diagnostic of item functioning. In 11,605 respondents to the IPIP Big-Five markers, 48 of 49 timed items showed the expected pattern; the exception, “I insult people,” was among the least discriminating items.

Applied Psychological Measurement
Lampung University (ID), Universitas Islam Negeri Raden Intan Lampung (ID), Aisyah University (ID)
Openalex Percentile: Top 13%
Psychometric Methodologies and Testing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon