Version 1.0

Replication Data for: Racing the Clock: Using Response Time as a Proxy for Attentiveness on Self-Administered Surveys

Read, Blair;Wolters, Lukas;Berinsky, Adam

Description

Internet-based surveys have expanded public opinion data collection at the expense of monitoring respondent attentiveness, potentially compromising data quality. Researchers now have to evaluate attentiveness ex-post. We propose a new proxy for attentiveness -- response-time attentiveness clustering (RTAC) -- that uses dimension reduction and an unsupervised clustering algorithm to leverage variation in response time between respondents and across questions. We advance the literature theoretically arguing that the existing dichotomous classification of respondents as fast or attentive is insufficient and neglects slow and inattentive respondents. We validate our theoretical classification and empirical strategy against commonly used proxies for survey attentiveness. In contrast to other methods for capturing attentiveness, RTAC allows researchers to collect attentiveness data unobtrusively without sacrificing space on the survey instrument.This replication package provides the data and analysis code for all the analysis on the paper.

Citations (0)

Mentions (0)

Metrics

Dataset Index

1.0

FAIR Score

15%

Citations

2

Mentions

0

Metrics Over Time

Publication Details

DOI

Publisher

Harvard Dataverse

License

Creative Commons Zero v1.0 Universal

Assigned Domain

Subfield

Statistics and Probability

Field

Mathematics

Domain

Physical Sciences

Confidence Score

56%

Source

Scholar Data Model

Keywords

Social Sciencesresponse time; attentiveness; survey methods

Normalization Factors

FT

57.69

CTw

1.00

MTw

1.00