Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).

What makes written text appealing? In this registered report, we study the linguistic characteristics of news headline success using a large-scale dataset of field experiments (A/B tests) conducted on the popular website Upworthy.com comparing multiple headline variants for the same news articles. T...

Full description

Bibliographic Details
Main Authors: Kristina Gligorić, George Lifchits, Robert West, Ashton Anderson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2023-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0281682
_version_ 1797843082725556224
author Kristina Gligorić
George Lifchits
Robert West
Ashton Anderson
author_facet Kristina Gligorić
George Lifchits
Robert West
Ashton Anderson
author_sort Kristina Gligorić
collection DOAJ
description What makes written text appealing? In this registered report, we study the linguistic characteristics of news headline success using a large-scale dataset of field experiments (A/B tests) conducted on the popular website Upworthy.com comparing multiple headline variants for the same news articles. This unique setup allows us to control for factors that could otherwise have important confounding effects on headline success. Based on the prior literature and an exploratory portion of the data, we formulated hypotheses about the linguistic features associated with statistically superior headlines, previously published as a registered report protocol. Here, we report the findings based on a much larger portion of the data that became available after the publication of our registered report protocol. Our registered findings contribute to resolving competing hypotheses about the linguistic features that affect the success of text and provide avenues for research into the psychological mechanisms that are activated by those features.
first_indexed 2024-04-09T16:58:44Z
format Article
id doaj.art-fd938ddd2f7a4c998ccfe907d876d456
institution Directory Open Access Journal
issn 1932-6203
language English
last_indexed 2024-04-09T16:58:44Z
publishDate 2023-01-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS ONE
spelling doaj.art-fd938ddd2f7a4c998ccfe907d876d4562023-04-21T05:34:30ZengPublic Library of Science (PLoS)PLoS ONE1932-62032023-01-01183e028168210.1371/journal.pone.0281682Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).Kristina GligorićGeorge LifchitsRobert WestAshton AndersonWhat makes written text appealing? In this registered report, we study the linguistic characteristics of news headline success using a large-scale dataset of field experiments (A/B tests) conducted on the popular website Upworthy.com comparing multiple headline variants for the same news articles. This unique setup allows us to control for factors that could otherwise have important confounding effects on headline success. Based on the prior literature and an exploratory portion of the data, we formulated hypotheses about the linguistic features associated with statistically superior headlines, previously published as a registered report protocol. Here, we report the findings based on a much larger portion of the data that became available after the publication of our registered report protocol. Our registered findings contribute to resolving competing hypotheses about the linguistic features that affect the success of text and provide avenues for research into the psychological mechanisms that are activated by those features.https://doi.org/10.1371/journal.pone.0281682
spellingShingle Kristina Gligorić
George Lifchits
Robert West
Ashton Anderson
Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
PLoS ONE
title Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
title_full Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
title_fullStr Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
title_full_unstemmed Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
title_short Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report).
title_sort linguistic effects on news headline success evidence from thousands of online field experiments registered report
url https://doi.org/10.1371/journal.pone.0281682
work_keys_str_mv AT kristinagligoric linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreport
AT georgelifchits linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreport
AT robertwest linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreport
AT ashtonanderson linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreport