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

What makes written text appealing? In this registered report protocol, we propose to 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 comparing multiple headline variants for the same...

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Main Authors: Kristina Gligorić, George Lifchits, Robert West, Ashton Anderson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0257091
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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 protocol, we propose to 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 comparing multiple headline variants for the same news articles. This unique setup allows us to control for factors that can have crucial confounding effects on headline success. Based on prior literature and a pilot partition of the data, we formulate hypotheses about the linguistic features that are associated with statistically superior headlines. We will test our hypotheses on a much larger partition of the data that will become available after the publication of this registered report protocol. Our results will contribute to resolving competing hypotheses about the linguistic features that affect the success of text and will provide avenues for research into the psychological mechanisms that are activated by those features.
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spelling doaj.art-bab24bd62e66469c8a19b0041e83a1882023-03-26T05:31:54ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01169e025709110.1371/journal.pone.0257091Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).Kristina GligorićGeorge LifchitsRobert WestAshton AndersonWhat makes written text appealing? In this registered report protocol, we propose to 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 comparing multiple headline variants for the same news articles. This unique setup allows us to control for factors that can have crucial confounding effects on headline success. Based on prior literature and a pilot partition of the data, we formulate hypotheses about the linguistic features that are associated with statistically superior headlines. We will test our hypotheses on a much larger partition of the data that will become available after the publication of this registered report protocol. Our results will contribute to resolving competing hypotheses about the linguistic features that affect the success of text and will provide avenues for research into the psychological mechanisms that are activated by those features.https://doi.org/10.1371/journal.pone.0257091
spellingShingle Kristina Gligorić
George Lifchits
Robert West
Ashton Anderson
Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
PLoS ONE
title Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
title_full Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
title_fullStr Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
title_full_unstemmed Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
title_short Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol).
title_sort linguistic effects on news headline success evidence from thousands of online field experiments registered report protocol
url https://doi.org/10.1371/journal.pone.0257091
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AT robertwest linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreportprotocol
AT ashtonanderson linguisticeffectsonnewsheadlinesuccessevidencefromthousandsofonlinefieldexperimentsregisteredreportprotocol