Cargando…

Low validity of Google Trends for behavioral forecasting of national suicide rates

Recent research suggests that search volumes of the most popular search engine worldwide, Google, provided via Google Trends, could be associated with national suicide rates in the USA, UK, and some Asian countries. However, search volumes have mostly been studied in an ad hoc fashion, without contr...

Descripción completa

Detalles Bibliográficos
Autores principales: Tran, Ulrich S., Andel, Rita, Niederkrotenthaler, Thomas, Till, Benedikt, Ajdacic-Gross, Vladeta, Voracek, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558943/
https://www.ncbi.nlm.nih.gov/pubmed/28813490
http://dx.doi.org/10.1371/journal.pone.0183149
_version_ 1783257469665935360
author Tran, Ulrich S.
Andel, Rita
Niederkrotenthaler, Thomas
Till, Benedikt
Ajdacic-Gross, Vladeta
Voracek, Martin
author_facet Tran, Ulrich S.
Andel, Rita
Niederkrotenthaler, Thomas
Till, Benedikt
Ajdacic-Gross, Vladeta
Voracek, Martin
author_sort Tran, Ulrich S.
collection PubMed
description Recent research suggests that search volumes of the most popular search engine worldwide, Google, provided via Google Trends, could be associated with national suicide rates in the USA, UK, and some Asian countries. However, search volumes have mostly been studied in an ad hoc fashion, without controls for spurious associations. This study evaluated the validity and utility of Google Trends search volumes for behavioral forecasting of suicide rates in the USA, Germany, Austria, and Switzerland. Suicide-related search terms were systematically collected and respective Google Trends search volumes evaluated for availability. Time spans covered 2004 to 2010 (USA, Switzerland) and 2004 to 2012 (Germany, Austria). Temporal associations of search volumes and suicide rates were investigated with time-series analyses that rigorously controlled for spurious associations. The number and reliability of analyzable search volume data increased with country size. Search volumes showed various temporal associations with suicide rates. However, associations differed both across and within countries and mostly followed no discernable patterns. The total number of significant associations roughly matched the number of expected Type I errors. These results suggest that the validity of Google Trends search volumes for behavioral forecasting of national suicide rates is low. The utility and validity of search volumes for the forecasting of suicide rates depend on two key assumptions (“the population that conducts searches consists mostly of individuals with suicidal ideation”, “suicide-related search behavior is strongly linked with suicidal behavior”). We discuss strands of evidence that these two assumptions are likely not met. Implications for future research with Google Trends in the context of suicide research are also discussed.
format Online
Article
Text
id pubmed-5558943
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-55589432017-08-25 Low validity of Google Trends for behavioral forecasting of national suicide rates Tran, Ulrich S. Andel, Rita Niederkrotenthaler, Thomas Till, Benedikt Ajdacic-Gross, Vladeta Voracek, Martin PLoS One Research Article Recent research suggests that search volumes of the most popular search engine worldwide, Google, provided via Google Trends, could be associated with national suicide rates in the USA, UK, and some Asian countries. However, search volumes have mostly been studied in an ad hoc fashion, without controls for spurious associations. This study evaluated the validity and utility of Google Trends search volumes for behavioral forecasting of suicide rates in the USA, Germany, Austria, and Switzerland. Suicide-related search terms were systematically collected and respective Google Trends search volumes evaluated for availability. Time spans covered 2004 to 2010 (USA, Switzerland) and 2004 to 2012 (Germany, Austria). Temporal associations of search volumes and suicide rates were investigated with time-series analyses that rigorously controlled for spurious associations. The number and reliability of analyzable search volume data increased with country size. Search volumes showed various temporal associations with suicide rates. However, associations differed both across and within countries and mostly followed no discernable patterns. The total number of significant associations roughly matched the number of expected Type I errors. These results suggest that the validity of Google Trends search volumes for behavioral forecasting of national suicide rates is low. The utility and validity of search volumes for the forecasting of suicide rates depend on two key assumptions (“the population that conducts searches consists mostly of individuals with suicidal ideation”, “suicide-related search behavior is strongly linked with suicidal behavior”). We discuss strands of evidence that these two assumptions are likely not met. Implications for future research with Google Trends in the context of suicide research are also discussed. Public Library of Science 2017-08-16 /pmc/articles/PMC5558943/ /pubmed/28813490 http://dx.doi.org/10.1371/journal.pone.0183149 Text en © 2017 Tran et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tran, Ulrich S.
Andel, Rita
Niederkrotenthaler, Thomas
Till, Benedikt
Ajdacic-Gross, Vladeta
Voracek, Martin
Low validity of Google Trends for behavioral forecasting of national suicide rates
title Low validity of Google Trends for behavioral forecasting of national suicide rates
title_full Low validity of Google Trends for behavioral forecasting of national suicide rates
title_fullStr Low validity of Google Trends for behavioral forecasting of national suicide rates
title_full_unstemmed Low validity of Google Trends for behavioral forecasting of national suicide rates
title_short Low validity of Google Trends for behavioral forecasting of national suicide rates
title_sort low validity of google trends for behavioral forecasting of national suicide rates
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558943/
https://www.ncbi.nlm.nih.gov/pubmed/28813490
http://dx.doi.org/10.1371/journal.pone.0183149
work_keys_str_mv AT tranulrichs lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates
AT andelrita lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates
AT niederkrotenthalerthomas lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates
AT tillbenedikt lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates
AT ajdacicgrossvladeta lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates
AT voracekmartin lowvalidityofgoogletrendsforbehavioralforecastingofnationalsuiciderates