大数据,大问题:为什么科学家应该避免使用谷歌趋势

IF 1.3 3区 社会学 Q3 SOCIOLOGY Acta Sociologica Pub Date : 2023-01-30 DOI:10.1177/00016993221151118
Alexandra Franzén
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引用次数: 3

摘要

十多年来,医学和社会科学领域的研究人员一直在使用谷歌趋势,他们希望利用互联网搜索信息来获得有关医疗和社会问题的新数据和见解。同一家公司的类似工具谷歌流感趋势于2015年因准确性严重问题被谷歌废除;这不仅对谷歌,而且对所有收集大数据的平台提供的数据的质量提出了更大的质疑。在这篇文章中,我使用了一个计划外的实验来测试谷歌趋势的可靠性和可复制性。研究结果强烈表明,所有领域的科学家在进行研究时都应该避免使用谷歌趋势工具。
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Big data, big problems: Why scientists should refrain from using Google Trends
Google Trends has for over a decade been used by researchers in medicine and the social sciences who want to use information about internet searches to gain new data and insights concerning medical and social issues. A similar tool by the same company, Google Flu Trends, was abolished by Google in 2015 due to serious problems with accuracy; raising larger questions about the quality of the data provided, not only by Google, but by all platforms collecting big data. In this article, I use an unplanned experiment to test the reliability and replicability of Google Trends. The results strongly indicate that scientists in all fields should refrain from using the tool Google Trends when conducting research.
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来源期刊
Acta Sociologica
Acta Sociologica SOCIOLOGY-
CiteScore
4.00
自引率
0.00%
发文量
27
期刊介绍: Acta Sociologica is a peer reviewed journal which publishes papers on high-quality innovative sociology peer reviewed journal which publishes papers on high-quality innovative sociology carried out from different theoretical and methodological starting points, in the form of full-length original articles and review essays, as well as book reviews and commentaries. Articles that present Nordic sociology or help mediate between Nordic and international scholarly discussions are encouraged.
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