婴儿、洗澡水和大数据:从弗兰兹·萨曼(2023)谷歌趋势建议的表面下看

IF 1.3 3区 社会学 Q3 SOCIOLOGY Acta Sociologica Pub Date : 2023-07-18 DOI:10.1177/00016993231187489
J. Raubenheimer
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引用次数: 0

摘要

Franzén(2023:1)警告说,当研究人员试图使用谷歌趋势(GT)数据时,会出现“大问题”。对她提供的证据进行了审查,获得并分析了其他证据,得出了一系列新的结论。以前遇到的异常是由多种因素造成的,但可以通过注意谷歌对其数据进行采样以提供GT结果来解释,这些数据也经过了缩放,这可能会加剧样本之间的差异,丹麦是一个小国,Jakob Scharf是一个低概率搜索词,这两种情况都会增加GT提供的搜索概率的变化。当获得并聚合多个样本时(中位数最适合低概率搜索项),这种变化得到控制,并导出稳定的时间序列。研究人员不应将GT视为一个简单的数据来源,而应在这些数据固有的限制范围内,完成理解数据所需的工作,并使用这些数据,解释他们的结果。为了从GT获得更稳定的估计,聚合多个样本(最好是每个时间点的中值)是很重要的。
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Of babies, bathwater, and big data: Going beneath the surface of Franzén’s (2023) Google Trends recommendations
Franzén (2023 : 1) has warned of ‘big problems’ when researchers attempt to use Google Trends (GT) data. The evidence she provides is examined, additional evidence is obtained and analysed, and a new set of conclusions are derived. The anomalies previously encountered are due to a combination of factors, but can be explained by noting that Google samples its data to provide GT results, these data are also scaled, which can exacerbate variation between samples, and Denmark is a small country and Jakob Scharf a low-probability search term, both of which would increase variation in search probabilities provided by GT. When multiple samples are obtained and aggregated (medians are best for low-probability search terms), this variation is controlled, and a stable time series is derived. Researchers should not see GT as an easy source of data, but should do the work required to understand the data, and should use it, and interpret their results, within the limitations inherent in these data. It is important to aggregate multiple samples (preferably with the median for each time point) in order to obtain more stable estimates from GT.
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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.
期刊最新文献
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