Data Quality in Web and App Diaries: A Person-Level Comparison

Stella Chatzitheochari, E. Mylona
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引用次数: 1

Abstract

The time-use diary is a complex and burdensome data collection instrument. This can negatively affect data quality, leading to less detailed and/or inaccurate activity reporting as the surveyed time period unfolds. However, it can also be argued that data quality may actually improve over time as respondents become more familiar with the diary instrument format and more interested in the diary task. These competing hypotheses have only been partially tested on data from paper and telephone-administered diaries, which are traditionally used for large-scale data collection. Less is known about self-administered modes that make use of new technologies, despite their increasing popularity among researchers. This research note rectifies this omission by comparing diary quality in self-administered web and app diaries, drawing on data from the Millennium Cohort Study. We construct a person-level data quality typology, using information on missing data, episode changes, and reporting of key daily activity domains. Results show significant mode differences on person-level data quality, after controlling for characteristics known to influence diary mode selection and data quality. App diarists were more likely to return two diaries of inconsistent quality. Both respondent fatigue and improvement of completion over time appear more common among app diarists.
Web和App日记中的数据质量:个人层面的比较
时间使用日记是一种复杂而繁琐的数据收集工具。这可能会对数据质量产生负面影响,导致随着调查时间段的展开,活动报告的细节和/或不准确。然而,也可以认为,随着时间的推移,数据质量实际上可能会提高,因为受访者对日记工具格式更熟悉,对日记任务更感兴趣。这些相互矛盾的假设只在传统上用于大规模数据收集的纸质和电话管理日记的数据上得到了部分检验。尽管在研究人员中越来越受欢迎,但人们对利用新技术的自我管理模式知之甚少。本研究报告通过比较自我管理的网络日记和应用程序日记的质量,利用千年队列研究的数据,纠正了这一遗漏。我们构建了一个个人层面的数据质量类型学,使用关于缺失数据、事件变化和关键日常活动域报告的信息。结果显示,在控制了已知影响日记模式选择和数据质量的特征之后,个人层面的数据质量存在显著的模式差异。应用程序日志写手更有可能退回两份质量不一致的日志。随着时间的推移,受访者的疲劳感和完成度的提高在应用日记撰写者中更为常见。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
1.30
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0.00%
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