Evaluating the accuracy of data collection on mobile phones: A study of forms, SMS, and voice

Somani Patnaik, E. Brunskill, W. Thies
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引用次数: 166

Abstract

While mobile phones have found broad application in reporting health, financial, and environmental data, there has been little study of the possible errors incurred during mobile data collection. This paper provides the first (to our knowledge) quantitative evaluation of data entry accuracy on mobile phones in a resource-poor setting. Via a study of 13 users in Gujarat, India, we evaluated three user interfaces: 1) electronic forms, containing numeric fields and multiple-choice menus, 2) SMS, where users enter delimited text messages according to printed cue cards, and 3) voice, where users call an operator and dictate the data in real-time. Our results indicate error rates (per datum entered) of 4.2% for electronic forms, 4.8% for SMS, and 0.45% for voice. These results caused us to migrate our own initiative (a tuberculosis treatment program in rural India) from electronic forms to voice, in order to avoid errors on critical health data. While our study has some limitations, including varied backgrounds and training of participants, it suggests that some care is needed in deploying electronic interfaces in resource-poor settings. Further, it raises the possibility of using voice as a low-tech, high-accuracy, and cost-effective interface for mobile data collection.
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评估手机数据收集的准确性:表格、短信和语音的研究
虽然移动电话在报告健康、金融和环境数据方面得到了广泛应用,但对移动数据收集过程中可能产生的错误的研究却很少。本文提供了第一个(据我们所知)在资源贫乏的情况下对移动电话数据输入准确性的定量评估。通过对印度古吉拉特邦13名用户的研究,我们评估了三种用户界面:1)电子表单,包含数字字段和多项选择菜单;2)短信,用户根据打印的提示卡输入分隔的文本信息;3)语音,用户呼叫接线员并实时口述数据。我们的结果表明,电子表格的错误率(每个输入的数据)为4.2%,短信为4.8%,语音为0.45%。这些结果促使我们将自己的倡议(印度农村的一个结核病治疗项目)从电子形式转移到语音形式,以避免在关键的健康数据上出现错误。虽然我们的研究有一些局限性,包括不同的背景和参与者的培训,但它表明在资源贫乏的环境中部署电子接口需要一些注意。此外,它提出了使用语音作为低技术,高精度和具有成本效益的移动数据收集接口的可能性。
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