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Adaptive Measurement of Well-Being: Maximizing Efficiency and Optimizing User Experience during Individual Assessment

机译:适应性幸福感测量:在个人评估中最大化效率并优化用户体验

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摘要

Well-being is linked to important societal factors such as health care costs and productivity and has experienced a surge in development activity of both theories and measurement. This study builds on validation of the Well-Being 5 survey and for the first time applies Item Response Theory, a modern and flexible measurement paradigm, to form the basis of adaptive population well-being measurement. Adaptive testing allows survey questions to be administered selectively, thereby reducing the number of questions required of the participant. After the graded response model was fit to a sample of size N=12,035, theta scores were estimated based on both the full-item bank and a simulation of Computerized Adaptive Testing (CAT). Comparisons of these 2 sets of score estimates with each other and of their correlations with external outcomes of job performance, absenteeism, and hospital admissions demonstrate that the CAT well-being scores maintain accuracy and validity. The simulation indicates that the average survey taker can expect a reduction in number of items administered during the CAT process of almost 50%. An increase in efficiency of this extent is of considerable value because of the time savings during the administration of the survey and the potential improvement of user experience, which in turn can help secure the success of a total population-based well-being improvement program.
机译:幸福与重要的社会因素(例如医疗保健成本和生产力)相关,并且在理论和测量方面的发展活动都经历了激增。这项研究建立在对“幸福感5”调查的验证的基础上,并首次应用了项目响应理论(一种现代且灵活的测量范式),形成了适应性人口幸福感测量的基础。自适应测试允许有选择地管理调查问题,从而减少参与者所需的问题数量。将分级响应模型拟合到大小为N = 12,035的样本后,将基于完整项目库和计算机自适应测试(CAT)的模拟来估算theta得分。将这两组分数估计值相互比较,并将其与工作绩效,旷工和入院的外部结果之间的相关性进行比较,即可证明CAT的幸福感分数保持了准确性和有效性。模拟表明,平均调查接受者可以预期在CAT流程中管理的项目数量将减少近50%。由于在管理调查期间节省了时间,并且潜在地改善了用户体验,因此,这种程度的效率提高具有可观的价值,而这反过来又可以帮助确保基于总体的总体福祉改善计划的成功。

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  • 来源
    《Population health management》 |2016年第4期|284-290|共7页
  • 作者单位

    Healthways Inc, Ctr Hlth Res, 701 Cool Springs Blvd, Franklin, TN 37067 USA;

    Healthways Inc, Ctr Hlth Res, 701 Cool Springs Blvd, Franklin, TN 37067 USA;

    Healthways Inc, Ctr Hlth Res, 701 Cool Springs Blvd, Franklin, TN 37067 USA;

    Healthways Inc, Ctr Hlth Res, 701 Cool Springs Blvd, Franklin, TN 37067 USA;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 03:47:14

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