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Modeling the Days of Our Lives: Using Survival Analysis When Designing and Analyzing Longitudinal Studies of Duration and the Timing of Events
Psychologists studying whether and when events occur face unique design and analytic difficulties. The fundamental problem is how to handle censored observations, the people for whom the target event does not occur before data collection ends. The methods of survival analysis overcome these difficul...
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Published in: | Psychological bulletin 1991-09, Vol.110 (2), p.268-290 |
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Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that cite this one |
Online Access: | Get full text |
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Summary: | Psychologists studying whether and when events occur face unique design and analytic difficulties. The fundamental problem is how to handle censored observations, the people for whom the target event does not occur before data collection ends. The methods of survival analysis overcome these difficulties and allow researchers to describe patterns of occurrence, compare these patterns among groups, and build statistical models of the risk of occurrence over time. This article presents a unified description of survival analysis that focuses on 2 topics: study design and data analysis. In the process, we show how psychologists have used the methods during the past decade and identify new directions for future application. The presentation is based on our own experience with the methods in modeling employee turnover and examples drawn from research on mental health, addiction, social interaction, and the life course. |
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ISSN: | 0033-2909 1939-1455 |
DOI: | 10.1037/0033-2909.110.2.268 |