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Published byChristian Lane Modified over 9 years ago
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SECONDARY DATA ANALYSIS
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Overview Background Components Examples Challenges Opportunities
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What is it? (Hint: You’re already doing it) Secondary data analysis Analyzes data from an existing data set Data you did not collect yourself (colleague, collaborator, professor) Data from a study focused on something else (primary analyses/papers already complete) Data collected for some other purpose (medical records, transcripts, etc.) Also called “primary analysis of existing data” or “archival data analysis” Distinguishes from merely re-testing the same hypotheses
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Data Sets: Examples Inter-university Consortium for Political and Social Research (ICPSR) http://www.icpsr.umich.edu/icpsrweb/ICPSR/access/su bject.jsp http://www.icpsr.umich.edu/icpsrweb/ICPSR/access/su bject.jsp Catalogue of many public data sources Midlife in the United States (MIDUS) http://www.midus.wisc.edu/ http://www.midus.wisc.edu/ National longitudinal study of health and well-being
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Components 1. Permission Often requires a “data usage agreement” Rules about which analyses will be conducted, authorship, timeliness May require IRB approval 2. Data dictionary Protocol, measures, descriptive statistics Quality varies: Non-existent, paper files, Excel, PDF 3. Data file SPSS, Excel, SAS
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Challenges Upfront investment: Varying quality of data dictionaries and collaborators Imperfect measures You might want a quality measure of extraversion, and all they have is a single item on optimism Politics: Some psychology departments quantify science in terms of studies-per-paper rather than papers-per-study may be viewed as lesser science, or may require theses/dissertations to use “original” data collection
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Opportunities Upfront investment = delayed gratification Efficient on many levels Implementation, publishing, funding Significance High-quality studies May begin by asking the PI, “What is the most important finding in the data set you’ve never had time to publish?” Can be symbiotic (mutually beneficial) Own posters/presentations/publications, PI is happy for added productivity (publications are good, helps with funders)
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Salzman study as of 9/24/15 Data Set PI MenteesExternal Collaborators Failed Aim 1 Article Manuscript Submitted Manuscript Manuscript Submitted Manuscript Funded Grant Manuscript Submitted Masters Thesis Manuscript Submitted Manuscript Funded Grant Also: 16 conference posters/presentations, 3 promotions, 3 students advancing on to higher degree programs, 4 students who were able to attend a national conference
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