DATA HARMONIZATION IN AGING RESEARCH: NOT SO FAST

被引:21
作者
Gatz, Margaret [1 ,2 ]
Reynolds, Chandra A. [3 ]
Finkel, Deborah [4 ]
Hahn, Chris J. [5 ]
Zhou, Yan [6 ]
Zavala, Catalina [3 ]
机构
[1] Univ So Calif, Dept Psychol, Los Angeles, CA 90089 USA
[2] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[3] Univ Calif Riverside, Dept Psychol, Riverside, CA 92521 USA
[4] Indiana Univ SE, Dept Psychol, New Albany, IN 47150 USA
[5] Univ So Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA
[6] Amer Board Anesthesiol, Raleigh, NC USA
基金
美国国家卫生研究院;
关键词
INTEGRATIVE DATA-ANALYSIS; ITEM RESPONSE THEORY; LONGITUDINAL DATA; MECHANICAL TURK; OLDER-ADULTS; MULTIPLE; DEPRESSION; COUNTRIES; ENVIRONMENT; SYMPTOMS;
D O I
10.1080/0361073X.2015.1085748
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background/Study Context: Harmonizing measures in order to conduct pooled data analyses has become a scientific priority in aging research. Retrospective harmonization where different studies lack common measures of comparable constructs presents a major challenge. This study compared different approaches to harmonization with a crosswalk sample who completed multiple versions of the measures to be harmonized. Methods: Through online recruitment, 1061 participants aged 30 to 98 answered two different depression scales, and 1065 participants answered multiple measures of subjective health. Rational and configural methods of harmonization were applied, using the crosswalk sample to determine their success; and empirical item response theory (IRT) methods were applied in order empirically to compare items from different measures as answered by the same person. Results: For depression, IRT worked well to provide a conversion table between different measures. The rational method of extracting semantically matched items from each of the two scales proved an acceptable alternative to IRT. For subjective health, only configural harmonization was supported. The subjective health items used in most studies form a single robust factor. Conclusion: Caution is required in aging research when pooling data across studies using different measures of the same construct. Of special concern are response scales that vary widely in the number of response options, especially if the anchors are asymmetrical. A crosswalk sample that has completed items from each of the measures being harmonized allows the investigator to use empirical approaches to identify flawed assumptions in rational or configural approaches to harmonizing.
引用
收藏
页码:475 / 495
页数:21
相关论文
共 33 条
  • [1] [Anonymous], 2000, ITEM RESPONSE THEORY
  • [2] The harmonisation of longitudinal data: a case study using data from cohort studies in The Netherlands and the United Kingdom
    Bath, Peter A.
    Deeg, Dorly
    Poppelaars, Jan
    [J]. AGEING & SOCIETY, 2010, 30 : 1419 - 1437
  • [3] Psychometric Approaches for Developing Commensurate Measures Across Independent Studies: Traditional and New Models
    Bauer, Daniel J.
    Hussong, Andrea M.
    [J]. PSYCHOLOGICAL METHODS, 2009, 14 (02) : 101 - 125
  • [4] Amazon's Mechanical Turk: A New Source of Inexpensive, Yet High-Quality, Data?
    Buhrmester, Michael
    Kwang, Tracy
    Gosling, Samuel D.
    [J]. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE, 2011, 6 (01) : 3 - 5
  • [5] Choi SW, 2012, PROSETTA STONE ANAL, V1
  • [6] Pooling data from multiple longitudinal studies: The role of item response theory in integrative data analysis
    Curran, Patrick J.
    Hussong, Andrea M.
    Cai, Li
    Huang, Wenjing
    Sher, Kenneth J.
    Chassin, Laurie
    Zucker, Robert A.
    [J]. DEVELOPMENTAL PSYCHOLOGY, 2008, 44 (02) : 365 - 380
  • [7] Integrative Data Analysis: The Simultaneous Analysis of Multiple Data Sets
    Curran, Patrick J.
    Hussong, Andrea M.
    [J]. PSYCHOLOGICAL METHODS, 2009, 14 (02) : 81 - 100
  • [8] Bringing values back in - The adequacy of the European Social Survey to measure values in 20 countries
    Davidov, Eldad
    Schmidt, Peter
    Schwartz, Shalom H.
    [J]. PUBLIC OPINION QUARTERLY, 2008, 72 (03) : 420 - 445
  • [9] GENETIC INFLUENCES ON MEMORY PERFORMANCE IN ADULTHOOD - COMPARISON OF MINNESOTA AND SWEDISH TWIN DATA
    FINKEL, D
    PEDERSEN, N
    MCGUE, M
    [J]. PSYCHOLOGY AND AGING, 1995, 10 (03) : 437 - 446
  • [10] Canadian Institutes of Health Research-Institute of Aging: Profile Harmonizing Data for Collaborative Research on Aging: Why Should We Foster Such an Agenda?
    Fortier, Isabel
    Doiron, Dany
    Wolfson, Christina
    Raina, Parminder
    [J]. CANADIAN JOURNAL ON AGING-REVUE CANADIENNE DU VIEILLISSEMENT, 2012, 31 (01): : 96 - 100