The Other Side of Method Bias: The Perils of Distinct Source Research Designs

被引:33
作者
Kammeyer-Mueller, John [1 ]
Steel, Piers D. G. [2 ]
Rubenstein, Alex
机构
[1] Univ Florida, Warrington Coll Business Adm, Dept Management, Gainesville, FL 32611 USA
[2] Univ Calgary, Calgary, AB T2N 1N4, Canada
关键词
MULTITRAIT-MULTIMETHOD ANALYSIS; JOB-PERFORMANCE; TEMPORAL STABILITY; TRANSFORMATIONAL LEADERSHIP; PERSONALITY; VALIDITY; TRAIT; DIAGNOSIS; VARIANCE; RATINGS;
D O I
10.1080/00273171003680278
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Common source bias has been the focus of much attention. To minimize the problem, researchers have sometimes been advised to take measurements of predictors from one observer and measurements of outcomes from another observer or to use separate occasions of measurement. We propose that these efforts to eliminate biases due to common source variance create serious problems. To demonstrate the problems of using what we term the odistinct sourceso measurement design, we provide an integrative review of the literature regarding both contamination and deficiency of measures. Building on this theme, the article uses simulated data to demonstrate how using data from distinct observers or occasions of measurement can distort estimates of predictor importance at least as much as common source variance. Alternative multisource designs are advocated and examined for tractability by simulating various numbers of observations and sources in the research design.
引用
收藏
页码:294 / 321
页数:28
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