Four types of statistical analyses were conducted to assess the threat of common methods bias:
(a) Harman’s one-factor test (Podsakoff et al. 2003)
(b) Lindell and Whitney’s (2001) marker variable test
(c) assessment of inter rater agreement on ISD efficiency and effectiveness for the matched-pair subset of the data
(d) tests of differences among projects with and without matched pair responses.