TY - JOUR
T1 - On the use of likert-type scales in multilevel data
T2 - Influence on aggregate variables
AU - Beal, Daniel J.
AU - Dawson, Jeremy F.
PY - 2007/10
Y1 - 2007/10
N2 - In multilevel analyses, problems may arise when using Likert-type scales at the lowest level of analysis. Specifically, increases in variance should lead to greater censoring for the groups whose true scores fall at either end of the distribution. The current study used simulation methods to examine the influence of single-item Likert-type scale usage on ICC(1), ICC(2), and group-level correlations. Results revealed substantial underestimation of ICC(1) when using Likert-type scales with common response formats (e.g., 5 points). ICC(2) and group-level correlations were also underestimated, but to a lesser extent. Finally, the magnitude of underestimation was driven in large part to an interaction between Likert-type scale usage and the amounts of within- and between-group variance. © Sage Publications.
AB - In multilevel analyses, problems may arise when using Likert-type scales at the lowest level of analysis. Specifically, increases in variance should lead to greater censoring for the groups whose true scores fall at either end of the distribution. The current study used simulation methods to examine the influence of single-item Likert-type scale usage on ICC(1), ICC(2), and group-level correlations. Results revealed substantial underestimation of ICC(1) when using Likert-type scales with common response formats (e.g., 5 points). ICC(2) and group-level correlations were also underestimated, but to a lesser extent. Finally, the magnitude of underestimation was driven in large part to an interaction between Likert-type scale usage and the amounts of within- and between-group variance. © Sage Publications.
KW - aggregation
KW - intraclass correlation
KW - Likert-type scale
KW - Monte Carlo
KW - multilevel
UR - http://www.scopus.com/inward/record.url?scp=34548532027&partnerID=8YFLogxK
UR - http://orm.sagepub.com/content/10/4/657
U2 - 10.1177/1094428106295492
DO - 10.1177/1094428106295492
M3 - Article
SN - 1094-4281
VL - 10
SP - 657
EP - 672
JO - Organizational Research Methods
JF - Organizational Research Methods
IS - 4
ER -