Advancing Research Methods: Innovations in Measurement, Modeling, and Meta-Analysis
Method variance in scales due to negatively worded items
Friday, November 14, 2025
8:45 AM - 9:00 AM CST
This study evaluated the impact of negatively worded items on psychometric model fit using secondary data from the Caregiver Provider Relationship Assessment (CPRA; Moore, 2012). The CPRA includes three subscales: Caregiver Affect (α = 0.88), Caregiver Communication (α = 0.92), and Caregiver Information (α = 0.85). A three-factor model aligned with these subscales showed poor fit (RMSEA = 0.13, CI = 0.12–0.14; CFI = 0.85; TLI = 0.82; SRMR = 0.10). A four-factor model that added a method factor for negatively worded items showed improved fit (RMSEA = 0.08, CI = 0.06–0.09; CFI = 0.95; TLI = 0.93; SRMR = 0.04). These findings suggest that if method effects from negatively worded items are not modeled, scale scores may be biased despite high reliability. Reference: Moore, C. D. (2012). The caregiver–provider relationship assessment: Measuring family caregivers’ perceptions of relationship quality with health care providers. Evaluation & the health professions, 35(1), 104-110.
Carolyn E. Pickering; Qiyun Liu; Henrietta Bennett