TY - JOUR A1 - He, Jia A1 - Van de Vijver, Fons J. R. A1 - Fetvadjiev, Velichko H. A1 - Dominguez Espinosa, Alejandra de Carmen A1 - Adams, Byron A1 - Alonso-Arbiol, Itziar A1 - Aydinli-Karakulak, Arzu A1 - Buzea, Carmen A1 - Dimitrova, Radosveta A1 - Fortin, Alvaro A1 - Hapunda, Given A1 - Ma, Sang A1 - Sargautyte, Ruta A1 - Sim, Samantha A1 - Schachner, Maja Katharina A1 - Suryani, Angela A1 - Zeinoun, Pia A1 - Zhang, Rui T1 - On Enhancing the Cross-Cultural Comparability of Likert-Scale Personality and Value Measures: A Comparison of Common Procedures JF - European journal of personality N2 - This study aims to evaluate a number of procedures that have been proposed to enhance cross-cultural comparability of personality and value data. A priori procedures (anchoring vignettes and direct measures of response styles (i.e. acquiescence, extremity, midpoint responding, and social desirability), a posteriori procedures focusing on data transformations prior to analysis (ipsatization and item parcelling), and two data modelling procedures (treating data as continuous vs as ordered categories) were compared using data collected from university students in 16 countries. We found that (i) anchoring vignettes showed lack of invariance, so they were not bias-free; (ii) anchoring vignettes showed higher internal consistencies than raw scores where all other correction procedures, notably ipsatization, showed lower internal consistencies; (iii) in measurement invariance testing, no procedure yielded scalar invariance; anchoring vignettes and item parcelling slightly improved comparability, response style correction did not affect it, and ipsatization resulted in lower comparability; (iv) treating Likert-scale data as categorical resulted in higher levels of comparability; (v) factor scores of scales extracted from different procedures showed similar correlational patterning; and (vi) response style correction was the only procedure that suggested improvement in external validity of country-level conscientiousness. We conclude that, although no procedure resolves all comparability issues, anchoring vignettes, parcelling, and treating data as ordered categories seem promising to alleviate incomparability. We advise caution in uncritically applying any of these procedures. Copyright (c) 2017 European Association of Personality Psychology KW - personality KW - values KW - anchoring vignettes KW - response styles KW - score standardization KW - parcelling Y1 - 2017 U6 - https://doi.org/10.1002/per.2132 SN - 0890-2070 SN - 1099-0984 VL - 31 SP - 642 EP - 657 PB - Wiley CY - Hoboken ER -