用于建模跨组织群体(不)一致性的多层潜在多项式回归

Multilevel Latent Polynomial Regression for Modeling (In)Congruence Across Organizational Groups

ORGANIZATIONAL RESEARCH METHODS · 2015
被引 34
人大 A-ABS 4

中文导读

提出多层潜在多项式回归模型(MLPM),用于分析不同组织群体(如管理者与非管理者)对组织文化感知的一致性及其对组织结果的影响,发现感知不一致会降低组织质量改进水平。

Abstract

This article addresses (in)congruence across different kinds of organizational respondents or “organizational groups”—such as managers versus non-managers or women versus men—and the effects of congruence on organizational outcomes. We introduce a novel multilevel latent polynomial regression model (MLPM) that treats standings of organizational groups as latent “random intercepts” at the organization level while subjecting these to latent interactions that enable response surface modeling to test congruence hypotheses. We focus on the case of organizational culture research, which usually samples managers and excludes non-managers. Reanalyzing data from 67 hospitals with 6,731 managers and non-managers, we find that non-managers perceive their organizations’ cultures as less humanistic and innovative and more controlling than managers, and we find that less congruence between managers and non-managers in these perceptions is associated with lower levels of quality improvement in organizations. Our results call into question the validity of findings from organizational culture and other research that tends to sample one organizational group to the exclusion of others. We discuss our findings and the MLPM, which can be extended to estimate latent interactions for tests of multilevel moderation/interactions.

组织行为学组织文化多层模型潜在变量建模研究方法