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Partial least squares path modeling using ordinal categorical indicators
Please always quote using this URN: urn:nbn:de:bvb:20-opus-144016
- This article introduces a new consistent variance-based estimator called ordinal consistent partial least squares (OrdPLSc). OrdPLSc completes the family of variance-based estimators consisting of PLS, PLSc, and OrdPLS and permits to estimate structural equation models of composites and common factors if some or all indicators are measured on an ordinal categorical scale. A Monte Carlo simulation (N =500) with different population models shows that OrdPLSc provides almost unbiased estimates. If all constructs are modeled as common factors,This article introduces a new consistent variance-based estimator called ordinal consistent partial least squares (OrdPLSc). OrdPLSc completes the family of variance-based estimators consisting of PLS, PLSc, and OrdPLS and permits to estimate structural equation models of composites and common factors if some or all indicators are measured on an ordinal categorical scale. A Monte Carlo simulation (N =500) with different population models shows that OrdPLSc provides almost unbiased estimates. If all constructs are modeled as common factors, OrdPLSc yields estimates close to those of its covariance-based counterpart, WLSMV, but is less efficient. If some constructs are modeled as composites, OrdPLSc is virtually without competition.…
Author: | Florian Schuberth, Jörg Henseler, Theo K. Dijkstra |
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URN: | urn:nbn:de:bvb:20-opus-144016 |
Document Type: | Journal article |
Faculties: | Wirtschaftswissenschaftliche Fakultät / Volkswirtschaftliches Institut |
Language: | English |
Parent Title (English): | Quality & Quantity |
Year of Completion: | 2016 |
Source: | Quality & Quantity (2016). doi:10.1007/s11135-016-0401-7 |
DOI: | https://doi.org/10.1007/s11135-016-0401-7 |
Dewey Decimal Classification: | 5 Naturwissenschaften und Mathematik / 51 Mathematik / 519 Wahrscheinlichkeiten, angewandte Mathematik |
Tag: | common factors; composites; consistent partial least squares; ordinal categorical indicators; polychoric correlation; structural equation models |
Release Date: | 2017/02/08 |
Licence (German): | CC BY: Creative-Commons-Lizenz: Namensnennung |