Using the Hybrid Two-Step estimation approach for the identification of second-order latent variable models

Enrico Ciavolino · Mariangela Nitti

65 citations0/0 files storedJournal of Applied Statistics

No readable copy stored yet — this record is metadata only.

No open-access location is known for this record yet.

Literature note Cite in a project Citation map

Psychometric Methodologies and Testing Statistical Methods and Applications Advanced Statistical Methods and Models

Abstract

The aim of this paper is to define a new approach, called Hybrid Two-Step, to estimate the parameters of a second-order latent variable (LV) model in the case of formative relationships between the first-order and the second-order LVs. In this respect, we introduce the two main approaches to the estimation of second-order constructs through the partial least squares-path modelling: the so-called Repeated Indicators approach and the Two-Step approach. Some criticisms of these methodologies are highlighted and a solution to the issue of the identification of formative second-order constructs is suggested through the adoption of a Hybrid Two-Step approach. A Monte Carlo simulation study aimed at comparing the approach proposed with the traditional ones was performed. Finally, a case study about the passenger satisfaction is presented to show the implementation of the method and to give some comparative empirical results.

Paper brief

Loading…

Cite this work

Citation unavailable for this work.

BibTeX RIS CSL-JSON

No public copy is stored for this record, so only the metadata is cited.

Citations in this library

Citation map →

Stored only when both papers are in the corpus — 65 citations exist upstream.

References

1958The Varimax Criterion for Analytic Rotation in Factor Analysis 2003A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research 2001Index Construction with Formative Indicators: An Alternative to Scale Development 2000Time Flies When You’re Having Fun: Cognitive Absorption and Beliefs About Information Technology Usage1 1989Latent Variable Path Modeling with Partial Least Squares 2000On the nature and direction of relationships between constructs and measures.2004The Customer Relationship Management Process: Its Measurement and Impact on Performance 2005The Problem of Measurement Model Misspecification in Behavioral and Organizational Research and Some Recommended Solutions.

Cited by

2014Forming Interoperability Through Interorganizational Systems Standards 2013(:unas)2020Corporate Social Responsibility in Hotels: A Proposal of a Measurement of its Performance through Marketing Variables 2014FACTORS INFLUENCING FUTURE EMPLOYEES´ DECISION-MAKING TO PARTICIPATE IN A BYOD PROGRAM: DOES RISK MATTER?

Explore the map →

Papers that cite the same references — the relational fallback while embeddings are still backfilling.

Imported from OpenAlex (CC0) — nothing here is generated.