A brief review of partial least squares structural equation modeling (PLS-SEM) use in quality management studies

نویسندگان

چکیده

Purpose Partial least squares structural equation modeling (PLS-SEM) has become an established social sciences multivariate analysis technique. Since quality management researchers also increasingly using PLS-SEM, this growing interest calls for guidance. Design/methodology/approach Based on guidelines applying PLS-SEM and evaluating the results, research reviews 107 articles method published in eight leading journals. Findings The use of often only draws limited information results. discipline would benefit from method's more comprehensive by following guidelines. Specifically, predictive model assessment advanced analyses harbors potential to provide detailed findings conclusions when method. Research limitations/implications This provides first insights into PLS-SEM's management. Future should identify key areas core models that best support capabilities researchers' goals. Practical implications results guide who their studies. Originality/value is article systematically review discipline.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Introduction to Structural Equation Modeling (SEM) and the Partial Least Squares (PLS) Methodology

Over the past 15 years, the use of Partial Least Squares (PLS) in academic research has enjoyed increasing popularity in many social sciences including Information Systems, marketing, and organizational behavior. PLS can be considered an alternative to covariance-based SEM and has greater flexibility in handling various modeling problems in situations where it is difficult to meet the hard assu...

متن کامل

Structural Equation Modeling (SEM) Using SmartPLS Software: Analyzing Path Models Using Partial Least Squares (PLS) Based SEM

This ‘hands-on’ workshop will demonstrate how to obtain and use sophisticated, but (currently) free, visual software for assessing the measurement and structural model characteristics of path-based SEM quantitative models using a partial least squares (PLS) approach. The workshop will be presented as a teaching aid for faculty, doctoral students, and for other researchers who are engaged in SEM...

متن کامل

Modeling the Performance of Humanitarian Supply Chain Management with the Help of Partial Least Squares (PLS)

BACKGROUND: Increasing the incidence of natural disasters around the world has led to increased concerns about the social and economic development of developed countries. Natural disasters are inevitable, but they can be taken to reduce their negative impacts on countries. Organizations involved in managing these crises must regulate their supply chain and make the necessary changes to improve ...

متن کامل

Partial Least Squares Regression (PLS)

Number of latents The same number of factors will be extracted for PLS responses as for PLS factors. The researcher must specify how many latents to extract (in SPSS the default is 5). There is no one criterion for deciding how many latents to employ. Common alternatives are: 1. Cross-validating the model with increasing numbers of factors, then choosing the number with minimum prediction error...

متن کامل

Partial Least Squares (PLS) Regression

Pls regression is a recent technique that generalizes and combines features from principal component analysis and multiple regression. It is particularly useful when we need to predict a set of dependent variables from a (very) large set of independent variables (i.e., predictors). It originated in the social sciences (specifically economy, Herman Wold 1966) but became popular first in chemomet...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: The Tqm Journal

سال: 2022

ISSN: ['1754-274X', '1754-2731']

DOI: https://doi.org/10.1108/tqm-06-2022-0197