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Partial Least Squares Regression and Structural Equation Models: 2016 Edition (Statistical Associates Blue Book Series 10)

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Partial Least Squares Regression and Structural Equation Models: 2016 Edition (Statistical Associates Blue Book Series 10)

4.85 97,271 ratings · 6,637 reviews
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Overview: A graduate-level introduction and illustrated tutorial on partial least squares (PLS). PLS may be used in the context of variance-based structural equation modeling, in contrast to the usual covariance-based structural equation modeling, or in the context of implementing regression models. PLS is largely a nonparametric approach to modeling, not assuming normal distributions in the data, often recommended when the focus of research is prediction rather than hypothesis testing, when sample size is not large, or in the presence of noisy data. Why we think the new edition is important: Over 50% more coverage than the 2012 edition. Many more illustrations and figures Covers assessing model fit for reflective and formative models in greater depth. Specialized topics like use of interaction terms, multigroup analysis, importance-performance matrix analysis, and the PRESS statistic. Below is the unformatted table of contents. PARTIAL LEAST SQUARES: REGRESSION AND STRUCTURAL EQUATION MODELS Overview 8 Data 9 Key Concepts and Terms 10 Background 10 Models 12 Overview 12 PLS-regression vs. PLS-SEM models 12 PLS-DA models 13 Mixed methods 13 Bootstrap estimates of significance 13 Reflective vs. formative models 14 Confirmatory vs. exploratory models 16 Inner (structural) model vs. outer (measurement) model 16 Endogenous vs. exogenous latent variables 17 Mediating variables 17 Moderating variables 18 Interaction terms 20 Partitioning direct, indirect, and total effects 23 Variables 24 Case identifier variable 24 Measured factors and covariates 24 Modeled factors and response variables 24 Single-item measures 26 Measurement level of variables 26 Parameter estimates 27 Cross-validation and goodness-of-fit 27 PRESS and optimal number of dimensions 28 PLS-SEM in SPSS, SAS, and Stata 29 Overview 29 PLS-SEM in SmartPLS 29 Overview 29 PLS-SEM structural equation modeling with SmartPLS 29 Creating a PLS project and importing data 29 Validating the data 33 Creating the path model in SmartPLS 34 Reflective vs. formative models 37 Hiding the measurement model 38 Estimation options in SmartPLS 38 PLS algorithm 38 Blindfolding 39 Bootstrapping 40 Finite mixture PLS 41 Running the path model in SmartPLS 41 Data metric for centered data 42 Weighting scheme 43 The stopping (abort) criterion 43 Options 44 Saving the model 45 Other default settings 45 SmartPLS Output 45 Model report 45 Checking for convergence 46 Path coefficients 47 Bootstrapped significance 49 Assessing model fit 54 Latent variable crossloadings 66 Measurement (outer model) weights 67 Structural model path coefficients (inner model coefficients) 69 Latent variable correlations 69 Factor scores 70 Multigroup Analysis (MGA) with FIMIX-PLS 70 Overview: Unobserved heterogeneity 70 Comparing models with differing numbers of segments 71 Entropy 73 Path coefficients 74 T-tests of differences in path coefficients 75 Labeling the segments 75 Alternatives to PLS-FIMIX 76 Parametric MGA 77 Overview 77 PLS regression modeling with SmartPLS 78 PLS regression: SmartPLS vs SPSS or SAS 78 PLS regression: SPSS vs.

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Published May 15, 2012
ISBN 22061285
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G. David Garson writes contemporary fiction and has always been fascinated by character-driven stories. They hold a degree in English Literature and previously worked as an editor before transitioning to writing their own books. G. David Garson lives with their spouse and a very vocal rescue cat.

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Susan Brown
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I thoroughly enjoyed the elegance of it. The middle had a deliberate pace, but the climax was phenomenal. I would highly recommend this to discerning readers.
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Such a rich narrative. The author orchestrated a breathtaking finale. Truly a work of art. An absolute must-read for connoisseurs of the genre.
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Excellent, though slightly flawed. It held my rapt attention, even when certain twists were telegraphed. A wonderful companion for a quiet weekend.
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Mark Johnson November 10, 2024
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Jessica Lewis June 06, 2025
Such a rich narrative. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An effortless 5 stars.
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Sarah Davis July 24, 2024
A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece.
Kevin Scott
Kevin Scott October 15, 2025
I was completely blown away. The author orchestrated a breathtaking finale. Truly a work of art. Worth every moment spent reading.
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Margaret Jones February 07, 2024
I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall.
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Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An effortless 5 stars.
Daniel Mitchell
Daniel Mitchell April 15, 2025
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Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
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Sarah Carter September 05, 2024
I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me.
Margaret Jackson
Margaret Jackson December 05, 2025
Such a rich narrative. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author.
Jessica Clark
Jessica Clark December 03, 2024
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Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. I would highly recommend this to discerning readers.
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Robert Edwards June 15, 2024
Masterpiece from start to finish. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece.
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Dorothy Thomas September 29, 2024
A highly sophisticated read. The middle had a deliberate pace, but the climax was phenomenal. A very distinguished novel.
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Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading.
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Cynthia Mitchell September 11, 2025
A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. A true literary gem.
Ashley Anderson
Ashley Anderson November 03, 2025
Exceeded all my expectations. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece.
Gary Roberts
Gary Roberts December 08, 2024
It was adequate. Certain acts were fascinating, while others felt like a slight endeavor to complete. Suitable if your reading queue is empty.
Dorothy Thomas
Dorothy Thomas September 21, 2024
I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall.
Deborah Cruz
Deborah Cruz April 17, 2024
A profoundly satisfying read. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading.
Michael Smith
Michael Smith October 26, 2025
Took a moment to build, but the payoff was spectacular. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall.
Jennifer Smith
Jennifer Smith April 26, 2024
Took a moment to build, but the payoff was spectacular. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
Daniel Flores
Daniel Flores June 23, 2025
Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre.
Thomas Hill
Thomas Hill February 03, 2024
Absolutely brilliant. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An effortless 5 stars.
Cynthia Mitchell
Cynthia Mitchell January 23, 2024
Excellent, though slightly flawed. A brilliant concept executed with flair. Just a few pacing choices I would change. Quite impressive overall.
Brian Brown
Brian Brown May 11, 2024
Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars.
Brian Scott
Brian Scott October 12, 2024
Exceeded all my expectations. The prose is exquisite. It’s accessible yet undeniably sophisticated. An absolute must-read for connoisseurs of the genre.
Ashley Miller
Ashley Miller November 12, 2025
Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An effortless 5 stars.
Laura Lewis
Laura Lewis May 03, 2024
A very strong entry. It held my rapt attention, even when certain twists were telegraphed. I would highly recommend this to discerning readers.
Patricia Hill
Patricia Hill April 18, 2024
A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author.
Linda Rodriguez
Linda Rodriguez September 08, 2025
Honestly one of the most premium reading experiences lately. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An absolute must-read for connoisseurs of the genre.
Robert Flores
Robert Flores September 22, 2024
Excellent, though slightly flawed. It held my rapt attention, even when certain twists were telegraphed. A very distinguished novel.
Gary Walker
Gary Walker August 03, 2024
Excellent, though slightly flawed. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall.
Ashley Lopez
Ashley Lopez August 03, 2024
Took a moment to build, but the payoff was spectacular. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel.
Elizabeth Scott
Elizabeth Scott August 01, 2025
Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre.
Jennifer  Parker
Jennifer Parker June 18, 2025
Such a rich narrative. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre.
Jacob Torres
Jacob Torres February 24, 2025
A profoundly satisfying read. The prose is exquisite. It’s accessible yet undeniably sophisticated. Worth every moment spent reading.
Betty Mitchell
Betty Mitchell August 08, 2025
Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre.
Charles Hall
Charles Hall February 04, 2025
Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I am now a lifelong fan of this author.
Nicholas Williams
Nicholas Williams June 27, 2024
Absolutely brilliant. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author.
Edward Brown
Edward Brown October 14, 2025
Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece.
Thomas Robinson
Thomas Robinson January 31, 2024
A highly sophisticated read. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A solid 4 stars from me.
Nancy Robinson
Nancy Robinson May 05, 2024
I was completely blown away. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
Patricia Hill
Patricia Hill March 14, 2025
Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece.
Michael Smith
Michael Smith November 02, 2025
I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall.
Kimberly Martin
Kimberly Martin January 21, 2024
Honestly one of the most premium reading experiences lately. I adored how the story unfolded. It kept me captivated without sacrificing elegance. A true literary gem.
Kenneth Jackson
Kenneth Jackson May 09, 2024
Excellent, though slightly flawed. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
Dorothy Jones
Dorothy Jones June 19, 2024
Not entirely to my refined tastes. The tempo was somewhat languid, and I found my mind wandering. Not poor, simply average. A fair 3 stars.
John Harris
John Harris August 11, 2024
A profoundly satisfying read. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading.
Matthew Garcia
Matthew Garcia October 24, 2025
A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me.
Joseph Hill
Joseph Hill July 18, 2025
It was adequate. Certain acts were fascinating, while others felt like a slight endeavor to complete. A fair 3 stars.
David Adams
David Adams July 24, 2024
A highly sophisticated read. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
Michelle Lewis
Michelle Lewis March 07, 2025
Masterpiece from start to finish. The author orchestrated a breathtaking finale. Truly a work of art. Worth every moment spent reading.
Joseph Flores
Joseph Flores November 11, 2025
Absolutely brilliant. The prose is exquisite. It’s accessible yet undeniably sophisticated. An absolute must-read for connoisseurs of the genre.
Sarah  Davis
Sarah Davis August 09, 2025
Absolutely brilliant. The author orchestrated a breathtaking finale. Truly a work of art. Worth every moment spent reading.
Nicholas Williams
Nicholas Williams April 06, 2025
A very strong entry. The middle had a deliberate pace, but the climax was phenomenal. A solid 4 stars from me.
Patricia Reyes
Patricia Reyes April 26, 2025
Exceeded all my expectations. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
Nancy Carter
Nancy Carter April 10, 2024
I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author.
Donald Scott
Donald Scott July 18, 2024
A highly sophisticated read. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
Amanda Wright
Amanda Wright January 28, 2025
Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars.
Patricia White
Patricia White February 17, 2025
Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author.
Andrew Smith
Andrew Smith June 17, 2025
Honestly one of the most premium reading experiences lately. The prose is exquisite. It’s accessible yet undeniably sophisticated. Worth every moment spent reading.
Anthony Diaz
Anthony Diaz December 27, 2024
A very strong entry. The middle had a deliberate pace, but the climax was phenomenal. A very distinguished novel.
Thomas Johnson
Thomas Johnson December 26, 2024
A decent, if standard, experience. Certain acts were fascinating, while others felt like a slight endeavor to complete. Unlikely to reread, but a reasonable expenditure of time.
Steven Jones
Steven Jones December 11, 2025
A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece.
Sharon Cruz
Sharon Cruz January 08, 2025
A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I am now a lifelong fan of this author.
Kevin Smith
Kevin Smith June 06, 2025
A very strong entry. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
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