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Research With Fawad — Channel Summaries — Page 3

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#SmartPLS4 Webinar Day 2: Structural Model Assessment

Research With Fawad · 3 min read

Structural model assessment in SmartPLS hinges on two linked tasks: checking whether the measurement quality holds up, and then testing whether...

Structural Model AssessmentBootstrappingMediation Analysis

AI Tools for #Literature - How to use #ChatGPT and #Elicit for Literature Search and Writing

Research With Fawad · 2 min read

AI-assisted literature search can speed up the early stages of a literature review, but it can’t replace reading, critical judgment, or the work of...

Servant LeadershipEnvironmental BehaviorLiterature Review

10Min Research Methodology - 16 - How to Write a Problem Statement?

Research With Fawad · 2 min read

A strong problem statement is the blueprint for everything that follows—research objectives, research questions, and ultimately hypotheses. The core...

Problem Statement WritingResearch ModelMediation and Moderation

#SmartPLS4 Series 34 - Quick Guide: Assess Predictive Validity/Predictive Power using PLS Predict?

Research With Fawad · 2 min read

Assessing a structural model’s predictive power in PLS-SEM comes down to comparing how closely predicted values match actual values for each...

PLS PredictPredictive ValidityRMSE vs MAE

10Min Research Methodology - 2 - How to Start the Research Process?

Research With Fawad · 2 min read

Basic research is framed as a systematic way to extend existing knowledge—especially by building on what is already available in the literature. The...

Basic ResearchResearch Topic NarrowingJournal Articles

Mediation Analysis with #ChatGPT and Hayes Process Macro using #SPSS (Model 4)

Research With Fawad · 2 min read

Mediation analysis with SPSS PROCESS Model 4 is used to test whether “culture” affects “organizational performance” indirectly through “commitment,”...

Mediation AnalysisPROCESS Model 4SPSS Regression

10Min Research Methodology - 12 - What are the First Steps in Identifying Research Gaps?

Research With Fawad · 2 min read

Identifying a research gap in servant leadership starts with a practical sequence: pull the most recent studies, then screen them for quantitative...

Research Gap IdentificationServant LeadershipJournal Indexing

APA Style Guide | Part 2 | Format Tables, Figures, and References

Research With Fawad · 2 min read

APA Style Guide (7th edition) formatting rules for tables, figures, and references hinge on a consistent structure: bold identifiers, italic...

APA Table FormattingAPA Figure FormattingTable and Figure Placement

CBSEM using #SmartPLS4 | 8 | What Fit Indices to use for Model Fit?

Research With Fawad · 2 min read

Model fit in structural equation modeling is essentially a feasibility check: whether the collected data actually aligns with the proposed...

Model FitSmartPLS4Fit Indices

10Min Research Methodology - 8 - What is a Moderator?

Research With Fawad · 2 min read

A moderator is a third variable that changes how strongly two variables relate—either strengthening, weakening, or even reversing the relationship...

ModeratorsIndependent and Dependent VariablesServant Leadership

SmartPLS3 - Analyze, Interpret, and Report Higher Order Reflective-Formative Construct (Uptd)

Research With Fawad · 3 min read

Validating a higher-order reflective–formative construct in SmartPLS requires a two-stage workflow: first prove the lower-order reflective measures...

Higher-Order ConstructsSmartPLS ValidationReflective-Formative Modeling

Statistics for Research - L18 - #Correlation Analysis using #SPSS

Research With Fawad · 3 min read

Correlation analysis turns a scatter plot’s “looks related” impression into a numeric measure of how strongly two quantitative variables move...

Correlation CoefficientSPSS CorrelationScatter Plot Linearity

10Min Research Methodology - 17 - How to Write Research Objectives and Research Questions?

Research With Fawad · 2 min read

Turning a well-written problem statement into research objectives and research questions is the next step after mapping variables (independent,...

Research ObjectivesResearch QuestionsMediation

47. SPSS AMOS - Moderation with Categorical Independent and and Categorical Moderator

Research With Fawad · 2 min read

Moderation analysis in AMOS can handle a categorical independent variable (type of bank) and a categorical moderator (job rank) when the dependent...

Moderation AnalysisCategorical ModeratorsAMOS Setup

26. SEMinR Lecture Series - Moderation Analysis in R

Research With Fawad · 2 min read

Moderation analysis in R with semPLS hinges on a two-stage interaction workflow: estimate latent variable scores first, then build the interaction...

Moderation AnalysissemPLS Two-Stage Interactionf² Effect Size

CB-SEM using #SmartPLS4 - 2 - An Introduction to Structural Equation Modeling (SEM)

Research With Fawad · 2 min read

Structural equation modeling (SEM) is positioned as the right tool for testing complex causal frameworks—especially when multiple mediators, indirect...

Structural Equation ModelingCovariance-Based SEMConfirmatory Factor Analysis

Variable Discussion in the Literature Review and using Google Scholar for Search

Research With Fawad · 3 min read

A strong literature review doesn’t treat each variable as a single paragraph of background. Instead, it breaks variables into a structured set of...

Literature ReviewVariable DiscussionGoogle Scholar Search

Singular Matrix Problem in SmartPLS4

Research With Fawad · 2 min read

Singular Matrix problems in SmartPLS4 often trace back to variables that don’t provide enough independent information—most commonly dummy-coded...

Singular MatrixSmartPLS4Dummy Coding

Statistics for Research - 37 - Moderation Analysis using SPSS with Continuous Variables

Research With Fawad · 2 min read

Moderation analysis in SPSS can test whether role ambiguity changes the strength of the relationship between collaborative culture and organizational...

Moderation AnalysisSPSS RegressionMean-Centering

Research With ChatGPT - Writing an Engaging and Comprehensive Research Introduction

Research With Fawad · 2 min read

Using ChatGPT for a thesis or research-paper introduction can help with structure and wording—but only after the researcher has mastered how...

Research Introduction WritingChatGPT PromptingAcademic Citations

Robustness Checks #SmartPLS4 - Endogeneity using Gaussian Copula in #SmartPLS4?

Research With Fawad · 2 min read

Endogeneity checks in SmartPLS4 can be made more reliable by testing not just single paths, but every combination of paths using the Gaussian copula...

Endogeneity TestingGaussian CopulaSmartPLS4

10Min Research Methodology - 5 - Concept of Variables

Research With Fawad · 2 min read

Quantitative research hinges on one idea: variables are anything that can change, and the research question is essentially about how those changes...

Concept of VariablesQuantitative ResearchModerating Role

10Min Research Methodology - 19 - How to Structure the Literature Review?

Research With Fawad · 2 min read

A literature review for multi-variable studies can be structured in two practical ways, depending on whether the goal is to conserve space (typical...

Literature Review StructureTheoretical FrameworkHypothesis Development

Identification and Presentation of Research Gaps/Limitations in Research Introduction

Research With Fawad · 3 min read

A strong research introduction doesn’t just describe variables—it builds a defensible case that specific gaps exist, then ties those gaps to a clear,...

Research IntroductionResearch GapsKnowledge Management

How to Develop a Simple Questionnaire/Scale to Measure a Concept that Doesn't have a Scale

Research With Fawad · 3 min read

When a concept lacks an existing questionnaire or scale, the practical path is to build one from scratch by (1) defining the concept for the specific...

Scale DevelopmentOperationalizationQuestionnaire Items

5. Complex Higher Order Construct/Second Order Analysis with 3 Hierarchical Models (See Description)

Research With Fawad · 3 min read

A complex Smart PLS model can be built and tested when constructs mix reflective–formative measurement, higher-order constructs, and moderation—by...

Smart PLSHigher-Order ConstructsDisjoint Two-Stage

10Min Research Methodology - 9 - #Mediator Vs #Moderator

Research With Fawad · 2 min read

Mediators and moderators both sit between variables in research models, but they do it in fundamentally different ways: mediators explain how an...

Mediation Vs ModerationIndependent and Dependent VariablesMediated Relationship

15. SPSS Classroom - How to Handle Missing Data in SPSS - Series Mean & Linear Interpolation Methods

Research With Fawad · 2 min read

Missing data can quietly distort survey results, and the most practical fix is often imputation rather than deleting incomplete cases. Listwise or...

Missing DataImputation MethodsSPSS Replace Missing Values

#ChatGPT for #Literature - How to use ChatGPT to generate article summary using ChatGPT

Research With Fawad · 2 min read

Using ChatGPT to speed up literature review can cut the impossible task of reading 100–150 papers down to targeted, usable notes—if researchers treat...

Literature ReviewResearch Paper SummariesExtracting Research Gaps

How to use #ChatGPT and #SPSS for Independent Samples T-Test?

Research With Fawad · 2 min read

Independent samples t-test is the go-to statistical test for checking whether two independent groups differ in their mean on a continuous...

Independent Samples T-TestSPSS Output InterpretationLevene’s Test

How to Handle Contradicting Hypothesis Results in the Research Discussion Section?

Research With Fawad · 2 min read

When research results land in the opposite direction from expectations—such as finding a negative link where a positive one was predicted—the...

Research DiscussionContradicting ResultsServant Leadership

10Min Research Methodology - 15 - How to Propose New and Original Research from Existing Research

Research With Fawad · 2 min read

A practical way to propose genuinely original research is to build a new model from existing studies—then deliberately reduce the risk that someone...

Servant LeadershipResearch Model BuildingMediators and Moderators

06. SEMinR. Review of Model Specification, Composites, Modes (A/B), and Weighting Schemes

Research With Fawad · 2 min read

A PLS-SEM workflow hinges on two linked pieces: how constructs are turned into measurable “composites” (the measurement model) and how those...

PLS-SEM WorkflowMeasurement ModelStructural Paths

Knowledge Discovery and Theoretical Contributions in Research

Research With Fawad · 3 min read

A strong theoretical contribution isn’t about where data was collected or which variables were added—it’s about discovering new inter-construct...

Theoretical ContributionKnowledge DiscoveryTheory Elements

Research With ChatGPT - Using ChatGPT to Search a Theory

Research With Fawad · 2 min read

Choosing a theory is the difference between describing a relationship and explaining it—especially when using ChatGPT to justify how servant...

Theory DevelopmentChatGPT PromptingGoogle Scholar Validation

#ChatGPT for Research: How to use #ChatGPT to Generate Hypothesis Statements?

Research With Fawad · 2 min read

The session shows how to use ChatGPT to draft hypothesis statements for social-science research models—starting with a basic independent-to-dependent...

Hypothesis StatementsMediationModeration

ChatGPT for Research: ChatGPT to Adapt a Questionnaire

Research With Fawad · 2 min read

Adapting an existing questionnaire for a new construct—like turning “strategic intent” items into “strategic sustainability intent”—can be done...

Questionnaire AdaptationStrategic Sustainability IntentGreen Entrepreneurial Leadership

Statistics for Research - L13 - Mastering Reliability Analysis: How to Use Cronbach Alpha in SPSS?

Research With Fawad · 3 min read

Cronbach’s alpha is presented as the go-to statistic for checking whether a multi-item set measures a latent construct consistently—an essential step...

Cronbach’s AlphaReliability AnalysisInternal Consistency

10Min Research Methodology - 4 - How to Find a Journal in the Master Journal List?

Research With Fawad · 2 min read

Choosing where to publish—or which journals to trust—gets easier once researchers verify whether a journal is indexed in major databases. A practical...

Master Journal ListWeb of Science IndexingJournal Verification

How to Write Research Methodology and Discussion Section: A Brief Overview

Research With Fawad · 2 min read

A strong research methodology and discussion section hinges on one core move: connect every design choice and every result to “why it matters,” not...

Research MethodologySampling TechniquesQuestionnaire Design

08. SEMinR Lecture Series. Bootstrapping the PLS Model and generating Summary Results

Research With Fawad · 2 min read

Bootstrapping in SEMinR is used to test whether PLS-SEM path coefficients are statistically significant by generating standard errors and confidence...

PLS-SEM BootstrappingSEMinR Summary ObjectsConfidence Intervals

10Min Research Methodology - 6 - Concept of Independent and Dependent Variable

Research With Fawad · 2 min read

Research begins with choosing a topic, and in this lesson servant leadership is treated as the core variable of interest. The key move is translating...

Independent VariableDependent VariableServant Leadership

Importance Performance MAP Analysis using #SmartPLS4

Research With Fawad · 3 min read

Importance Performance Map Analysis (IPMA) in SmartPLS is a prioritization tool that ranks predictors by two things at once: how strongly they matter...

Importance Performance Map AnalysisSmartPLS IPMATotal Effects

What is Missing in the Introduction of my Research Paper/Thesis - With Examples

Research With Fawad · 3 min read

A strong research introduction can’t stop at citing prior studies and repeating their “recommendations.” It has to build a clear case for why the...

Research IntroductionLiterature GapsCross-Discipline Justification

How to Search the Journal for Research Publication?

Research With Fawad · 2 min read

Choosing the right journal for a published research paper can be done quickly by combining journal-suggestion tools with checks against trusted...

Journal SelectionJournal RecommendersImpact Factor

09. SPSS Classroom - Conceptualizing, Analyzing, Reporting Independent Samples T Test

Research With Fawad · 3 min read

Independent-samples t tests are built for one job: comparing the means of two separate groups when the population mean is unknown and can’t be...

Independent Samples T TestAssumptionsSPSS Output Interpretation

25. SEMinR Lecture Series - Mediation Analysis with Multiple Mediators

Research With Fawad · 2 min read

A mediation model with two parallel mediators shows that Vision’s impact on organizational performance runs through both collaborative culture and...

Multiple MediatorsMediation AnalysisSEMinR Bootstrapping

#ChatGPT for Research: How to use ChatGPT to Address Reviewer Comments?

Research With Fawad · 3 min read

Reviewer feedback often turns on a single problem: the manuscript’s arguments don’t yet match the context of the setting being studied. In this...

Reviewer Response WritingUniversity Social ResponsibilityCSR vs Nonprofit

Cleaning Data Entry Errors in MS Excel

Research With Fawad · 2 min read

Excel can be used to audit questionnaire data for data-entry errors and respondent misconduct by systematically checking each variable’s minimum,...

Excel Data CleaningQuestionnaire ValidationMissing Value Handling

10Min Research Methodology - 18 - Draft Research Problem, Research Objectives and Research Questions

Research With Fawad · 2 min read

A strong research problem statement can be drafted by explicitly mapping variables—independent, dependent, mediating, and moderating—then using that...

Research Problem StatementResearch ObjectivesResearch Questions

How to Write Literature Review with no Existing Literature/Research Studies?

Research With Fawad · 2 min read

When there’s little or no prior research connecting two concepts, a literature review still can be built—by grounding the work in definitions,...

Literature ReviewConceptualizationTheory Building

Statistics for Research - L24 || #Regression Analysis using #R

Research With Fawad · 3 min read

Linear regression is presented as a practical way to predict a dependent outcome from one or more predictors, using a least-squares line that...

Linear RegressionLeast SquaresModel Significance

CB-SEM using #SmartPLS4 - 3 - Understanding Basic Concepts in Structural Equation Modeling (SEM)

Research With Fawad · 3 min read

Structural equation modeling (SEM) is built to test relationships among theoretical constructs by modeling both the constructs and the measurement...

Structural Equation Modeling BasicsCovariance-Based SEMLatent Constructs

Statistics for Research - L8 - Descriptive Statistics using R

Research With Fawad · 2 min read

Descriptive statistics boil down to two goals: summarize what’s “typical” in a dataset and quantify how widely values spread. Central tendency...

Central TendencyDispersionDescriptive Statistics

An Introduction to Systematic Literature Review (1)

Research With Fawad · 3 min read

Systematic literature review (SLR) is built to deliver the most dependable answer to a specific research question by using an unbiased, rigorous, and...

Systematic Literature ReviewLiterature Review GapsReview Methodologies

10Min Research Methodology - 21(P1) - Concept of Theory and How to Search it in Google Scholar?

Research With Fawad · 3 min read

A strong theory is what turns a study from “X affects Y” into a defensible explanation of why that relationship exists—complete with mechanisms,...

Concept of TheoryTheoretical FrameworkBoundary Conditions

How to Design a New and Original Research Model? (Updated and Edited)

Research With Fawad · 3 min read

Designing a new, publishable research model starts with finding credible gaps in existing scholarship—and then turning those gaps into new variables,...

Research Gap IdentificationLiterature Search DocumentationResearch Model Building

10Min Research - 33. Understanding and Performing Simple Random Sampling in Social Sciences

Research With Fawad · 3 min read

Simple random sampling is a probability sampling method built on one rule: every element in the population must have an equal and known chance of...

SamplingProbability SamplingSimple Random Sampling

How to use AnswerThis.io for Indepth and Critical Literature Review?

Research With Fawad · 2 min read

AnswerThis.io is positioned as a time-saving research assistant for building a critical literature review—by rapidly pulling definitions, measurement...

Critical Literature ReviewServant LeadershipTheoretical Framework

Essential Elements of Questionnaire Design in Research (Updated)

Research With Fawad · 3 min read

Designing a research questionnaire starts with one non-negotiable question: does the instrument measure what it claims to measure—reliably and...

Questionnaire ReliabilityValidityStructural Equation Modeling

How to Start Business Research | Identify Research Gaps and How to Find the Research Topic

Research With Fawad · 3 min read

A practical, step-by-step workflow for finding a research topic and turning it into a publishable study starts with choosing the right “area” and...

Research Topic SelectionSystematic Literature ReviewsResearch Gaps

14. SEMinR Lecture Series. Discriminant Validity Assessment in R

Research With Fawad · 3 min read

Discriminant validity is the make-or-break check for reflective measurement models: it tests whether each construct is empirically distinct from...

Discriminant ValidityHTMTFornell–Larcker

Structure Literature Review using QDA Miner Lite

Research With Fawad · 2 min read

QDA Miner Lite can turn a large pile of research articles into a structured literature review by letting researchers pull out specific sentences,...

Literature ReviewQDA Miner LiteCoding Categories

10Min Research - 38 (P1) - How to Write the Discussion Section/Chapter - Part 1

Research With Fawad · 2 min read

A strong discussion section starts by restating the study’s purpose and the direction of its results—then builds credibility by placing those results...

Discussion Section WritingHypothesis ComparisonTheory-Based Interpretation

#SmartPLS4 Webinar Day 3: Higher Order Construct Assessment

Research With Fawad · 3 min read

Higher-order constructs in PLS-SEM can be treated as either reflective or formative—but the choice changes how researchers validate the measurement...

Higher Order ConstructsReflective vs FormativeHierarchical Component Modeling

Research With ChatGPT: Analyzing Hypothesis Results in Discussion

Research With Fawad · 3 min read

A significant relationship in a study isn’t enough for a strong discussion section—researchers also need a credible argument for why results were...

Discussion Section WritingInsignificant ResultsAI-Assisted Argumentation

Research With ChatGPT - How to find the Questionnaire using #ChatGPT or Google #Bard

Research With Fawad · 2 min read

Finding validated questionnaires for research variables is where ChatGPT and Bard can help—but only if the results get checked against original...

Servant Leadership ScalesQuestionnaire ValidationGoogle Scholar Verification

The Concept and Theory of Moderation Analysis in PLS-SEM

Research With Fawad · 3 min read

Moderation analysis in PLS-SEM is built for one core problem: relationships between two constructs often change depending on a third variable. That...

Moderation AnalysisPLS-SEMTwo-Stage Interaction

CB-SEM using #SmartPLS4 - 4 - Data Screening and Imputation - New Insights

Research With Fawad · 3 min read

Before any CB-SEM or SmartPLS4 analysis, data quality work determines whether the model’s results are trustworthy—especially around respondent...

CB-SEM Data ScreeningRespondent MisconductMissing Data Imputation

How to Search for New Mediators for a Research Paper/Thesis?

Research With Fawad · 3 min read

Mediation is the go-to modeling tool for turning a simple “X affects Y” claim into a mechanism-based explanation—by inserting one or more intervening...

MediationMediator SearchResearch Gaps

10Min Research Methodology - 22(P2) - Search a Theory and How to Write Theory and Contributions

Research With Fawad · 3 min read

Finding which theories appear in a pile of downloaded papers can be done quickly inside a PDF library—then the real work starts: turning those...

Theory SearchTheoretical LensResearch Contribution

12. SEMinR Lecture Series - Evaluating Reflective Measurement Model - Step 1: Indicator Reliability

Research With Fawad · 3 min read

Evaluating a reflective measurement model in PLS-SEM starts with a practical checklist: confirm indicator reliability, then check internal...

Reflective Measurement ModelsIndicator ReliabilityConvergent Validity

CBSEM using #SmartPLS4 | 11 | Simple Structural Model Analysis

Research With Fawad · 2 min read

Structural model analysis in SmartPLS4 is used to test whether hypothesized relationships between latent constructs hold—while explicitly accounting...

Structural Model AnalysisSmartPLS4PLS-SEM Bootstrapping

10Min Research Methodology - 23 (P1) - How to Incorporate Theory in a Research Paper

Research With Fawad · 2 min read

A structured, logic-first approach is the key to incorporating theory into a research paper: limit theory to a manageable number (typically no more...

Theory IntegrationResearch IntroductionLiterature Review

Google #Bard for #Research and Comparing it with #ChatGPT

Research With Fawad · 2 min read

Google’s experimental Bard is positioned as a research assistant that can draft literature reviews and generate reference lists, but it still comes...

Bard AccessLiterature Review DraftingIn-Text Citations

How to Read a Research Paper?

Research With Fawad · 3 min read

A practical way to read research papers—and turn what’s learned into a reusable Excel database—centers on extracting a fixed set of information:...

Reading Research PapersExcel Literature ReviewServant Leadership

31. SEMinR. How to Analyze Categorical Predictor Variables using SEMinR in R?

Research With Fawad · 2 min read

Categorical predictors in SEMinR can be handled by dummy coding each category and then estimating separate path effects against a chosen reference...

SEMinRDummy CodingReference Category

10Min Research Methodology - 24 - Write Literature Review with No/Little Empirical Research

Research With Fawad · 2 min read

When literature is scarce—or entirely missing—researchers still need a defensible way to write a literature review that links concepts. The core move...

Literature ReviewConceptualizationTheory Search

#ChatGPT and #Bard for #Research - Find Gaps and Design a Research Framework

Research With Fawad · 2 min read

Servant leadership research can be rapidly reframed into a publishable study by using ChatGPT and Google Bard to generate candidate relationships,...

Servant Leadership ResearchResearch FrameworkMediators and Moderators

CBSEM using #SmartPLS4 | 6 | Factor Loadings and Model Fit Statistics

Research With Fawad · 3 min read

Factor loadings and model fit statistics sit at the heart of confirmatory factor analysis (CFA) and structural equation modeling (SEM) because they...

Factor LoadingsMeasurement ErrorSEM Identification

17. SEMinR Series | Evaluating Formative Model | Step 1: Redundancy Analysis & Step 2: Collinearity

Research With Fawad · 2 min read

Evaluating a formative measurement model hinges on two checks that must be planned before data collection: redundancy analysis for convergent...

Formative MeasurementConvergent ValidityRedundancy Analysis

Understanding the #Sampling Process in #Research

Research With Fawad · 3 min read

Sampling starts with a clear target: researchers must define the population and then specify where the sample will come from. In practice, that means...

Sampling ProcessProbability SamplingStratified Sampling

24. SEMinR Lecture Series. Simple Mediation Analysis

Research With Fawad · 2 min read

Mediation analysis in SEMinR hinges on a simple causal chain: changes in an exogenous construct affect a mediator, which then drives changes in an...

Mediation AnalysisSEMinR BootstrappingPLS Path Models

07. SPSS Classroom - Analyzing and Reporting One Sample T Test in SPSS

Research With Fawad · 3 min read

A one-sample t test is the go-to method when researchers have a single sample and want to check whether its mean matches a known population...

One-Sample T TestSPSS Output InterpretationAssumptions of T Tests

CBSEM using #SmartPLS4 | 12 | Report Measurement Model Results

Research With Fawad · 2 min read

Reporting a SmartPLS4 measurement model isn’t just about listing numbers—it’s about presenting fit, reliability, validity, and discriminant checks in...

Measurement Model ReportingSmartPLS4Model Fit Indices

10Min Research - 34. Understanding and Performing Stratified Random Sampling in Social Sciences

Research With Fawad · 3 min read

Stratified random sampling is designed to prevent a common failure of simple random sampling: when a population contains distinct subgroups, random...

Stratified Random SamplingProportionate AllocationDisproportionate Allocation

10Min Research - 29 - Points to Consider when Designing a Research Questionnaire

Research With Fawad · 2 min read

Designing a research questionnaire starts with treating each variable as a “latent construct” that must be measured through an instrument—typically a...

Research Questionnaire DesignLatent ConstructsStructural Equation Modeling

Binary Logistic Regression Analysis using SmartPLS: How to Run, and Interpret the Results.

Research With Fawad · 3 min read

Binary logistic regression in SmartPLS4 can be run as a straightforward “plain regression” model to predict a binary outcome—here, whether...

Binary Logistic RegressionSmartPLS4 SetupModel Fit Statistics

33. SEMinR Lecture Series -Moderation Analysis with Categorical Moderator

Research With Fawad · 3 min read

Moderation analysis in SEMinR can handle categorical moderators by treating the category (e.g., bank type) as a single-item construct and then...

SEMinR Moderation AnalysisCategorical ModeratorPLS Bootstrapping

CBSEM using #SmartPLS4 | 14 | Mediation Analysis using CBSEM Model in SmartPLS4

Research With Fawad · 3 min read

Mediation analysis hinges on separating an effect into two parts: a direct path from an independent variable to a dependent variable, and an indirect...

Mediation AnalysisSmartPLS4Bootstrapping

13. SEMinR Series - Reflective Model | Reliability and Convergent Validity

Research With Fawad · 2 min read

Reflective measurement model checks hinge on three linked quality tests: internal consistency reliability, convergent validity, and (later)...

Reflective Measurement ModelComposite ReliabilityCronbach’s Alpha

Statistics for Research - L27 - Analyze, Interpret, & Report Independent Samples T Test in SPSS

Research With Fawad · 2 min read

An independent-samples t test in SPSS was used to check whether perceptions about “vision” differ between male and female employees. The analysis...

Independent Samples T TestLevene’s TestCohen’s d Effect Size

32. SEMinR Lecture Series - Multi-group Analysis (PLS-MGA)

Research With Fawad · 2 min read

Multi-group analysis in SEMinR (PLS-MGA) lets researchers test whether key path relationships in a PLS-SEM model hold the same across subgroups—here,...

PLS-MGASEMinRMulti-Group Analysis

02. SPSS Classroom | Basic Statistical Concepts (P2) | Hypotheses, Errors (Type 1/Type 2), P-Value

Research With Fawad · 2 min read

Hypothesis testing is a structured way to decide whether a real-world claim about a population should be accepted or rejected based on sample data. A...

Hypothesis TestingNull vs AlternativeType I and Type II Errors

CBSEM using #SmartPLS4 | 9 | Understand and Interpret Construct Reliability and Convergent Validity

Research With Fawad · 2 min read

Reliability and convergent validity are the next checkpoint after factor loadings and model fit in a SmartPLS measurement model. Construct...

Construct ReliabilityConvergent ValidityAverage Variance Extracted

10Min Research Methodology - 26 - Directional, Relational, and Differential Hypotheses

Research With Fawad · 2 min read

Directional hypotheses hinge on knowing the expected direction of an effect before analysis. When a hypothesis includes wording like “significantly...

Directional HypothesesNon-Directional HypothesesRelational Hypotheses

#SmartPLS4 Webinar Day 4: Complex Modelling Example using SmartPLS

Research With Fawad · 3 min read

Structural equation modeling in SmartPLS starts with disciplined data screening and then moves through a two-stage quality check: measurement model...

SmartPLSStructural Equation ModelingMeasurement Model

How to Structure the Literature Review in a Research Paper/Thesis?

Research With Fawad · 2 min read

A literature review can be organized in several workable ways, but the choice should follow how the study’s variables are treated—either as separate...

Literature Review StructureMediationCSR and Organizational Performance

01. SPSS Classroom Lectures| Basic Statistical Concepts (P1) | Reliability and Validity

Research With Fawad · 3 min read

Reliability and validity are the two core quality checks behind any questionnaire or measurement tool—reliability for consistency, validity for...

ReliabilityValidityTest–Retest

10Min Research Methodology - 25 (P1) - Concept and Types of Hypotheses

Research With Fawad · 2 min read

A hypothesis is the study’s proposed relationships in plain, testable form—an educated, logically grounded statement that sets the scope of what will...

Hypothesis ConceptNull vs Alternate HypothesesDirectional Hypotheses