Research With Fawad — Channel Summaries — Page 4
AI-powered summaries of 360 videos about Research With Fawad.
360 summaries
20. SEMinR Series. Evaluating Structural Model | Step 1 | Collinearity Diagnostics
After finishing reliability/validity checks for the measurement (outer) models, the next priority in PLS-SEM is to evaluate the structural (inner)...
28. SEMinR Series - Higher Order Construct Analysis - Reflective-Formative
Higher-order SEMinR modeling hinges on treating each construct type differently: reflective–reflective higher-order blocks get reliability/validity...
10Min Research Methodology - 23 (P2) - How to Incorporate Theory in Discussion and Implications
A strong discussion section doesn’t just cite studies that agree or disagree—it uses theory to explain why the results matter. After presenting...
15. SEMinR Series. Reporting Measurement Model Results
Once a PLS-SEM model is estimated in R with the measurement and structural models set up, results can be reported in a thesis or paper by pulling key...
16. SEMinR Lecture Series | Evaluating Formative Measurement Model | Introduction
Formative measurement models in SEMinR (PLS-SEM) require a different evaluation workflow than reflective ones, and the practical difference starts at...
Data Distribution/Normality in PLS SEM using SmartPLS
PLS-SEM work in SmartPLS often raises a practical question: should researchers test whether survey responses are normally distributed? The core...
How to Write a Research Paper/Thesis
A publishable research paper hinges on originality and a manuscript that lets reviewers quickly see the contribution—especially the theory and...
23. SEMinR Lecture Series | Step 4: Out of Sample Predictive Power | How to use PLSPredict
Relying on R² to judge predictive power can mislead—PLS predict is built to measure how well a PLS path model forecasts unseen data using...
Why Was my Research Paper Rejected | Get Your Research Paper Accepted
Manuscripts get rejected long before peer review ever happens—most commonly because they fail a journal’s initial technical and fit checks. Editors...
Research With ChatGPT - #ChatGPT and Google #Bard for Theoretical Implications?
Writing strong theoretical implications is less about producing polished paragraphs and more about translating results into consequences for theory...
Understanding Theoretical and Conceptual Framework - Different, Similar, or Complementary
A key takeaway is that theoretical and conceptual frameworks aren’t just interchangeable labels: theoretical frameworks supply the underlying...
Statistics for Research - L14 - How to Perform Reliability Analysis using Cronbach Alpha in R?
Cronbach’s alpha is presented as a go-to statistic for checking whether a multi-item scale measures a latent construct consistently—an essential step...
Systematic Literature Review: Data Extraction and Synthesis (S4.2)
Systematic literature reviews hinge on a disciplined two-step workflow after studies are selected: extract the right data in a consistent format,...
Categorical Independent Variable in Mediation Relationship using #SmartPLS4
The analysis tests whether organizational commitment acts as a mediator between organization type (public vs. private) and collaborative culture,...
Statistics for Research - L21 - #Correlation Analysis using R
Correlation coefficient (r) is the go-to numerical measure for quantifying the direction and strength of a linear relationship between two...
Bootstrap One Way Analysis of Variance (ANOVA) using SPSS
Bootstrap one-way ANOVA in SPSS is presented as a practical workaround when group data violate normality, letting researchers still test whether...
Conceptualize, Analyze, and Interpret Discriminant Validity using #SmartPLS4
Discriminant validity is the quality check that confirms overlapping constructs in social science research are truly distinct. In SmartPLS 4, it’s...
30. SEMinR Lecture Series - How to Solve Convergent and Discriminant Validity Issues
Convergent and discriminant validity problems in reflective measurement models can often be fixed inside SEMinR by tightening the measurement...
Search Literature for Hypothesis Formulation using Google Scholar
Building a credible hypothesis starts with more than finding papers that mention two variables—it requires a defensible chain of logic showing how...
Quick Guide to Assess Predictive Validity/Predictive Power using PLS Predict in SmartPLS3
Predictive validity in PLS-SEM can be judged with PLS Predict in SmartPLS3 by combining three checks: whether Q²predict is above zero, whether...
Understanding Independent Sample T Test and One Way ANOVA in SPSS
An independent-samples t test in SPSS is used to check whether two groups differ on a continuous outcome, and the workflow hinges on Levene’s test...
10Min Research - 38 (P2) - How to Write the Discussion Section/Chapter - Part 2
A strong discussion section has to do more than restate results: it must explain why findings are significant, why they aren’t, and what the outcomes...
Search Strategy for Systematic Literature Review—S3
A strong systematic literature review search strategy hinges on building a transparent, reproducible query—starting from the research question and...
Webinar - How to Write a Research Proposal for MS/PhD (Improved Sound Quality)
Graduate and PhD students often stall right after admission because they don’t know where to begin. The core prescription offered here is...
22. SEMinR Series. Evaluating Structural Model | Step 3: Explanatory Power
Step 3 of structural model evaluation zeroes in on explanatory power—how much of the variance in endogenous constructs the model accounts for. That...
CBSEM using #SmartPLS4 | 10 | Understand and Interpret Discriminant Validity
Discriminant validity—whether constructs that should be distinct are actually empirically different—can be tested in covariance-based structural...
Categorical Predictor Variables in Process using SmartPLS4
SmartPLS4’s PROCESS macro can handle categorical predictor variables directly in a mediation-style model, using bootstrapped path significance to...
Research With ChatGPT - How to use #ChatGPT for Writing Research Contributions?
ChatGPT can help turn rough research ideas into cleaner, more formally worded “research contributions,” but it cannot replace the researcher’s job of...
27. SEMinR Lecture Series - Reflective-Reflective Higher Order Construct Analysis
Higher-order constructs in SEMinR can be modeled and tested by first validating the lower-order measurement model, then adding the higher-order...
APA Style Guide | Part 1 | Title Page, In text References, Headings, and Quotations
APA style in the 7th edition is a formatting and citation system used across disciplines such as nursing, business, social work, education, and other...
What are Different Scales of Measurement? Nominal, Ordinal, Interval, and Ratio Scale with Examples
Measurement scales sort variables into four levels—nominal, ordinal, interval, and ratio—based on which mathematical properties their assigned...
How to use #Consensus for Research, Search Literature, Gaps, Questionnaires, and More
Consensus is positioned as an AI research assistant that turns a question into a literature-backed synthesis, then helps researchers drill down with...
13. SPSS Classroom - Assess Respondent Misconduct in Survey Research
A practical way to clean survey data starts with spotting respondents who either quit early or answer in a way that suggests they never read the...
SEMinR - Quick Guide - Mediation Analysis using SEMinR in R
The mediation test hinges on one practical question: does collaborative culture carry the effect of vision onto organizational performance? After...
Quick Guide - Part 1 - The Theory of Improving Model Fit in CB-SEM (See Description)
Improving model fit in CB-SEM starts with a disciplined audit of the measurement model: low outer loadings first, then modification indices, and only...
Learn how to extract the Literature using AnswerThis.io
A practical workflow for drafting a literature review using AnswerThis.io centers on turning research questions about key variables into structured,...
How would I know if my research model is good enough?
A research model is “good enough” for publication when its constructs are defined and measured coherently, its proposed relationships are backed by...
Simple, Stratified Random, and Systematic Sampling With Examples
Sampling methods hinge on one practical requirement: who can be selected, and how selection stays fair. Simple random sampling gives every element an...
Robustness Checks #SmartPLS4 - Unobserved Heterogeneity using SmartPLS4
Unobserved heterogeneity can quietly undermine SmartPLS results when different latent subgroups produce substantially different parameter...
The Concept and Process of Predictive Power Assessment using PLSPredict in SmartPLS3
Predictive power in PLS-SEM can’t be judged by R² alone, because R² measures in-sample explanatory strength, not out-of-sample forecasting. To assess...
PLS-SEM Thresholds Explained: Complete Guide for Researchers
PLS-SEM threshold rules for both measurement and structural models can be applied using a set of widely cited cutoffs—especially for outer loadings,...
Statistics for Research - Lesson 31 - One Way ANOVA - Theory and Practice in SPSS (v29)
One-way ANOVA is the go-to method for testing whether three or more independent groups have meaningfully different mean scores on a single outcome—so...
A GUI Alternative to Hayes #Process Macro in #SmartPLS4
SmartPLS4’s Process option offers a graphical, GUI-based way to run Hayes-style mediation models—without relying on SPSS Process Macro’s common “one...
18. SEMinR Lecture Series - Evaluating Formative Model | Step 3 | Indicator Weights
Formative measurement model evaluation reaches its final checkpoint by testing whether each indicator’s weight is statistically meaningful and...
10Min Research - 35. Understanding and Performing Systematic Sampling in Social Sciences
Systematic sampling offers a way to keep probability sampling when researchers can’t access a complete list of the population. When there’s no roster...
10Min Research - 36. Understanding and Performing Non-Probability Sampling in Social Sciences
Non-probability sampling differs from probability sampling by refusing to attach any chance of selection to population members. That single design...
Differences between CBSEM, PLSSEM, and GSCA
Generalized Structured Component Analysis (GSCA) is the newest addition discussed here, and it stands out for how it fits data: it minimizes...
How to Avoid #Plagiarism?
Avoiding plagiarism in a thesis or paper comes down to two non-negotiables: giving proper credit and rewriting material in a way that reflects real...
12. SPSS Classroom - How to Write Research Hypotheses?
A research hypothesis is an “educated guess” expressed as a logically conjectured statement that links variables (or constructs) in a way that can be...
How to Convert a Continuous Variable in to a Categorical Variable using SPSS?
Turning a continuous age variable into clear “age group” categories in SPSS starts with defining the minimum and maximum values, then building...
Statistics for Research - L29 - Bootstrap Independent Samples T Test using SPSS
Bootstrapped independent-samples t testing in SPSS provides a way to compare two groups on a mean-based outcome even when the data are not normally...
What if the condition is not necessary? NCA using PLS-SEM in #SmartPLS4
Necessary Condition Analysis (NCA) in SmartPLS-SEM is often framed around whether an antecedent’s presence is required for an outcome. This session...
Reflective-Reflective HOC using #SmartPLS4: Reliability, Validity, and Hypotheses Testing
Reflective–reflective higher order constructs in SmartPLS4 can be handled cleanly by validating the lower-order dimensions first, then treating those...
Research Gaps - AI Editor - AI Paraphraser and Empthy Review using AnswerThis.io
AnswerThis.io is positioned as a research workflow toolkit that helps users (1) locate research gaps, (2) restructure and format academic writing...
First Basic Model using GSCA in #SmartPLS
Generalized Structured Component Analysis (GSCA) in SmartPLS is presented as a new way to run structural equation models that estimates path...
Systematic Literature Review. Exclusion and Inclusion Criteria (S4.1)
Systematic literature reviews rise or fall on study selection: once the search is done, researchers must screen thousands of hits down to a...
19. SEMinR Lecture Series - When to Delete or Not to Delete a Formative Indicator
Formative measurement models require a careful, content-driven deletion decision: non-significant indicator weights alone are not enough to justify...
A Comprehensive Tutorial on Correlation Analysis using SPSS Combined
Correlation analysis in SPSS hinges on one core statistic: the Pearson correlation coefficient (R), which quantifies both the direction and strength...
Stepwise Interpretation of Moderation Results using #SmartPLS4
Moderation results in SmartPLS become much easier to interpret when the analysis is broken into a stepwise decision path: first confirm whether the...
Benefits of SLR and How to Propose the Research Questions (2)
Systematic literature reviews (SLRs) deliver a comprehensive, evidence-based map of what is already known on a topic—while also pinpointing where...