CERTIFICATE OF COMPLETION – MD. SHIBLUR RAHAMAN

This is to certify that Md. Shiblur Rahaman successfully completed the hands-on virtual workshop on Statistical Data Analysis Using SPSS.

Taught by: Sadhan Verma, Data Science Instructor at NBICT LAB’s e-learning platform
Course Content Duration: 60 Hours
Learner’s Email Address: shiblu.ju@gmail.com

Course Contents:

Section – A: Data Processing & Management

Lesson – 1 – Software Setup & Interface Overview

Lesson – 2 – Dataset Preparation for a Printed Questionnaire

Lesson – 3 – Google Form to Dataset Preparation

Lesson – 4 – Data Cleaning

Lesson – 5 – Data Manipulation

Lesson – 6 – Testing for Normal Distribution

Lesson – 7 – Data Transformation

Lesson – 8 – Descriptive Analyses

Section – B: Associations

Lesson – 9 – Pearson’s Correlation

Lesson – 10 – Point-biserial Correlation

Lesson – 11 – Pearson’s Partial Correlation

Lesson – 12 – Spearman’s Correlation

Lesson – 13 – Kendall’s Tau-b

Lesson – 14 – Goodman and Kruskal’s Gamma

Lesson – 15 – Somers’ d

Lesson – 16 – Mantel-Haenszel Test of Trend

Lesson – 17 – Cochran-Armitage Test of Trend

Lesson – 18 – Chi-square Test of Association (2 x 2)

Lesson – 19 – Chi-square Test of Independence (R x C)

Lesson – 20 – Relative Risk (2 x 2)

Lesson – 21 – Odds Ratio (2 x 2)

Lesson – 22 – Goodman and Kruskal’s Lambda

Lesson – 23 – Fisher’s Exact Test (2 x 2 Independence)

Lesson – 24 – Loglinear Analysis

Section – C: Differences Between Groups

Lesson – 25 – Independent Samples T-Test

Lesson – 26 – Paired Samples T-Test

Lesson – 27 – Mann-Whitney U Test

Lesson – 28 – Wilcoxon Signed-Rank Test

Lesson – 29 – One-way ANOVA

Lesson – 30 – Kruskal-Wallis H Test

Lesson – 31 – Two-way ANOVA

Section – D: Predictions

Lesson – 32 – Simple Linear Regression

Lesson – 33 – Standard Multiple Linear Regression

Lesson – 34 – Hierarchical Multiple Regression

Lesson – 35 – Binary Logistic Regression

Section – E: Bonus Section

Lesson – 36 – Reliability Test – Cronbach’s Alpha

Lesson – 37 – Exploratory Factor Analysis Using PCA (EFA)

Lesson – 38 – Writing SPSS Output Tables in APA Style