Applied Data Analysis Using SPSS

About Course

Master applied data analysis with SPSS and SmartPLS 4. From data preparation to advanced SEM techniques, this hands-on course equips you to analyze, test, and present results with confidence in both academic and professional settings. “Analyze, Test & Publish with Confidence – Learn SPSS & SmartPLS 4.”

Confidently navigate the SPSS and SmartPLS 4 interfaces.
Perform data entry, coding, cleaning, and transformation.
Apply descriptive statistics and create charts, tables, and visualizations.
Conduct correlation, t-tests, ANOVA, and regression analysis.
Run Exploratory Factor Analysis (EFA) and check reliability with Cronbach’s Alpha.
Analyze direct, indirect (mediation), and moderating effects.

Course Curriculum

Session 01: Introduction to SPSS and Data Entry

Recording of Live Session

01:14:44

Session 02: Data Preparation and Management

Session 03: Descriptive Statistics

Session 04: Reliability Analysis (Cronbach’s Alpha)

Session 05: Exploratory Data Analysis (EDA)

Session 06: Correlation Analysis

Session 07: T-Test & ANOVA

Session 08: Regression Analysis

Session 09: Factor Analysis (EFA)

Session 10: Data Cleaning & Exporting

Orientation

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A course by

Nazam Bhuiyan

PHD in Marketing (Malaysia), Award-Winning Researcher, AIB South Asia Conference 2025

FAQs

Do I need prior knowledge of statistics?

Basic understanding helps, but we start with fundamentals and build up. The course is beginner-friendly.

Will I get practical assignments or datasets?

Yes! Real-world datasets and guided assignments are part of the training.

Is SmartPLS 4 difficult to learn?

Not at all. We break it down step-by-step, making SEM accessible to all.

Do I need to install software beforehand?

We’ll guide you on how to install both SPSS (trial version) and SmartPLS 4.

Is this course suitable for thesis or dissertation work?

Yes, this course is perfect for students working on theses or dissertations. It will help you design, analyze, and interpret your data correctly, making your findings academically credible and publication-ready.

What kind of support will I get during the course?

You’ll receive step-by-step guidance, downloadable resources, practical examples, and Q&A support during and after class sessions to ensure all your doubts are addressed.

Will class recordings or materials be provided?

Yes, participants will have access to class slides, datasets, and recorded sessions to review and practice at their own pace.

How is this course different from other SPSS or SmartPLS tutorials online?

This is not just a theory-based course — it’s an applied, hands-on program designed around real datasets and practical research problems. You’ll leave the course ready to use these tools in real academic or workplace scenarios.

I’m from a non-statistics background. Can I still join?

Yes! We explain all statistical concepts in simple terms. Many participants from management, education, social sciences, and health backgrounds find this course easy to follow.

Is there a final project or test?

Yes! There's a mandatory project, we encourage participants to complete the project or case study using SPSS or SmartPLS to apply what they’ve learned.

Will this course help with journal publication

Absolutely! You’ll learn how to prepare your analysis in formats suitable for academic publishing, with clear guidance on reporting statistics for APA and other academic styles.

Is this course recognized or accredited?

While this is a professional skill-development course, the certificate will reflect your mastery of SPSS and SmartPLS tools — a valuable credential for your academic or professional journey.