SPSS, AMOS. PLS SEM and Research Guidance - Interactive learning

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From 32.28 € /h

I aim equips students and researchers with the essential skills to conduct advanced quantitative research using industry-standard software and statistical methods. Emphasis is placed on data analysis, structural equation modeling, and applied research design, with a focus on interpreting results and applying them in academic and professional contexts.

Learning Focus

SPSS (Statistical Package for the Social Sciences):
Data preparation, descriptive statistics, reliability testing, regression, ANOVA, and hypothesis testing.

AMOS (Analysis of Moment Structures):
Confirmatory factor analysis (CFA), measurement model testing, structural equation modeling (SEM), and model fit assessment.

PLS-SEM (Partial Least Squares Structural Equation Modeling):
Application of SmartPLS or WarpPLS for predictive modeling, higher-order constructs, mediation/moderation analysis, and validation techniques (AVE, CR, HTMT).

Research Guidance:
Understanding research design, formulating hypotheses, structuring a thesis, interpreting outputs, reporting results in APA style, and preparing manuscripts for conferences or journals.

Extra information

download SPSS or AMOS

Location

Online from Bahrain

Age

Adults (18-64 years old)

Student level

Beginner

Intermediate

Advanced

Duration

60 minutes

The class is taught in

Arabic

English

Skills

Numerical analysis

Availability of a typical week

(GMT -05:00)

New York

Online via webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Adobe software package (Photoshop, Illustrator, InDesign, Motion graphic)

40.53 € /h

This course introduces students to the Adobe Creative Cloud package, focusing on industry-standard tools used in graphic design, multimedia production, and visual communication. Through a hands-on, project-based approach, students will gain foundational skills in Adobe Photoshop, Illustrator, and InDesign while exploring how these applications integrate to support professional design workflows.

Students will learn to:

Use Adobe Photoshop for image editing, photo manipulation, and digital compositing.

Apply Adobe Illustrator for creating vector-based graphics, logos, and illustrations.

Design and publish layouts in Adobe InDesign, such as posters, brochures, and magazines.

Understand file formats, color modes (RGB/CMYK), typography, and prepress requirements.

Develop creative projects that combine multiple applications, simulating real-world design tasks.

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4.75

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4.75

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4.75

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Aafaq

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Calculus I, the first course in this extensive mathematics curriculum, teaches students the foundational ideas of limits, derivatives, and how to apply them to real-world issues including rates of change and optimization. Calculus III, which builds on this basis, introduces partial derivatives, multiple integrals, and vector calculus, extending these concepts into several dimensions. When taken as a whole, these calculus courses build the solid analytical foundation and spatial thinking abilities needed for further study in applied mathematics, science, and engineering.

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4.75

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Invoices issued.

Limited places available (max 8 students).
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4.75

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◾ Tools

RStudio • SQL • SPSS • SAS • Jamovi • JASP

◾ Statistical Methods & Tests

Student's t-test • ANOVA • MANOVA • ANCOVA • Regression (linear & logistic) • Correlation • Chi-square • Nonparametric tests • PCA • MCA • Exploratory factor analysis • Classification / Clustering • Mediation • Moderation • Interpretation

◾ Data analysis & decision support

- Data preparation, structuring and validation using SAS, R and SQL
- Descriptive, exploratory and multivariate statistical analyses on business data
- Production of performance indicators and actionable analyses to support decision-making

◾ Selection and implementation of methods

- Preparation and structuring of databases
- Hypothesis testing and univariate, bivariate and multivariate analyses (ANOVA / ANCOVA)
- Linear and logistic regressions
- Factor analyses (PCA / MCA)
- Mediation and moderation models
- Classification / clustering

1) Academic support

- Lectures, tutorials, projects and assignments in statistics
- Help in understanding and interpreting the results
- Preparation for exams and academic presentations

2) Statistical analysis

- Descriptive statistics (univariate and bivariate)
- Multivariate analyses
- Data exploration and outlier detection

3) Statistical tests

- Correlations (Pearson, Spearman, Cohen's Kappa)
- t-tests (one and two samples, independent or paired)
- Chi-square, binomial tests
- z-scores and associated indicators

4) Statistical modeling

- Linear regressions (simple and multiple)
- Logistic regression
- Interpretation of coefficients, diagnostics and validation of models

5) ANOVA & ANCOVA

- One- or multi-factor ANOVA
- Repeated measures ANOVA
- Fixed and random effects
- Post-hoc tests and effect sizes

6) Factor analyses

- ACP / PCA (scree plot, factor scores, matrices)
- Exploratory factor analysis
- Factorial rotations
- Validation and interpretation of structures and clusters

◾ Reporting & communication

- Clear, structured and concise reporting of results
- Visualizations tailored to decision-makers
- Support for strategic and operational decision-making

Martin

4.75

(4)

Want to stop “fighting with data” and start getting answers? In these lessons, you’ll learn Excel and/or Power BI in a practical, results-focused way, the same approach used in real corporate environments to build reports, dashboards, and automated workflows.

We’ll start from your current level, build strong fundamentals, and quickly move into high-impact skills: cleaning data, building a solid model, writing DAX measures, and creating dashboards that communicate insights clearly.

Bring your own dataset (work, school, sports, personal projects) or I can provide exercises. The goal is simple: you become faster, more confident, and more valuable with data.