Data & Quantitative Analysis

Statistical Analysis: From Survey Design to SPSS, AMOS & R

Turn raw survey and experimental data into rigorous scientific findings with complete guidance on descriptive stats, hypotheses testing, SEM, and APA reporting.

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Section Highlights

What You Will Find in Statistical Analysis & SPSS

A curated collection of foundational modules covering your journey from start to mastery.

Descriptive Statistics & Normality

Testing for skewness, kurtosis, Kolmogorov-Smirnov, and preparing baseline tables.

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Parametric vs Non-Parametric Tests

When to choose T-tests / ANOVA versus Mann-Whitney / Kruskal-Wallis.

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Regression & Mediation

Multiple linear regression, logistic regression, and mediation models using PROCESS Macro.

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Validity & Reliability

Cronbach’s alpha, Exploratory Factor Analysis (EFA), and Confirmatory Factor Analysis (CFA).

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Formatting APA Tables

Constructing correlation and regression summary tables that comply with APA 7 guidelines.

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Writing Up Results

Presenting statistical output in tables and text according to APA standards.

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Core Handbook

Complete SPSS Analysis Guide for Master’s Dissertations

Step-by-step screenshots from data entry and variable coding to calculating reliability, running regressions, and interpreting p-values.

16 min read Structured guide Attached template
Step by Step

Recommended Learning Path

Four clear milestones guiding you from initial idea to professional results.

  1. 1

    Data Preparation

    Coding variables, screening missing values, and detecting outliers.

  2. 2

    Assumption Checks

    Verifying normality, linearity, multicollinearity, and homoscedasticity.

  3. 3

    Statistical Testing

    Executing primary inferential tests to evaluate research hypotheses.

  4. 4

    Scholarly Reporting

    Drafting findings in academic prose accompanied by APA formatted tables.

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FAQ

Frequently Asked Questions

What sample size do I need for my master’s study?

Sample size depends on your target population, effect size, and statistical power (G*Power calculations are recommended).

Can Bahethly assist in performing my SPSS analysis?

Yes, our statistical analysts handle data entry, testing, output interpretation, and write-ups in Arabic and English.

Do you offer statistical analysis?

Yes. Our experts run the full analysis in SPSS and write and interpret the results chapter according to your research requirements.

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