Aligned with the established research methodologies.

Data analysis tests.

Selecting the most appropriate statistical procedures to test the research hypotheses, answer the research questions and meet the analysis research objectives.

Who Is This Service For?
Students – from undergraduates to Ph.D. candidates
Researchers – in academia or industry
Business & NGO Owners – seeking insights for decision-making
Department Heads – in Sales, HR, Finance, Procurement, and beyond
Anyone needing clear, accurate, and actionable statistical insights

Types of Data I Work With
Survey Data – academic, market research, feedback forms
Sales Data – revenue trends, forecasting, performance metrics
HR Data – employee surveys, performance reviews, retention analysis
Medical Data – clinical studies, patient records, health surveys
And More – if it’s data, I can analyze it

Why Work With Me?
PhD, associate professor, researcher and data analyst
10+ years of hands-on research & statistical data analysis

300+ successfully completed projects for diverse clients

PhD in from a leading Moroccan university
Commitment to accuracy, clarity, and actionable results

My Expertise Includes
Descriptive Statistics
General Linear Models (ANOVA, MANOVA, t-tests, ANCOVA)
Correlation & Regression Analysis (Predictive Models)
Cluster Analysis & Factor Analysis
Principal Component Analysis (PCA)
Exploratory Factor Analysis (EFA)
Confirmatory Factor Analysis (CFA)
Reliability & Validity Testing
Intervention Analysis (Pre/Post Designs)
Experimental Design & Hypothesis Testing
Meta-Analysis

  • Statistical Tools: SPSS, AMOS, SmartPLS, Jamovi, JASP, Stata and R
  • Data coding
  • Data cleaning
  • Variable definitions
  • Reliability tests
  • Cronbach alpha and Omega
  • Test-retest reliability
  • Validity tests
  • Convergent and discriminant validity
  • Descriptive statistics
  • Measures of central tendencies
  • Mean, median and mode
  • Measures of dispersion
  • Standard deviation, variance and range
  • Inferential statistics
  • T-Test
  • ANOVA
  • Chi-square test
  • Correlation
  • Regression
  • Mediation, moderation and control tests
  • Structural equation modeling (SEM)
  • Others

Next Item

Data analysis

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