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Since July 2022
Instructor since July 2022
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Doctor of Mathematics, 26 years of experience — Statistics and Probability (Advanced Studies & Dissertations)
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From 20 £ /h
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Hello, I help students understand and master statistics and probability, succeed in their modules, midterms and exams, and ensure the accuracy of the statistical section of their dissertations and projects. A PhD in mathematics and a public sector teacher, specializing in teaching statistics and probability at the university level, I draw on twenty-six years of experience.

Many students don't get stuck on the calculations themselves, but on the meaning: which test to choose, how to interpret a result, what conclusion to draw. That's exactly what I clarify, using concrete examples rather than abstract formulas.

WHAT I COVER

• Descriptive statistics with one variable: measures of central tendency and dispersion, distributions.
• Graphical representations: histograms, box plots, diagrams...
• Bivariate descriptive statistics (with two variables): cross-tabulations, covariance, correlation.
• Regression and adjustment.
• Probabilities: counting, conditional probabilities, independence.
• Random variables and distributions: mass function, density function, distribution function, marginal and conditional laws, expectation and variance.
• Common distributions: discrete (Bernoulli, binomial, Poisson...) and continuous (normal, Student, Fisher, chi-square...).
• Sampling methods: choice of sample size and types of sampling.
• Estimation and confidence intervals.
• Hypothesis testing: goodness-of-fit test, comparison of means (normal or Student's t-distribution), chi-square test (independence, goodness-of-fit), analysis of variance (Fisher/ANOVA)...
• Getting started with the tools: Excel, SPSS, R.

FOR WHOM

• Students in economics, management, science and health (biostatistics).
• Top business and finance schools.
• Higher education institutions and undergraduate programs.
• Methodological support for dissertations and theses: analysis plan, choice of tests, data processing and interpretation.

MY METHOD

• Understand before calculating: give meaning to each concept.
• Exercises and real-world case studies tailored to your field of study.
• Reading and interpreting the results, not just obtaining them.
• Targeted preparation for exams and presentations.

HOW ARE THE CLASSES CONDUCTED?
At home or online (stylus and graphics tablet, for a clear and interactive whiteboard). Structured sessions, at your own pace, with availability between lessons via messaging.

WHAT YOU CAN COUNT ON

• A doctor who has mastered the subject matter and knows how to make it clear.
• An applied, results-oriented and interpretation-driven approach.
• Reliable support up to the exam or defense.
• An initial session to identify your needs and set a goal.

CONTACT
For any questions or to arrange an initial exchange, contact me via Apprentus messaging.
Extra information
Recent lessons and exercises (to target specific difficulties), something to write with, and a calculator. For online classes: a stable internet connection and, ideally, a computer or tablet to clearly see the shared whiteboard.
Location
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At student's location :
  • Around Casablanca, Morocco
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Online from Morocco
About Me
PhD in Mathematics and teacher with over 25 years of experience, from middle school and high school to higher education. For many years I taught the Sciences Mathématiques (SM) track — the most selective stream in the Moroccan system — and today I help students in mathematics, statistics, probability and econometrics, up to exam and competitive-entrance preparation.

I enjoy teaching motivated students as well as those who have lost confidence: my role is to make mathematics clear and logical, to remove mental blocks and to rebuild self-assurance. I build each session around solid, proven working methods, with one simple goal: that the student understands deeply and gains independence.

Lessons in person in Casablanca or online (with a stylus and graphics tablet, for a clear, interactive whiteboard). A first session to assess the level and set clear goals.
Education
PhD in Applied Mathematics — Faculty of Sciences, Agadir
Advanced Postgraduate Diploma (DESA) — Mathematical Modelling and Intelligent Systems
Bachelor's Degree in Applied Mathematics — Ibn Zohr Faculty of Sciences, Agadir
Experience / Qualifications
Over 25 years teaching mathematics, from middle school and high school to higher education.
Extensive experience with the Sciences Mathématiques (SM) track — the most selective stream in the Moroccan system — and with preparation for the baccalaureate and competitive entrance exams.
Lecturer in higher education (probability and statistics).
Author of publications in indexed international journals in applied mathematics.
Age
Adults (18-64 years old)
Student level
Beginner
Intermediate
Advanced
Duration
90 minutes
120 minutes
The class is taught in
French
Arabic
English
Availability of a typical week
(GMT -04:00)
New York
at teacher icon
Online via webcam
at home icon
At student's home
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
Hello, I tutor econometrics students: understanding models, estimating them, and above all, interpreting the results. I help them succeed in their modules, midterms, and exams, and ensure the econometric component of their dissertations and projects is sound. With a doctorate in mathematics and experience teaching in the public sector, I draw on twenty-six years of practical experience.

My strength: I have mastered the mathematical foundation of econometrics and I know how to make it readable, so that you no longer suffer from formulas but know how to interpret them, through concrete, real and simple examples.

WHAT I COVER

• Review of statistics and probabilities useful for econometrics.
• Simple and multiple regression, least squares method (OLS).
• Testing and validation of the model, quality of fit.
• Heteroscedasticity, multicollinearity, autocorrelation.
• Introduction to time series.
• Economic interpretation of the results.

FOR WHOM

• Students in economics and management (Bachelor's, Master's).
• Top business and finance schools.
• Higher education institutions and undergraduate programs.
• Applied research and projects: model specification, estimation, reading of software outputs.
• Getting started with the tools: EViews, R, Excel.

MY METHOD

• Link each method to its logic and interpretation.
• Work on data and cases closely related to your topic.
• Decipher the software output, line by line.
• Targeted preparation for exams and presentations.

HOW ARE THE CLASSES CONDUCTED?
At home or online (stylus and graphics tablet for a clear and interactive whiteboard). Structured sessions, at your own pace, with availability between lessons via WhatsApp.

WHAT YOU CAN COUNT ON

• A doctor who has mastered the subject matter and knows how to make it clear.
• A practical approach, oriented towards interpretation and application.
• Reliable support up to the exam or defense.
• An initial session to identify your needs and set a goal.

CONTACT
For any questions or to arrange an initial exchange, contact me via Apprentus messaging.
Read more
Hello, I help students improve their mathematics skills, overcome difficult chapters, and approach their exams with method and confidence. A PhD in mathematics and a public school teacher, I draw on twenty-six years of experience, from middle school to high school and then to higher education.

I have particular expertise in the Mathematical Sciences (SM) track, the most selective and demanding path in the Moroccan system, which I taught for many years. This comprehensive experience allows me to know precisely where a student's difficulties stem from and how to overcome them, from the most vulnerable students to those aiming for excellence.

My method
I structure each session around solid and proven teaching methods, with one objective: for the student to master the subject matter and gain confidence. My areas of focus are:
• Assimilation of the lesson — ensure that each concept is understood before moving on to the exercises.
• Tailor-made exercises — in calculation, reasoning and writing, targeted at the student's actual difficulties.
• Methodology and organization — structuring the work for maximum efficiency.
• Gradual unlocking — guiding thought without giving the solution, to develop autonomy.
• Simplification and illustrations — making complex reasoning visual and accessible.
• Exam and competition preparation — past papers, sample questions and problem-solving strategies.

Levels and pathways
• High school: all levels and options, Moroccan program or mission type (French program) — including the Mathematical Sciences (SM) option — with preparation for post-baccalaureate entrance exams: medicine, pharmacy, dentistry, engineering schools (ENSA, ENSAM...) and business schools (ENCG).
• Preparatory classes: MPSI, PCSI, TSI, ECS, ECT...
• Higher education institutions: ENCG, ENSA, EST, ENSAM...
• First cycle of university studies: analysis, algebra...
• Preparation for entrance exams to top engineering and business schools.

How are the lessons going?
At home or online (using a stylus and graphics tablet for a clear and interactive whiteboard, just as effective as in-person sessions). Each session begins with a review of previous work, followed by a personalized plan. I remain available between sessions on WhatsApp to answer questions.

What you can count on
• A doctor who has mastered the subject matter and knows how to communicate it simply.
• Expertise in the Mathematical Sciences field and experience at all levels, from middle school to higher education.
• Personalized and supportive follow-up, with regular check-ins.
• An initial session to assess the level and set clear objectives.

Contact
For any questions or to arrange an initial exchange, contact me via Apprentus messaging.
Read more
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COURSE DESCRIPTION
--------------------
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Develop a solid understanding of mathematical concepts and learn to apply them clearly and effectively. The goal is to learn to reason, analyze, and solve problems methodically.

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verified badge
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I offer fully personalized French lessons for all levels and objectives:
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- French for Adults & Professionals: Developing your communication skills for your career or daily life in Casablanca.

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Good-fit Instructor Guarantee
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