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Since April 2018
Instructor since April 2018
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Statistics & Probability — High School to University Level (solid foundations)
From 46.6 C$ /h
Do you want to strengthen your foundations in statistics and probability, or prepare for a test/exam? I offer structured support, from high school diploma level to university level (depending on the program).
Goals :
- Understanding the concepts (without rote learning)
- Ability to apply the methods to exam-style exercises
- To improve speed and accuracy (reasoning, calculation, interpretation)
Content (adapted to your level):
- Descriptive statistics: mean, dispersion, correlation, graphs
- Probabilities: events, common distributions, expected value/variance
- Introduction to inference: estimation, tests, interpretation of results (if required level)
Method: clear explanation → guided exercises → corrected independent exercises → mini validation tests.
It is possible to send exercises between sessions (correction during the lesson).
Details: Home lessons in Rabat – Salé – Témara. Recommended format: 90 minutes (most effective), or 120 minutes for rapid progress.
Goals :
- Understanding the concepts (without rote learning)
- Ability to apply the methods to exam-style exercises
- To improve speed and accuracy (reasoning, calculation, interpretation)
Content (adapted to your level):
- Descriptive statistics: mean, dispersion, correlation, graphs
- Probabilities: events, common distributions, expected value/variance
- Introduction to inference: estimation, tests, interpretation of results (if required level)
Method: clear explanation → guided exercises → corrected independent exercises → mini validation tests.
It is possible to send exercises between sessions (correction during the lesson).
Details: Home lessons in Rabat – Salé – Témara. Recommended format: 90 minutes (most effective), or 120 minutes for rapid progress.
Location
At student's location :
- Around Rabat, Morocco
About Me
As a doctoral student in management science (strategy & crisis management), I offer courses and methodical support in economics, statistics/probability, Excel (data analysis) and management disciplines, from bachelor's level to university level.
My background in economic analysis, competition law, and financial management allows me to combine academic rigor with a practical approach. Each session is structured around: (1) clear explanations, (2) progressive exercises, (3) detailed solutions and methodology, and (4) a revision plan or learning objectives.
I place particular importance on reasoning, critical thinking and informed decision-making, while aiming for concrete results (tests, exams, projects).
Home lessons: Rabat – Salé – Témara (recommended format: 90 minutes). Seriousness, ambition, and commitment are the keys to rapid progress.
My background in economic analysis, competition law, and financial management allows me to combine academic rigor with a practical approach. Each session is structured around: (1) clear explanations, (2) progressive exercises, (3) detailed solutions and methodology, and (4) a revision plan or learning objectives.
I place particular importance on reasoning, critical thinking and informed decision-making, while aiming for concrete results (tests, exams, projects).
Home lessons: Rabat – Salé – Témara (recommended format: 90 minutes). Seriousness, ambition, and commitment are the keys to rapid progress.
Education
- Doctoral student in Management Sciences (in progress) – Abdelmalek Essâadi University (Specialization: Strategic management and crisis management)
- Certificate of Advanced Financial Studies and Accounting – ISCAE Casablanca
- Master in Corporate Finance - ISCAE Group
- Academic exchange program in Finance – Audencia School of Management, Nantes, France
- Certificate in Program and Project Management (International University of Rabat)
- Certificate of Advanced Financial Studies and Accounting – ISCAE Casablanca
- Master in Corporate Finance - ISCAE Group
- Academic exchange program in Finance – Audencia School of Management, Nantes, France
- Certificate in Program and Project Management (International University of Rabat)
Experience / Qualifications
Senior Investigator – Competition Council of Morocco (April 2023 – Present)
- Sectoral competitive analysis, particularly in agriculture and services.
- Evaluation of economic concentration projects (mergers and acquisitions).
- Management of regulatory compliance files and strategic recommendations on market competitiveness.
Head of the Financial Department – Moroccan Pension Fund (June 2022 – March 2023)
- Supervision of pension financing and budget execution.
- Management of banking operations and institutional liquidity.
- Management of payment processes and financial reporting.
Head of the Customer Service & Partnerships Department – Moroccan Pension Fund (May 2021 – June 2022)
- Implementation of a strategic partnership management process.
- Development of financial alliances to support institutional growth.
Senior Manager in Financial and Managerial Accounting – Moroccan Pension Fund (Dec. 2014 – April 2021)
- Implementation of analytical accounting based on Activity-Based Costing (ABC).
- Contribution to the development of the accounting procedures manual.
Managing Director – Future Leaders Academy (2017 – 2019)
- Training and coaching of more than 1,200 students and graduates of engineering and business schools.
President – Organization of Student Renewal of Morocco (OREMA) (2019 – 2021)
- Coordination of university activities in more than 20 Moroccan cities.
Finalist of the Banque Populaire Foundation Competition (2013)
- Development of the WaterSave project, a device for optimizing water consumption.
- Sectoral competitive analysis, particularly in agriculture and services.
- Evaluation of economic concentration projects (mergers and acquisitions).
- Management of regulatory compliance files and strategic recommendations on market competitiveness.
Head of the Financial Department – Moroccan Pension Fund (June 2022 – March 2023)
- Supervision of pension financing and budget execution.
- Management of banking operations and institutional liquidity.
- Management of payment processes and financial reporting.
Head of the Customer Service & Partnerships Department – Moroccan Pension Fund (May 2021 – June 2022)
- Implementation of a strategic partnership management process.
- Development of financial alliances to support institutional growth.
Senior Manager in Financial and Managerial Accounting – Moroccan Pension Fund (Dec. 2014 – April 2021)
- Implementation of analytical accounting based on Activity-Based Costing (ABC).
- Contribution to the development of the accounting procedures manual.
Managing Director – Future Leaders Academy (2017 – 2019)
- Training and coaching of more than 1,200 students and graduates of engineering and business schools.
President – Organization of Student Renewal of Morocco (OREMA) (2019 – 2021)
- Coordination of university activities in more than 20 Moroccan cities.
Finalist of the Banque Populaire Foundation Competition (2013)
- Development of the WaterSave project, a device for optimizing water consumption.
Age
Teenagers (13-17 years old)
Adults (18-64 years old)
Seniors (65+ years old)
Student level
Beginner
Intermediate
Advanced
Duration
90 minutes
120 minutes
The class is taught in
French
Arabic
English
Skills
Availability of a typical week
(GMT -05:00)
New York
At student's home
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
“Premium” course for students (schools, master's) or professionals wishing to understand the economics of competition and industrial organization, with an applied and structured approach.
Themes (depending on level):
- Market power, barriers to entry, elasticities (useful reminders)
- Monopoly and price discrimination (intro)
- Oligopoly: strategic intuition (Cournot/Bertrand depending on level)
- Agreements and collusion: economic mechanisms and stability
- Mergers: unilateral effects, coordination, efficiency gains (intro)
- Market definition and economic reasoning (if applicable)
Method: explanation → exercises/cases → structuring an analysis (hypotheses, mechanisms, conclusion). Possibility of working with articles, case studies or notes.
Modalities: lessons at home in Rabat–Salé–Témara or online. Recommended format: 90/120 min.
Themes (depending on level):
- Market power, barriers to entry, elasticities (useful reminders)
- Monopoly and price discrimination (intro)
- Oligopoly: strategic intuition (Cournot/Bertrand depending on level)
- Agreements and collusion: economic mechanisms and stability
- Mergers: unilateral effects, coordination, efficiency gains (intro)
- Market definition and economic reasoning (if applicable)
Method: explanation → exercises/cases → structuring an analysis (hypotheses, mechanisms, conclusion). Possibility of working with articles, case studies or notes.
Modalities: lessons at home in Rabat–Salé–Témara or online. Recommended format: 90/120 min.
I offer structured tutoring for second-year baccalaureate students (all options) in general economics and statistics/probability. The objective is twofold: to understand the concepts and succeed in assessments through a clear method and targeted exercises.
We work from:
- Course material + summary sheets (definitions, formulas, interpretation)
- Progressive exercises (from simple to exam-type)
- Past exam papers and likely topics, with detailed solutions
- Regular mini-tests to measure progress
Recommended format: 90-minute sessions (more effective at home).
Area: Rabat – Salé – Témara (travel).
We work from:
- Course material + summary sheets (definitions, formulas, interpretation)
- Progressive exercises (from simple to exam-type)
- Past exam papers and likely topics, with detailed solutions
- Regular mini-tests to measure progress
Recommended format: 90-minute sessions (more effective at home).
Area: Rabat – Salé – Témara (travel).
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