from28.48GBP/ h
Mathematics, physics and computer science courses for preparatory classes for engineering or business schools
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Mathematics, physics and computer science courses for preparatory classes for grandes écoles (engineering and business)Are you in a preparatory class for science or economics and looking to strengthen your skills in mathematics, physics, or computer science? I offer customized courses tailored to the requirements of the competitive entrance exams for the Grandes Écoles.
Through a rigorous and structured approach, we will work together to understand fundamental concepts, solve typical exercises, and delve deeper into complex topics. My goal is to help you acquire effective methods, optimize your reasoning, and improve your speed in responding to challenges.
Whether you need a refresher, advanced training, or regular support, my classes are tailored to your pace and goals. We can cover both theoretical concepts and their practical application, with corrected exercises and methodological advice.
Do not hesitate to contact me for any questions or to arrange an initial discussion to assess your specific needs.
Location
Online via webcam
General info
Age: | Adults (18-64 years old) Seniors (65+ years old) |
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Student level: | Advanced |
Duration: | 60 minutes 120 minutes |
The class is taught in: | French, English |
About Me
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Experienced mathematics teacher for preparatory classesA qualified mathematics teacher with a master's degree in mathematics from Paris-Dauphine University, I have over 20 years of experience teaching preparatory classes for the grandes écoles (scientific and commercial). A specialist in entrance exams for engineering and business schools, I help students master fundamental concepts, deepen their understanding of methods, and solve challenging exercises.
My teaching approach is based on rigor, clarity, and adapting to the specific needs of each student. I make it a point of honor to develop their analytical skills, their problem-solving skills, and their self-confidence in the face of challenges.
If you would like structured and effective support to maximize your chances of success in the competitive exams, do not hesitate to contact me.
Education
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Education and academic backgroundWith a bachelor's degree in Mathematical Sciences, I continued my graduate studies at Paris-Dauphine University, where I obtained a master's degree in mathematics. Specializing in probability, statistics, analysis, and algebra, I developed in-depth expertise in these fields, allowing me to acquire a solid theoretical and applied mastery of mathematics.
Subsequently, I obtained the agrégation in mathematics, attesting to a high level of pedagogical and disciplinary competence. With this demanding training, I devoted more than 20 years to teaching mathematics in preparatory classes for the grandes écoles, both for scientific and commercial courses.
My background allows me to effectively support students in their preparation for competitive exams, by teaching them rigorous methods and an analytical approach essential to success.
Experience / Qualifications
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Experience in teaching, support and scientific researchWith over 20 years of experience teaching mathematics, I have supported generations of students in scientific and business preparatory classes as they prepare for the competitive entrance exams to the Grandes Écoles. My teaching approach is based on clarity, rigor, and adaptation to the specific needs of each student. I have taught both lectures and tutorials, covering diverse areas such as algebra, analysis, probability, and statistics.
Alongside my teaching commitment, I also provided personalized support courses to help students overcome difficulties, deepen their knowledge, and develop effective strategies for written and oral exams. My experience has allowed me to identify key areas to focus on to maximize their chances of success in competitive exams.
In terms of scientific research, I have worked on various topics in pure and applied mathematics, particularly in probability and statistics. My academic career has given me the opportunity to explore advanced issues and contribute to research related to these disciplines. This experience now allows me to integrate more in-depth perspectives into my teaching, linking theory with real-world applications.
Thanks to this dual expertise in teaching and research, I offer a comprehensive approach that combines academic rigor and effective pedagogy to support students towards excellence.
🌟 Become an Expert in Probability, Statistics and Data Science! 🌟
Do you want to master probability, advanced statistics, or learn data science? My private lessons are designed to support you, whether you're a bachelor's or master's student, preparing for the BCE or HEC competitive exams, or simply passionate about data analysis. 🎓
📊 Areas of Expertise**
- **Probabilities**: Discrete and continuous laws (binomial, Poisson, normal, exponential, etc.), expectation, variance, **limit theorems** (law of large numbers, central limit theorem), **stochastic processes**, Markov chains.
- **Descriptive and inferential statistics**: Data analysis, hypothesis testing (Z-test, t-test, chi-square, ANOVA), confidence intervals, linear and logistic regression.
- **Data Science**: Introduction to data analysis tools with **Python**, **R** or **Excel**, statistical modeling, time series, multivariate analysis.
- **Preparation for competitive exams**: Methodology adapted for the **mathematics** tests of the **BCE**, **HEC**, **ENS**, or other demanding courses.
🎯 For Whom?
- Students in **mathematics**, **economics**, **engineering**, **social sciences** or **biology**.
- Students in **preparatory classes** (ECS, ECE, BCPST, MPSI, etc.) aiming for excellence in competitive exams.
- Professionals wishing to train in **data analysis**, **applied statistics** or **data science**.
- Enthusiasts who want to understand **stochastic processes** or probabilistic models.
💡 My Method
- **Tailor-made courses**: Adapted to your level and your objectives, whether to **understand the basics** or to **explore advanced concepts**.
- **Practical exercises**: Concrete cases and typical problems to prepare you for exams, competitions or professional projects.
- **Educational approach**: Clear and detailed explanations to help you overcome difficulties and gain confidence.
📈 Why Choose Me?
- Solid experience in teaching **applied mathematics**, **statistics** and **data science**.
- Caring teaching methods adapted to each profile.
- Focus on **deep understanding** of concepts and their application in various contexts (competitions, studies, professional projects).
🚀 Objectives
- **Pass your exams** or competitions with flying colors.
- **Acquire solid skills** in probability, statistics and data science.
- **Develop analytical thinking** to solve complex problems.
---
**#Probability #Statistics #DataScience #StochasticProcesses #BCECompetitions #HECCompetitions #Python #R #DataAnalysis #Mathematics #PrepClasses #Success #Pedagogy**
Ready to take action? Turn your challenges into strengths and become an expert in probability and statistics! 🚀
Comprehensive Thesis Support in Statistics, Probability, and Data Analysis Using R
For Bachelor’s, Master’s, and Doctoral Students – All Disciplines
Are you currently preparing your final thesis, research paper, or academic dissertation and struggling with the statistical component, data analysis, or the use of R software?
I offer specialized, high-level academic support for students and researchers needing assistance in designing, executing, and presenting quantitative research using rigorous statistical methods and advanced data analysis with R.
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Who I Help
Students and early-career researchers in fields such as:
Economics, Finance, Business & Marketing
Management & Human Resources
Psychology, Education, Sociology & Political Science
Public Health, Epidemiology & Medicine
Engineering, Environmental Sciences & Urban Studies
Data Science, Computer Science, Mathematics & Machine Learning
Whether you're a beginner in statistics or already comfortable with data but unsure how to structure your work academically — I adapt to your needs.
---
Detailed Services Offered
1. Research Design & Statistical Methodology
Refining research questions and translating them into statistical hypotheses
Identifying appropriate study designs (experimental, quasi-experimental, cross-sectional, longitudinal, etc.)
Selection of variables, metrics, and scales
Determining sample size and statistical power (power analysis)
Building conceptual and analytical frameworks
2. Data Analysis Using R
Data cleaning and wrangling (dplyr, tidyr, data.table, etc.)
Exploratory data analysis (EDA) with graphical and statistical summaries
Statistical testing: t-tests, ANOVA, chi-square, Mann-Whitney, Wilcoxon, etc.
Regression models:
Linear regression
Logistic regression
Multinomial and ordinal regression
Poisson and negative binomial models
Panel data models
Multivariate techniques:
PCA (Principal Component Analysis)
Factor Analysis
Cluster Analysis (k-means, hierarchical)
Correspondence Analysis
Machine Learning (optional): Decision trees, Random Forests, SVM, etc.
Time series analysis (ARIMA, Holt-Winters, Exponential smoothing)
Data visualization using ggplot2, plotly, shiny dashboards (on request)
Code optimization and creation of custom reusable scripts
3. Writing and Structuring Statistical Sections
Assistance with writing the methodology and results sections:
In proper academic English (or French)
With clarity, scientific accuracy, and structured argumentation
Proper interpretation of p-values, confidence intervals, effect sizes, R2, etc.
Integration of graphs, tables, and summary statistics directly from R
Help with organizing appendices (data tables, code snippets, raw outputs)
4. Proofreading, Review, and Feedback
In-depth review of your full draft
Correction of technical and logical inconsistencies in the statistical reasoning
Advice on improving academic flow and clarity
Formatting guidance (APA, MLA, Chicago, Harvard, etc.)
5. Coaching & Pedagogical Support
One-on-one coaching sessions tailored to your level and project
Explaining every concept and technique so that you understand and own your thesis
Simulation and walkthrough of a potential thesis defense or presentation
Tips on how to explain your statistical choices and justify your findings to your supervisor or jury
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Languages & Communication
Work in English or French
Clear, responsive communication
Support available via email, Zoom, Google Meet, or your preferred platform
Live screen sharing, real-time R coding, file exchange, and collaborative editing via Google Docs or Overleaf
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Flexible and Transparent Work Format
One-time assistance (specific problem or section)
Ongoing support throughout the thesis process (several weeks/months)
Help available even on weekends and evenings
Discretion, confidentiality, and academic integrity guaranteed
---
Why Work With Me?
Over 20 years of experience in mathematics and teaching
Master’s degree in Mathematics with specialization in mathematics education and applied statistics
Practical expertise as a data analyst, working on real-world datasets and academic projects
Strong command of R, as well as experience with SPSS, Excel, Python (on request)
Successful track record of supporting dozens of students in completing theses in Europe, North Africa, and North America
Are you preparing for the competitive entrance exams for the grandes écoles (X, Centrale, Mines, ENS, HEC, ESSEC, EDHEC, etc.)? Are you in a science prep course (MPSI, MP, PCSI, PC) or economics prep course (ECS, ECE, ECT) and are you looking to optimize your methodology, fill in your gaps, or aim for excellence?
I am a certified mathematics teacher with 20 years of experience teaching preparatory classes and providing individual tutoring. I offer personalized private lessons in mathematics and physics, tailored to your level and goals.
What I propose:
In-depth preparation for written and oral competitive exams (central exams, joint banks, oral exams at X or HEC, etc.)
Clear, structured courses, with course reminders, resolution methodology, tips and intensive practice on past papers
Regular and personalized monitoring, identification of weak points, consolidation of acquired knowledge
Training in rigorous writing, math/physics oral exams, time management and perspective-taking
Materials provided: method sheets, past exam corrections, thematic summaries
Concerned public :
Students in MPSI, MP, PCSI, PC, ECS, ECE, ECT
Students aiming for prestigious engineering schools or business schools
Need for refresher training, intensive coaching, or targeted development?
Why choose me?
Recognized educational expertise
Adaptation to each student profile
Proven results: many students admitted to Polytechnique, CentraleSupélec, Mines, HEC, ESSEC, EDHEC...
Courses at home or online (Zoom, Teams, etc.), depending on your preference.
Contact me to discuss your needs and arrange an initial appointment.
Ask a question
Send a message explaining your needs and Radouan will reply soon:
The more detail, the better.
Ex. "Hi, when are you available to meet for a lesson?"
Ex. "Hi, when are you available to meet for a lesson?"
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from £28.48Online via webcam
100% Satisfaction Guarantee
Good-fit Instructor Guarantee
If you are not satisfied after your first lesson, Apprentus will find you another instructor or will refund your first lesson.
Online reputation
- Instructor since February 2025
- Google connected
Availability of a typical week
(GMT -04:00) New York
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from £28.48Online via webcam
Good-fit Instructor Guarantee
If you are not satisfied after your first lesson, Apprentus will find you another instructor or will refund your first lesson.
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