📊 Master Probability and Statistics with Personal Tutorials! Boost Your Grades and Confidence 🚀

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From 34.91 Fr /h

🌟 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.

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**#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! 🚀

Location

Online from Morocco

About Me

Experienced mathematics teacher for preparatory classes

A 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

Education and academic background

With 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

Experience in teaching, support and scientific research

With 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.

Age

Children (7-12 years old)

Teenagers (13-17 years old)

Adults (18-64 years old)

Seniors (65+ years old)

Student level

Intermediate

Advanced

Duration

60 minutes

120 minutes

The class is taught in

French

English

Skills

Statistics

Availability of a typical week

(GMT -05:00)

New York

Online via webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Private lessons in Mathematics and Physics – Preparatory classes and universities

29.85 Fr /h

📌 Private lessons in Mathematics and Physics – Preparatory Classes

You are in scientific preparatory classes (MPSI, PCSI, PTSI, ECS, ECE, BCPST, etc.) and you wish to:

Consolidate your foundations in mathematics and physics,

Develop effective resolution methods,

Prepare yourself for the competitive exams with rigor and serenity,

Improve your results with tailor-made support?

👉 I offer intensive and personalized support courses adapted to the requirements of preparatory classes.

👨‍🏫 About me

Master's degree in mathematics training

Mathematics Aggregation

24 years of experience in teaching mathematics and physics, both at secondary level and in preparatory classes and at university.

Specialist in supporting students towards success in competitive exams.

🎯 What I offer you

Clear and detailed explanations of complex concepts, with course reminders.

Rigorous methodology for solving typical competition exercises.

Personalized monitoring according to the student's level and objectives.

Training in writing and reasoning required in preparatory classes.

Targeted preparation for oral and written competitive exams.

📚 Areas of intervention

Mathematics: analysis, algebra, probability, geometry, optimization, differential equations...

Physics: mechanics, electricity, thermodynamics, optics...

📌 Organization of courses

Private lessons in person or online (via interactive whiteboard and shared materials).

Possibility of regular courses or intensive courses during the holidays.

Adaptation of the pace according to your needs (refresher, weekly monitoring, targeted preparation for competitions).

✨ My goal

To give you not only an understanding of the concepts, but also the essential working method to succeed in prep and gain confidence.

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👉 Do not hesitate to contact me to discuss your needs and set up a suitable work plan.

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Do you want me to reword it in a more concise and punchy version (marketing style) or keep this long and detailed format?

📌 Private lessons – Probability, Statistics & Data Analysis (Bachelor’s & Master’s)

29.85 Fr /h

📌 Private lessons – Probability, Statistics & Data Analysis (Bachelor’s & Master’s)

You are a Bachelor's or Master's student and you wish to:

Understand in depth the concepts of probability and statistics,

Master data analysis tools (statistical methods, inference, tests, modeling),

Develop mathematical rigor and the ability to apply it to concrete cases,

Preparing for your exams, university projects or dissertations?

👉 I offer personalized courses to meet the specific needs of students in mathematics, economics, management, engineering sciences or any field requiring a solid background in statistics.

👨‍🏫 About me

Mathematics graduate

Master's degree in mathematics training

24 years of experience in higher education and monitoring undergraduate and graduate students.

Specialist in probability, applied statistics and data analysis.

🎯 What I offer you

Clear explanations of theoretical concepts with concrete examples.

Support in solving exercises and preparing for exams.

Practical training in data analysis (descriptive methods, estimation, tests, regressions, PCA, etc.).

Use of statistical software (R, Python, SPSS, SAS according to your needs).

Methodological monitoring for your projects, dissertations and research reports.

📚 Areas of intervention

Probabilities (random variables, probability laws, expectation, variance, law of large numbers, central limit theorem).

Inferential statistics (estimators, confidence intervals, hypothesis tests).

Linear regression and statistical models.

Multivariate analysis and classification methods.

Introduction and in-depth study of Data Science.

📌 Organization of courses

In-person or online courses (interactive whiteboard, file sharing, corrected exercises).

Possibility of regular monitoring or intensive one-off sessions.

Adaptation of content according to your university program.

✨ My goal

Allow you to master both theory and practice, in order to pass your exams and develop real skills in data analysis useful for research and the professional world.

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👉 Contact me to define your goals and establish a program adapted to your needs.

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Would you like me to write a combined version that brings together the two advertisements (prep courses + bachelor's/master's) to have a single, versatile advertisement on Apprentus, or would you prefer to keep two separate, targeted advertisements?

Robert

4.71

(24)

A highly experienced Franco-Belgian teacher (ook in het nederlands!) offers private lessons in mathematics (including finance), probability and statistics, as well as physics, chemistry, and biology for secondary and higher education levels. For physics, chemistry, and biology, the instruction is tailored to the secondary level, specifically up to the 5th year of secondary education in Belgium.

Whether you prefer lessons at your place, my place, or remotely, I am flexible to accommodate your needs. If necessary, I can travel to your home in Brussels, Walloon and Flemish Brabant, with a minimum duration of 2 hours per session. The lessons are designed to provide extensive practice with numerous exercises. Distance learning options are also available through platforms such as Skype, Facebook, etc. Please note that for students in France, only distance learning courses are provided.

In mathematics, I specialize in various topics and frequently provide lessons covering the entire secondary school curriculum, including math 6 and higher. These topics encompass factorization, equations of the 1st and 2nd degree (with in-depth study of parabolas), limits, derivatives, integrals, exponentials and logarithms, as well as trigonometry. Additionally, I am occasionally called upon to teach analytical geometry in space, including equations of lines and planes.

For statistics and probabilities, I provide instruction in descriptive and inferential statistics (univariate and bivariate), covering confidence intervals and hypothesis tests, applicable to secondary and higher education levels.

Feel free to reach out to me to discuss and arrange the lessons based on your specific needs and availability. My aim is to help you enhance your skills effectively and provide personalized instruction. By tailoring the lessons to your requirements, we can ensure rapid progress in your studies.

Salah

4.71

(24)

As a teaching professional, I have always enjoyed sharing my knowledge. My goal is to provide quality education. I am aware that some topics may seem complex, but often this is simply the result of an inadequate explanation by the teacher. With me, you will discover a real interest in the material!

We strive together to achieve academic excellence, overcoming the shortcomings and difficulties encountered by your child. Studies will become a pleasant experience for him. In addition to the courses, I can also help with school orientation, identifying their preferences and highlighting the advantages and benefits of a fulfilling educational ambition.

The sessions generally take place according to the following stages:

1️⃣ The first sessions are devoted to the assessment of the student's level in order to detect existing gaps.

2️⃣ Next, we create a personalized plan to address these gaps, including the number of hours of work needed, specific areas to focus on, and appropriate training and development exercises.

3️⃣ We stay in constant contact with the student's class teacher, to keep up to date with the latest requirements and ensure a consistent approach.

4️⃣ Subsequently, I provide exams similar to those that are likely to be asked in class, to prepare the student effectively.

5️⃣ Upon request, I write a regular report, usually monthly, to keep parents informed of their child's progress throughout their course.

I adapt my methodology according to the specific needs of each student, thus offering them a personalized and adapted work approach.

In addition, I offer crash courses for students preparing for the start of the school year, allowing them to start the year well prepared, with a solid lead on the school curriculum.

If you have any questions, do not hesitate to contact me. I will be happy to help you.

Mr.

4.71

(24)

📣 Summer Math Boost – Build Confidence & Skills!
Does your child struggle with math?
This summer, give them the support, clarity, and confidence they need to start the next academic year strong!

I offer expert summer math sessions for:
📘 IGCSE (OL/AL) – Cambridge & Edexcel
📘 SAT, ACT, EST, DSAT – American diploma support
📘 Foundation courses for students with math difficulties
📘 Bridging programs for those moving to a new grade or curriculum

🔍Perfect For Students Who:
✔️ Find math confusing or frustrating
✔️ Have gaps in understanding from previous years
✔️ Need strong preparation before starting the next year
✔️ Are changing curriculum or aiming for international exams

✨ What's Included?
✅ Clear, simplified explanations tailored to each student's pace
✅ Short notes and techniques for solving problems quickly
✅ Pre-assessment to identify weak areas
✅ Weekly mini-tests and reports for parents
✅ One-to-one or focused small group sessions
✅ Summer activities & games to make learning fun!

🌟 Real Voices. Real Results. Real Math Excellence. 🌟
Before you decide — see for yourself!
Explore genuine reviews, powerful tests, and real student progress.
📚 Check my certifications, sample solved exams, and success stories from students who turned math into their strongest subject.

👉 Because trust is earned — and results speak louder than promises.
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Best Summer Math Tutor | Support for Students Struggling with Math
IGCSE - Edexcel - Cambridge - SAT - ACT - EST - DSAT
📣 The most powerful summer training in mathematics - to strengthen understanding and confidence!
Is your son or daughter struggling with math?
Summer is a golden opportunity to make up for lost time and build a strong foundation before the start of the new school year!

I offer distinguished summer courses in:
📘 IGCSE (Ordinary and Advanced Level) Syllabus – Cambridge and Edexcel
📘 Complete preparation for SAT - ACT - EST - DSAT tests
📘 A comprehensive foundation for students who have difficulties in understanding
📘 Transitional programs for students moving to a new curriculum or new stage

🔍 The lessons are ideal for students who:
✔️ They feel frustrated or confused about mathematics.
✔️ They have gaps or weaknesses in previous concepts.
✔️ They need to be strengthened and fully prepared before the start of the year.
✔️ Planning to take international exams or change curriculum

✨ What does the summer course include?
✅ A simple and clear explanation according to each student's level
✅ Short notes and easy techniques for quick solutions
✅ Initial test to identify weaknesses
✅ Weekly tests and periodic reports for parents
✅ Individual lessons or focused small groups
✅ Educational activities and interactive games to make learning fun

🌟 Real opinions, tangible results, and proven athletic excellence. 🌟
Before you decide... see for yourself!
Read reviews from previous students and see their experiences and real progress in mathematics.
📚 Check out my certified certificates, sample solved questions, and success stories that prove math can be easier and more fun than you can imagine.

👉 Because trust is built, and results speak louder than words.

Natalia

4.71

(24)

With over 12 years of experience in tutoring Maths and English at different levels, my primary objective is to ensure that you not only grasp the material but also find it enjoyable and understand its practical applications.

To achieve this, I will assign homework after each lesson to reinforce your learning and offer progress reports to track your development. Additionally, I am committed to dedicating extra time to help you overcome any challenges you may encounter.

Tim

4.71

(24)

Need help with math and science (physics, chemistry, etc.)? As a 33-year-old civil engineer, I'm happy to help! I'll learn at your own pace, using plenty of examples to illustrate the material. I have years of experience teaching both simple and complex subjects.

The lessons run as follows. First of all, together we look for the student's biggest stumbling blocks. These can be related to the subject matter as well as to the study method. From there, I continue to work at the pace of the student and encourage them to ask as many questions as possible. I also give them tips and tricks, and improve their working methods where necessary. During the lesson I give many examples to make the subject matter more interesting and we solve exercises together. Once the student has mastered the exercises from the lesson, I give some more challenging exercises to also test on the deeper understanding of the subject matter. In this way I try to optimally prepare the student for his / her test or exam.

However, learning should also be enjoyable. That is why I always strive for a good relationship with the student through a spontaneous and positive approach. I am also very patient. All this lowers the barrier to ask questions and improves the student's learning process.

Are you interested? Do not hesitate to contact me!
See you soon!

Tim

Madara

4.71

(24)

I am a Doctor of Psychology and researcher. Since October 2016 I have been successfully tutoring many B.A. and M.A. and Ph.D. level students and professionals who required help with Psychology (AS, A-level, and Degree level), Data analysis, SPSS, jamovi, JASP, R, Statistics, Research Methods, or were looking for assistance with their research projects/ theses/ dissertations.

I am specialised in Clinical Psychology (reading disability/ dyslexia), although I have good knowledge in other fields of psychology, as well as research methodology and data analysis (expert in SPSS). I would love to help students with the knowledge I have in individual live one-to-one sessions online via Skype/Zoom. I can also recommend literature on a particular subject and send something I already have in my database.

Magella

4.71

(24)

📊 University and International Statistics – Step-by-Step Guide

👩‍🎓 Industrial Engineer
📍 Online classes from Lima – catering to high school and university students

I teach statistics and data analysis in a clear, structured, and practical way, so you can solve exercises, understand the logic of the subject, and prepare in advance for your assessments.
⚠️ Statistics requires time, practice, and patience. Starting early makes all the difference.

🎯 Who is it for?
High school students taking the exam:
British system exams (GCSE / A-Level / IGCSE)
Assessments and certifications from American or English universities
University students taking Statistics or Probability courses
Thesis students who need calculation and sample selection.

🧠 How can I help you?
✔️ Guided resolution of exercises from homework, books and guides
✔️ Conceptual preparation for exams
✔️ Methodological advice for theses (not execution)
❌ I do not conduct official exams or assessments

💻 Modality

Classes via Google Meet, Use of interactive whiteboard
Step-by-step explanations, with exam-style examples

📚 Syllabus
Probability
Propositional logic and set theory
Basic concepts of probability
Conditional probability and total probability
Discrete and continuous random variables. Probability functions.
Mathematical expectation
Discrete distributions (binomial, Poisson, etc.), Continuous distributions
Descriptive and Inferential Statistics
Frequency distributions and statistical graphs
Measures of central tendency: Arithmetic and geometric mean
Median and mode, Quartiles, deciles and percentiles
Variance, standard deviation, interquartile range, coefficient of variation
Symmetry and kurtosis coefficients
Linear correlation
Standard normal distribution
Hypothesis testing (one and two samples)
F distribution and chi-square.
Time series

🖥️ Supporting software: Excel, SPSS
Spanish language class

Anas

4.71

(24)

If you are you an IB Economics, AP Statistics/Economics, or University student who is struggling in Microeconomics Macroeconomics, Statistics, and or Econometrics courses and needs further help?

Then don't hesitate to join my class!

About me:
I hold a B.Sc. in Mathematical Economics and an MA in Econometrics from the University of Tartu-Estonia.

Hamid

4.71

(24)

I'm a professional math teacher with a Master's degree in Mathematics and Applications, plus I've spent 4 years in PhD studies, diving deep into the mathematical universe. Over the past 8 years, I've been teaching students just like you.

How can I help you?!
I don't do one-size-fits-all teaching. Instead, I'll:
- Create lessons specifically designed for YOUR learning style and pace.
- Break down complicated concepts so they actually make sense.
- Help you crush that homework, ace those tests, and build solid skills
- Support you wherever you're at, from elementary arithmetic to university-level Calculus, Algebra, and Statistics.
- Help you prepare for your exams, tests, and tests: IB Math AA/AI SL/HL, A level, SAT, PSAT and NMSQT
- Help you prepare for your University entrance tests: Bocconi and Luiss..

Please don't book a session before sending me a message to check availability and logistics.

Medo

4.71

(24)

With 14 years of experience teaching mathematics in middle and high school, I offer you tailor-made support to help you progress in math. Whether you want to fill in your gaps, prepare for an exam (brevet, baccalaureate) or simply deepen your knowledge, I am here for you. My private lessons, given online or at home, are adapted to your pace and your specific needs. I guarantee you a clear and effective pedagogy, as well as personalized follow-up to help you succeed. Specializing in 3rd, Brevet and Terminale levels, I help you acquire the methods and tools necessary to master mathematics and enjoy learning them.
My goal is to help you improve your math skills quickly and prepare effectively for the bac/brevet. I am also attentive to students experiencing academic difficulties and I can offer you personalized support to overcome your difficulties.
I am considered one of the best online math tutors. I also offer math support for French mission students and math help for international students wishing to follow the French curriculum.
I offer a full range of services in mathematics:

Private lessons: at home or online
Personalized academic support: for all levels and all programs
Preparation for exams: brevet, baccalaureate, competitive examinations
Homework help: for regular monitoring
Intensive courses: for rapid progress
Specific support: for students in difficulty, students on French missions, international students
Thanks to my personalized math lessons, you will be able to:

Understand the concepts in a clear and simple way
Solve the exercises with ease
Gaining self-confidence
Pass your exams with flying colors
I am here to help you discover the fun of mathematics and reveal your potential.

Feel free to contact me for more information.

Kevin

4.71

(24)

For many years, I have successfully supported Swiss students in the fields of statistics, data analytics, machine learning, and artificial intelligence. I have gained extensive experience using R as a statistical programming tool and know exactly what students in Switzerland are required to do. I have numerous sample projects, datasets, and exam questions at my disposal and have prepared many students for their assignments and exams in a targeted, sustainable, and highly successful manner. My focus is on explaining complex statistical procedures, algorithms, and data analyses in an understandable way, demonstrating them in a practical way, and building confidence in the secure handling of data. My goal is not only to improve grades, but also, in the long term, to develop a deep understanding of data-driven questions and modern technologies such as machine learning and AI, which are crucial in later professional life.

► How do I teach?

►I attach great importance to ensuring that my students truly understand statistical concepts, data analytics methods, machine learning, and AI models, rather than just applying them mechanically – this is how we achieve sustainable success in statistics, data analytics, and modern technologies.

►My success is based on my ability to flexibly adapt my teaching style to the individual needs of students in statistics, data analytics, machine learning and AI, including topics such as regression methods, logistic regression and other machine learning algorithms.

►I use practical, lively examples from statistics, data science and AI to clearly explain abstract concepts such as hypothesis testing, analysis of variance, linear and nonlinear models and to anchor them deeply in the memory.

►With patience and clarity, I break down complex statistical analyses, machine learning models, and data processes into their essential components so that no student is overwhelmed and can build a solid foundation in statistics, data analytics, and AI.

►I am convinced that trusting collaboration is crucial to reducing uncertainty in statistics or data science and creating a productive learning atmosphere.

►I offer intensive exam preparation and project support in statistics, data analytics, machine learning and AI, develop strategies to combat exam anxiety with my students and train them on real data sets and complex algorithms.

►As an experienced online tutor for statistics, data analytics, machine learning, and AI, I use modern tools such as interactive whiteboards and live coding sessions in R to make teaching as efficient and practice-oriented as possible.

►Locations: I teach statistics, data analytics, machine learning, and AI at your home, online, or by appointment – flexible, professional, and tailored precisely to your needs.

هديل

4.71

(24)

Do you want to master Arabic or English easily and enjoyably?
I am a professional teacher who provides interactive lessons for adults and children, from beginners to advanced!

✅ Simplify the rules
✅ Fluent conversation
✅ Programs tailored to your goals
✅ Continuous support and continuous evaluation of your level

📍 Learn from anywhere, anytime!
📩 Book your session now and start the change!

Adèle

4.71

(24)

Transforming raw data into useful information for decision-making. Ability to collect, clean and structure data from various sources, and to analyze it using statistical tools and the R language. Designing clear and relevant visualizations (dashboards, graphs, performance indicators).
Proficiency in interpreting results, univariate and multivariate statistical analyses, regression models and clustering techniques, as well as in formulating operational recommendations.

Ability to communicate analyses to non-technical audiences, capacity to support organizations in implementing data-driven strategies, optimizing processes, defining key performance indicators, and teaching the basics of data analysis.

Marc

4.71

(24)

🎓My name is Marc, I have a Master 2 degree in Applied Mathematics and Statistics and a Master 2 degree in Mathematics.
I teach mathematics and computer science to the following levels:
• Middle school (all grades)
• High school: common core curriculum, mathematics specialization, advanced mathematics
• Higher education: BTS, BUT, Bachelor's degree, private schools (probability, statistics, analysis, algebra, etc.)

📍 Areas of intervention
• At home: Marseille
• Online: throughout France (video conference lessons, shared materials, exercises sent after the lesson).

🧠 My method
• Review of the basics to fill in the gaps
• Simple explanations + concrete examples
• Targeted exercises to prepare for tests, exams, baccalaureate, midterms, etc.
• Implementation of a work method (worksheets, time management, writing)

🧮 For whom?
• Students who are struggling and want to improve their grades
• Students aiming for a good grade in the Brevet/Bac exams
• Higher education students who want to succeed in their math/statistics/computer science (python) exams.

⏰ Availability
• In the evenings on weekdays, and it's possible during the day on certain days of the week.
• Weekends
• School holidays (possibility of revision courses in small groups).

Amine

4.71

(24)

◾ Tools

RStudio • SQL • SPSS • SAS • Jamovi • JASP

◾ Statistical Methods & Tests

Student's t-test • ANOVA • MANOVA • ANCOVA • Regression (linear & logistic) • Correlation • Chi-square • Nonparametric tests • PCA • MCA • Exploratory factor analysis • Classification / Clustering • Mediation • Moderation • Interpretation

◾ Data analysis & decision support

- Data preparation, structuring and validation using SAS, R and SQL
- Descriptive, exploratory and multivariate statistical analyses on business data
- Production of performance indicators and actionable analyses to support decision-making

◾ Selection and implementation of methods

- Preparation and structuring of databases
- Hypothesis testing and univariate, bivariate and multivariate analyses (ANOVA / ANCOVA)
- Linear and logistic regressions
- Factor analyses (PCA / MCA)
- Mediation and moderation models
- Classification / clustering

1) Academic support

- Lectures, tutorials, projects and assignments in statistics
- Help in understanding and interpreting the results
- Preparation for exams and academic presentations

2) Statistical analysis

- Descriptive statistics (univariate and bivariate)
- Multivariate analyses
- Data exploration and outlier detection

3) Statistical tests

- Correlations (Pearson, Spearman, Cohen's Kappa)
- t-tests (one and two samples, independent or paired)
- Chi-square, binomial tests
- z-scores and associated indicators

4) Statistical modeling

- Linear regressions (simple and multiple)
- Logistic regression
- Interpretation of coefficients, diagnostics and validation of models

5) ANOVA & ANCOVA

- One- or multi-factor ANOVA
- Repeated measures ANOVA
- Fixed and random effects
- Post-hoc tests and effect sizes

6) Factor analyses

- ACP / PCA (scree plot, factor scores, matrices)
- Exploratory factor analysis
- Factorial rotations
- Validation and interpretation of structures and clusters

◾ Reporting & communication

- Clear, structured and concise reporting of results
- Visualizations tailored to decision-makers
- Support for strategic and operational decision-making