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Since May 2023
Instructor since May 2023
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Fundamentals and principles of statistical analysis and its practical applications:
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From 27 C$ /h
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This lesson provides a simplified and practical introduction to the principles of statistical analysis and is suitable for students and researchers who wish to understand the basics of data analysis in a clear and organized way.
We start with the basics, then gradually move on to data analysis, hypothesis testing, and understanding the relationships between variables, with a focus on how to choose the appropriate statistical method and read and interpret the results.

Lesson topics:
1. Introduction to Statistical Analysis
* The concept of statistics and statistical analysis.
* Data types and variables.
Levels of measurement.
* The difference between descriptive and inferential statistics.

2. Descriptive Statistics
Frequencies and percentages.
* Arithmetic mean.
* Median and mode.
* Range and standard deviation.
* Reading and interpreting statistical tables and results.

3. Fundamentals of Hypothesis Testing
* The concept of the null hypothesis and the alternative hypothesis.
* Level of statistical significance (Sig. / p-value).
* Understanding the concept of statistical significance.
* How to make decisions regarding hypotheses.
* Getting acquainted with basic statistical tests and choosing the appropriate test in a simplified manner.

4. Correlation analysis
* The concept of the relationship between variables.
* Correlation coefficient and interpretation of the direction and strength of the relationship.
* Understanding the statistical significance of correlation.

5. Regression analysis
* The concept of regression and its importance.
Simple and multiple linear regression.
* Understanding the relationship between the independent variable and the dependent variable.
* Interpretation of the coefficient of determination (R2).
* Reading the main results of the regression analysis.

6. Practical application using SPSS
* Data entry and organization.
* Conducting basic statistical analyses.
* Reading SPSS output.
* Interpreting the results in a simplified and academic manner.

The aim of the lesson:
By the end of the lesson, the student will be able to understand the main fundamentals of statistical analysis, work better with data, choose the appropriate analysis initially, and read and interpret basic statistical results using SPSS.

This lesson is particularly suitable for students of "Business Administration, Economics, Administrative Sciences, and researchers" who need a strong foundation in statistical analysis.
Location
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Online from Jordan
About Me
I hold a PhD in Business Administration and possess extensive academic and professional experience encompassing university teaching, scientific research, academic quality assurance, curriculum and program development, as well as professional practice in the banking and administrative sectors. I leverage my academic expertise and practical experience to create added value that supports educational institutions and organizations in achieving their strategic objectives and enhancing their competitive advantage.

I currently work as a lecturer in business administration, and my teaching responsibilities include strategic management, entrepreneurship, innovation, and other business administration courses. My teaching methodology is based on active, student-centered learning, emphasizing critical thinking, logical analysis, problem-solving, and connecting theoretical concepts to their practical applications in the business world.

In addition to teaching and research, I have gained experience in internal quality assurance, academic quality assurance, curriculum and program development, learning outcomes, assessment practices, academic accreditation, and continuous improvement. My interest in academic quality and internationally oriented educational frameworks has strengthened my desire to develop robust, quality-focused academic programs that respond to the evolving demands of the labor market.


My academic background is complemented by over five years of professional experience in the banking sector, particularly in customer service and relationship management. This experience has enhanced my communication skills, stakeholder management abilities, problem-solving skills, decision-making skills, and service quality, while also providing practical insight into organizational processes and management challenges.

I am passionate about contributing to strategic development, enhancing organizational performance, fostering innovation, and driving continuous improvement across diverse organizational environments. My goal is to bridge the gap between theory and practice, generate actionable insights, and create genuine value that supports effective decision-making, sustainable growth, and competitive advantage.
Education
- PhD in Business Administration
- Master of Business Administration degree
- Bachelor's degree in Banking and Finance
Experience / Qualifications
- (Assistant Professor).
- Internal Quality Assurance (IQA).
- Customer Service Department (CSO).
Continuous Practical Development (CPD).
Age
Teenagers (13-17 years old)
Adults (18-64 years old)
Seniors (65+ years old)
Student level
Beginner
Intermediate
Advanced
Duration
60 minutes
The class is taught in
Arabic
English
Availability of a typical week
(GMT -05:00)
New York
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Online via webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
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I have a thorough knowledge of the mathematics curriculum for middle and high school (from 6th to 12th grade). I am also qualified to support students in preparing for international exams such as the SAT, the OMPT, and the International Baccalaureate (IB) in all its variations: Analysis and Approaches (AA SL/HL) and Applications and Interpretation (AI SL/HL).

Throughout my years of training, I studied and developed numerous techniques that facilitate learning mathematics. The strength of my teaching approach lies in my ability to explain, in simple terms, anything a student finds complicated. I am passionate about this profession because it offers me the opportunity to guide struggling students toward success. It is a true pleasure to see them progress and rediscover their connection with the fascinating world of mathematics.

I offer private tutoring in Paris (at the student's home) or remotely (online). My online lessons take place on an interactive whiteboard. This whiteboard is specifically designed to facilitate student/teacher interaction online. Thanks to this teaching tool, my online lessons are just as effective as in-person lessons. The student only needs an internet connection and a computer, tablet, or smartphone to participate.
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Are you a university student, engineer, or professional who needs to actually use data — not just learn theory about it?
This course is built around real problems and real code. We skip the textbook formulas and go straight to applying statistics and data science the way professionals do: with Python (pandas, NumPy, scikit-learn, matplotlib) and R (RStudio).
What we cover, adapted to your level and goals:
- Descriptive and inferential statistics (the ones that actually matter)
- Data cleaning, exploration, and visualization
- Regression, classification, and intro to machine learning
- Time series and forecasting basics
- R for statistical analysis and academic research

Who this is for:
- University students in statistics, economics, engineering, or biology
- Professionals wanting to move into data analysis or data science
- Researchers who need to process and present data properly

I use Python and R professionally as a working engineer — everything I teach comes from real application, not just academic exercises.
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I am a high school teacher. I speak several languages. Arabic is my native language. I have worked with all levels. And I had training in teaching 👩‍🎓. I helped several foreigners master standard Arabic and the Tunisian dialect 🏆.

I follow an official and recognized program to prepare lessons for each learner.
I use conversations, text images, games, videos, stories to facilitate learning.

I am patient, sociable, and I listen to my learners.
In short, I help you to be able to speak, read, and write in Standard Arabic or Tunisian Arabic. 💐
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Since the Gymnasium I give tutoring Mathematics, Physics, Chemistry, Latin and language courses Latin languages Portuguese Spanish French and Italian from basic or beginner level to Gymnasium level. For primary school students also arithmetic for example with fractions and percentages and all other modules. Also Dutch grammar and spelling.
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Hi! Do you love Korean culture, food, music, or dramas? Would you like to learn Korean but don't know where to start? Are you planning a trip to Korea? I'm a Korean teacher with international academic training and several years of experience teaching students of all levels and with diverse goals. I've been teaching online Korean and Spanish classes for over five years. If you're afraid to speak because you feel you don't have a solid foundation or you're intimidated by all the cartoons, I completely understand: I've been there too! I'll help you take your first steps in the language with confidence and without fear of making mistakes. 😊

🎓 About me
- PhD in linguistics applied to language teaching
- Master's degree in International Education and Bilingualism.
- Graduated in East Asian Studies (specializing in Korea).
- Korean language and literature studies at Seoul University.
- Official language teaching qualification.
- Korean family, which allows me to teach you the language along with the real culture and natural expressions.
- More than 2 years living in Korea (university exchange and intensive TOPIK 3–5 language program).

👩‍🏫 Teaching experience
- Language teacher with international experience.
- Years teaching Korean to beginner students and East Asian degree students
- Clear, communicative methodology adapted to your pace.

📚 My classes
✔ Customized according to your objectives (TOPIK, conversation, travel, culture, leisure).
✔ Simple and structured explanations
✔ Material included.
✔ Friendly and motivating environment.
✔ Continuous monitoring and feedback.

💻 Modality
Online or in-person classes.

⭐ Ideal for you if you want:

Start from scratch without stress.
Improve your speaking and real comprehension.
Prepare for TOPIKE I
Understanding Korean culture in addition to the language.

📩 Contact me and we'll design your personalized learning plan. Learning Korean can be fun, effective, and motivating!
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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.
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Primary school teacher, I give tutoring lessons for all levels
I am a CE2 class teacher and a FLE (French as a foreign language) teacher in training centers.
I have a certification in FLE and 2 masters and a master in teaching in progress
I use fun and interactive methods
I currently provide personalized tutoring for primary and secondary school students in all subjects.

I offer sessions adapted to the needs and pace of each student

Methodology:
- Initial assessment: For each support I will do a diagnostic assessment to identify the student's strengths and weaknesses in the subject concerned (mathematics, French, science, etc.).
- Personalized approach: The courses are adapted to the student's level, with individualized monitoring. This includes practical exercises, targeted revisions and explanations adapted to each learning pace.
- Progressive objectives: we set short and long term objectives together to motivate the student.
- Learning techniques: I use interactive methods (online exercises, educational games) and revision sheets to help memorize and understand key concepts (flashcards, etc.)

Type of sessions:
- Course of the sessions:
- Review of previous concepts: 10-15 minutes to review the points covered during the last lesson.
- Lesson of the day: 30-45 minutes to present and explain a new concept.
- Practical exercises: 20-30 minutes to apply what has been learned, offering exercises adapted to the student's level.
- Questions and corrections: 10-15 minutes at the end to answer the student's questions and correct mistakes together.
- Regular monitoring: I plan regular assessments to adjust the learning method and adapt the pace of the lessons.

So what are you waiting for? Join me for an unforgettable adventure!
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► EXPERT STATISTICS, DATA ANALYTICS, MACHINE LEARNING & AI TUTOR FROM SWITZERLAND
► UNIVERSITY, FOUNDATION, IB, A-LEVEL & INTERNATIONAL SCHOOL SUPPORT

I completed my Master’s degree in Business Information Systems at a Swiss University of Applied Sciences, where my academic background strongly combined mathematics, statistics, data analysis, analytical thinking and problem-solving. This technical and data-oriented foundation shaped the way I teach today: clearly, logically and with a strong focus on real understanding.

For many years, I have successfully supported students in Statistics, Data Analytics, Machine Learning and AI. My main focus is especially on Statistics — from basic descriptive statistics to advanced statistical methods, hypothesis testing, regression, probability distributions and interpretation of results.

I mainly use R for statistical analysis, data handling, visualisation and practical exercises. My goal is not only to help students calculate results, but to make sure they understand what the results mean and how to explain them correctly.

► STATISTICS, DATA ANALYTICS & AI SUPPORT

► STATISTICS & PROBABILITY
I help students understand descriptive statistics, probability, random variables, distributions, sampling, confidence intervals, hypothesis testing, p-values, correlation, regression and statistical interpretation. My lessons focus on explaining the logic behind each method, not just applying formulas.

► APPLIED STATISTICS WITH R
I support students in using R for statistical analysis, data cleaning, visualisation, hypothesis testing, regression models and interpretation of outputs. Students learn how to connect theory, calculation, code and real meaning step by step.

► QUANTITATIVE METHODS & RESEARCH STATISTICS
I help students with statistical methods used in business, economics, psychology, social sciences, science and university research. This includes choosing the correct test, understanding assumptions, interpreting results and presenting findings clearly.

► DATA ANALYTICS & DATA SCIENCE
I support students with data preparation, exploratory data analysis, visualisation, dashboards, summary statistics and practical interpretation. The focus is always on understanding the data and drawing meaningful conclusions.

► MACHINE LEARNING & AI FOUNDATIONS
For students working with modern data topics, I also provide support in the foundations of Machine Learning and AI, including regression, classification, clustering, model evaluation and practical applications. These topics are explained from a statistical point of view, so students understand the logic behind the models.

► UNIVERSITY, FOUNDATION & INTERNATIONAL COURSES
I support students in Statistics, Data Analytics, Business Analytics, Quantitative Methods, Econometrics, Research Methods and technical modules. I help with exam preparation, assignments, projects and practical data analysis tasks.

► HOW I TEACH

► I FOCUS ON REAL STATISTICAL UNDERSTANDING.
Statistics becomes much easier when students understand why a method is used, what the result means and how to interpret it correctly.

► I EXPLAIN FORMULAS STEP BY STEP.
Difficult formulas, tests and models are broken down into simple, logical parts so students can follow the reasoning clearly.

► I CONNECT THEORY WITH R PRACTICE.
Students learn not only the statistical theory, but also how to apply it in R, read the output and explain the result in proper academic language.

► I HELP STUDENTS CHOOSE THE RIGHT METHOD.
Many students struggle with deciding whether to use a t-test, chi-square test, ANOVA, regression or another method. I teach students how to recognise the correct approach from the question or dataset.

► I TRAIN INTERPRETATION AND EXAM TECHNIQUE.
Students learn how to structure statistical answers, write clear conclusions, explain p-values, interpret confidence intervals and present results professionally.

► I ADAPT EVERY LESSON TO THE STUDENT.
Some students need help with theory, others with R coding, assignments, research projects or exam preparation. I adjust every lesson to the student’s exact course, level and goals.

► YEARS OF EXPERIENCE WITH STATISTICS, DATA & UNIVERSITY STUDENTS

Over the years, I have successfully supported students from demanding academic programmes, helping them strengthen their statistical understanding, improve their analytical thinking and achieve excellent progress in Statistics, Data Analytics, Machine Learning and AI.

► ONLINE LESSONS

► Interactive whiteboard
► Clear digital notes
► Step-by-step statistical explanations
► R support for data analysis
► Exam preparation
► Assignment and project guidance
► Practical examples with real datasets
► Focused one-to-one support from Switzerland

► MY GOAL

My goal is not only to help students pass exams or complete assignments, but to help them truly understand Statistics. With the right guidance, statistical methods become logical, practical and much easier to apply.

► SUBJECTS: Statistics, Probability, Data Analytics, Data Science, Machine Learning, AI, Quantitative Methods, Research Methods, Econometrics
► MAIN TOOL: R
► LEVELS: International School, IB, A-Level, Foundation Courses, University Modules, Professional Training
► FORMAT: Online tutoring from Switzerland
► FOCUS: Statistical understanding, R practice, interpretation, exam preparation, assignments, projects and long-term analytical confidence.
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RELIABLE TUTOR — Solvay graduate (Cum Laude), 7+ years of private tutoring, former teaching assistant (Maths/Stats).

I help students regain confidence: we clarify concepts, use concrete examples, then practice assessment-style questions. No rote learning: we reason, test, and master.

What we work on
• Chapters of your choice: equations, functions, trigonometry, geometry, derivatives, probability, statistics.
• Step-by-step method, concrete examples, and a short summary sheet each session.
• Practice on common assessment questions with feedback.

Formats & languages
• 1-to-1 or Duo/Trio (same level) · EN/FR · online (Zoom/Teams) or in person in Brussels.

Packs (year-round)
• Sprint 6 h (3 × 2 h): quick refresher and targeted practice.
• Pack 10 h: full review, study plan, and short follow-up.
• Limited WhatsApp support included with packs.
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Je propose un accompagnement personnalisé en mathématiques, sciences et travail scolaire pour les élèves de 7 à 17 ans. Les cours sont adaptés à l’âge de chaque élève, à son niveau scolaire, à son programme, à son rythme d’apprentissage et à ses besoins individuels.

Cet accompagnement peut servir de soutien scolaire régulier, d’aide aux devoirs, de renforcement des notions fondamentales, d’aide pour surmonter des difficultés spécifiques, de préparation aux contrôles et examens, ou simplement permettre à l’élève de gagner en confiance et en autonomie dans son travail.

Selon l’âge et le niveau scolaire de l’élève, les cours peuvent inclure :

¤ Mathématiques — calcul, fractions, pourcentages, géométrie, algèbre, équations, fonctions, trigonométrie, probabilités, statistiques et résolution de problèmes

¤ Sciences — sciences générales, matière et énergie, notions de base en physique et chimie, biologie, corps humain, environnement, ainsi que d’autres thèmes selon le programme scolaire de l’élève

¤ Aide aux devoirs et soutien scolaire — compréhension des cours, réalisation des exercices, révision des notions difficiles, préparation aux contrôles et développement de méthodes de travail efficaces

Mon approche pédagogique évolue avec l’âge de l’élève. Pour les plus jeunes, je cherche à rendre les mathématiques et les sciences intuitives et intéressantes grâce à des explications claires, des exemples concrets et une approche qui stimule la curiosité. À mesure que l’élève progresse, j’introduis progressivement un raisonnement plus structuré, des méthodes de résolution de problèmes et davantage d’autonomie.

L’objectif n’est pas simplement de terminer les devoirs ou de mémoriser des informations, mais d’aider l’élève à comprendre ce qu’il apprend, à développer son raisonnement, à gagner en confiance et à devenir progressivement plus autonome.

Je suis titulaire d’un doctorat en physique et possède une solide formation académique en mathématiques, physique et sciences expérimentales. J’adapte chaque cours au programme scolaire réel de l’élève plutôt que de suivre un programme fixe.

Les cours peuvent être dispensés en français ou en anglais, avec des explications en arabe lorsque cela peut faciliter la compréhension.
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I offer online math tutoring for students in Grades 6 to 10 (covering Middle School Math, local Matric Math, and GCSE/IGCSE Math).

Math can sometimes feel like a puzzle with too many confusing rules, but once the basic steps are clear, it becomes much easier. Here is how we work together during our sessions:

Breaking down difficult topics like algebra, geometry, and fractions into simple, easy-to-follow steps.

Solving homework problems together and clearing up any confusions on the spot.

Practicing past board papers and school test questions so you feel completely confident before your exams.

Send me a message if you want to chat about what math topics you need help with!
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French
The law can seem difficult: technical vocabulary, lengthy texts, demanding legal reasoning. My goal is to make it clear and accessible, in the language that suits you best: Arabic, French, or English.

This course is aimed at law students (Bachelor's, Master's), candidates for competitive exams and professionals who want to strengthen their foundations.

You will learn to :

Understanding the fundamental concepts (civil law, criminal law, business law, constitutional law, etc.)
Mastering the methodology: essay, case commentary, practical case
Use legal terminology in all three languages
Prepare effectively for your exams and competitions

Each session is tailored to your level, your program and your goals.

🇬🇧 English
Law can feel hard: technical vocabulary, long texts and demanding legal reasoning. My goal is to make it clear and accessible, in the language that suits you best: Arabic, French or English.

This course is for law students (bachelor's, master's), exam candidates and professionals who want stronger foundations.

You will learn to:

Understand core concepts (civil, criminal, business and constitutional law...)
Master legal method: essays, case comments and case studies
Use legal terminology in all three languages
Prepare effectively for your exams

Each lesson is tailored to your level, your syllabus and your goals.

🇲🇦 Arabic
قد يبدو القانون صعباً: مصطلحات تقنية، نصوص طويلة، وتفكير قانوني دقيق. هدفي هو جعله واضحاً وسهلاً، باللغة التي تناسبك: الفرنسية أو الإنجليزية.

هذا الدرس موجه لطلبة القانون (الإجازة والماستر)، والمترشحين للمباريات، والمهنيين الراغبين في تقوية معارفهم.

ستتعلم:

فهم المدني، الجنائي، قانون الأعمال، الدستوري...)
Use: الحالات العملية
استعمال المصطلحات القانونية باللغات الثلاث
التحضير الجيد للامتحانات والمباريات

كل حصة مكيفة حسب مستواك وبرنامجك وأهدافك.
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### 🇺🇸🇬🇧 ENGLISH LESSONS | ENGLISH COURSES

🇺🇸 With over 15 years of teaching experience across Europe and the Americas, I offer personalized English lessons for children, teenagers, university students, adults, and professionals at all proficiency levels (A1–C2).

🇫🇷 With over 15 years of teaching experience in Europe and the Americas, I offer personalized English courses to children, teenagers, university students, adults and professionals, at all levels (A1–C2).

### 📚 WHAT I TEACH | WHAT I TEACH

🇺🇸 My lessons are tailored to your needs and goals, whether you're learning English for school, university, work, travel, or personal enrichment.

🇫🇷 My courses are tailored to your needs and goals, whether you are learning English for school, university, work, travel or simply for pleasure.

🇺🇸 **Areas of instruction:**

- General English and conversation
- Grammar, vocabulary, and American pronunciation
- Speaking, listening, reading, and writing
- Business English and professional communication
- Academic English and university preparation
- TOEFL, IELTS, SAT, and GRE preparation
- Job interviews, presentations, and public speaking

🇫🇷 **Areas of teaching:**

- General English and conversation
- American grammar, vocabulary and pronunciation
- Oral and written expression and comprehension
- Professional English and business communication
- Academic English and university preparation
- Preparation for TOEFL, IELTS, SAT and GRE exams
- Job interviews, presentations and public speaking

### 🎓 MY BACKGROUND | MY JOURNEY

🇺🇸 I'm currently conducting research as part of my PhD in Anthropology at the University of Oxford. I also hold two master's degrees in international relations & political science, and anthropology & sociology.

🇫🇷 I am currently conducting research for my PhD in Anthropology at the University of Oxford. I also hold two Master's degrees: one in International Relations & Political Science, and the other in Anthropology and Sociology.

🇺🇸 I've taught English privately and at educational institutions, including the Popular University of the Canton of Geneva, Switzerland. I also founded and directed a private language school in the past.

🇫🇷 I have taught English privately and in several institutions, including the Popular University of the Canton of Geneva. I also founded and ran a private language school in the past.

### 💡 MY TEACHING APPROACH | MY TEACHING METHOD

🇺🇸 My teaching philosophy centers on discovering what sparks each student's curiosity and motivation. I believe learning is most effective when students find personal meaning and purpose in what they study.

My teaching philosophy is based on discovering what sparks each student's curiosity and motivation. I believe that learning is more effective when it has personal meaning and meets concrete objectives.

🇺🇸 I adapt my lessons to your interests, strengths, challenges, and goals, combining conversation, clear explanations, practical exercises, and constructive feedback.

🇫🇷 I adapt my lessons to your interests, your strengths, your difficulties and your objectives, combining conversation, clear explanations, practical exercises and constructive feedback.

🇺🇸 My goal is to help you improve your English while developing the confidence, independence, and motivation to use it naturally in everyday, academic, and professional situations.

🇫🇷 My goal is to help you progress in English while developing your confidence, autonomy and motivation to communicate naturally in daily life, studies and the professional world.

### 💻 ONLINE LESSONS | ONLINE COURSES

🇺🇸 Lessons are available online and can be conducted entirely in English or with explanations in French, depending on your preferences.

🇫🇷 The courses are offered online and can be delivered entirely in English or with explanations in French, according to your preferences.
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Are you looking for engaging, practical and personalised English lessons? Whether you are a beginner, an intermediate learner or someone looking to improve your communication skills, I can help you make meaningful progress.

I am an experienced ESL teacher with over four years of teaching experience, working with children and adults from different countries and language backgrounds.

My lessons are student-centred, interactive and tailored to your individual learning goals. I use practical activities, role-play, games, storytelling, guided conversations and real-life examples to make learning enjoyable and effective.

What you can learn:
- English speaking and conversational skills
- Grammar and sentence construction
- Vocabulary development and pronunciation
- Reading comprehension and writing
- Phonics and foundational English for children
- Business English and workplace communication
- English exam preparation

Whether you want to speak more confidently, improve your grammar, support your child's English development or communicate more effectively at work, I will help you learn at a comfortable pace.

Let's make English learning practical, enjoyable and rewarding.
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Whether you're in a preparatory class for engineering schools (scientific track or business school), a bachelor's degree, an engineering school, or a master's program, higher-level mathematics moves quickly, and a poorly understood concept can hold you back from an entire chapter. This course is designed to help you truly understand, and then master, the material.

Graduate engineer from CentraleSupélec, eligible for the agrégation option probability-statistics (2026), I am preparing a doctorate in AI applied to automation and I have taught more than 400 hours at the university.

Each session is tailored to your needs: questions from the week, practice exams or midterms to prepare for, or a particularly challenging exercise. I begin with intuitive approaches (diagrams, concrete examples, sometimes a Python simulation), then we move on to more rigorous methods: definitions, key proofs, and the writing style expected in competitive exams. You then work through progressively challenging exercises and leave with a summary of the methods.

Areas of expertise: analysis, linear algebra, probability, statistics, financial mathematics and mathematical foundations of machine learning.
Good-fit Instructor Guarantee
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