nplusi

Titre officiel : Diplôme d'ingénieur de l'Ensai en statistiques

ENSAI

Durée de la formation

2 ans

Coût académique moyen constaté hors assurance

3 700€

Accréditation:

Organisme d'accréditation: CTI

Prérequis de la formation

Licence (ou équivalent)

Type de formation

  • Formation initiale

Domaines

  • Finance, Risk, Surveying, Business Intelligence, Big data, Artificial Intelligence, Economics and business Engineering, Health, Health, Biomedical, Signal and image processing, Mathematics (Applied), Mathematics (Applied), Statistics

La section M1 est enseignée par

  • ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information

La section M2 est enseignée par

  • ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information

Description de la formation

The second year of study (M1) is made up of fundamental and optional courses involving advanced theories in statistics. Second-year classes carry on from the first-year studies with a combination of introductory and in-depth classes. Some form the core syllabus, and others are taken as options to enable students to start specializing in one of the principal fields in which statistics is used by choosing their classes during the second semester. Statistical engineering students make their choices on the basis of their intended third-year specialization. The students learn the techniques essential for their future profession as statisticians and also have specific classes in high-level computer language. Applied work group projects permit the students to apply, from real-life data, a wide range of knowledge acquired during the first two years of study. These projects are closely followed and monitored by professionals and academics alike.

The end of the M1 year leads to the Applied Statistical Internship lasting at least 8-12 weeks, starting in June. Students write up a 10-15 page report on this internship on which their work experience is assessed. This report provides a reasoned presentation of the statistical methods used and the principal results. This report provides a reasoned presentation of the statistical methods used and the principal results. This internship must be carried out within a current market competitive company, a public or private research centre or a government organisation or administration. The objective of the internship is to ensure the practical application of the theoretical teachings. The following are examples of internship themes: statistical analysis and SAS programming; the development of statistical tools for the evaluation of nutritional programs on test; clinical data management and statistical analysis; credit card analytics; statistical software development for generalized linear and non-linear mixed models.

Note: the first semester of the ENSAI's 2nd year (M1) is highly adapted to each n+i student and is modified on an individual basis and therefore changes with each student. It also will include French language courses.

The third year of study (M2) seeks to provide students with a genuine specialization while at the same time introducing them to the professional world. Most of the teachers are from the professional sector, giving students an introduction to the sort of problems they will handle after graduation. This introduction is completed by professional seminars which are held throughout the year to complement theoretical classes. The following six specializations are offered : Risk Management and Financial Engineering, Quantitative Marketing and Revenue Management, Data Modeling for Spatial Analysis and Health Economics, Advanced Statistical Engineering, Data Science, and Biostatistics. These specializations allow students to specialize in one area of advanced statistical applications.
At the end of the third year (M2), the End-of-studies Internship adds a new professional dimension to the students' scientific studies and is the final step that allows students to obtain their degree. Beginning in April and lasting 5 to 6 months, this internship enables the students to apply what they have learned in their third, specialized year of studies (M2). Students work in the statistical, I.T., or economics departments of public or private companies in France or abroad, and learn how to draw on what they have learned and discover their future professional environment. Students write a report on this period and then have an oral defense in November. The jury, or examining board, then decides whether or not to validate their internship on the basis of the report from the president of the jury.

Bourse (Sous réserve de sélection académique par l'école)

Année 1:

Foreign students through n+i may be eligible for the scholarships available from the "n+i" Network (Bni). Other than those, there are also some possibilities: • International students are entitled to an accommodation allowance (APL/ALS) from the French government to help with the cost of rent. • Gustave Eiffel scholarships from the French government (BGF) for international students admitted to a degree awarding program and showing proof of outstanding academic performance (application deadline in December). • French Embassy scholarships program: For more information contact the local French Embassy. When other foreign students (non-n+i students) come to ENSAI, other grants or scholarships they may receive come from their home country and/or sending institution (if they're studying abroad temporarily from another university or engineering school).

Année 2:

Foreign students through n+i may be eligible for the scholarships available from the "n+i" Network (Bni). Other than those, there are also some possibilities: • International students are entitled to an accommodation allowance (APL/ALS) from the French government to help with the cost of rent. • Gustave Eiffel scholarships from the French government (BGF) for international students admitted to a degree awarding program and showing proof of outstanding academic performance (application deadline in December). • French Embassy scholarships program: For more information contact the local French Embassy. When other foreign students (non-n+i students) come to ENSAI, other grants or scholarships they may receive come from their home country and/or sending institution (if they're studying abroad temporarily from another university or engineering school).

Majeure en Advanced Statistical Engineering

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Advanced Statistical Engineering

Crédits Heures Langue
NONLINEAR MODELING 1.00 19.50 Français
EXTREME VALUE THEORY 1.00 21.00 Français
ADVANCED FINANCIAL ENGINEERING MODELS 1.00 14.00 Français
MODERN METHODS OF PARAMETRIC STATISTICS 1.00 10.00 Anglais
MARKOVIAN MODELS FOR IMAGE ANALYSIS 1.50 25.50 Français
IMAGE ANALYSIS PROJECT 1.50 14.00 Français
STATISTICS OF STOCHASTIC PROCESSES 2.00 20.00 Français
LINEAR AND NONLINEAR FILTERING 1.00 11.50 Français
GEOSTATISTICS 1.00 11.50 Français
SEMIPARAMETRIC FORECASTING 1.00 13.00 Français
STATISTICAL QUALITY CONTROL 2.00 20.00 Anglais
DURATION MODELS 1.00 10.00 Français
DESIGN OF EXPERIMENTS 1.00 14.00 Français
RISK MANAGEMENT AND OPERATION SAFETY (presence required but does not award student with any credits) 0.00 6.00 Français
RELIABILITY 2.00 25.50 Français
MODERN STATISTICAL LEARNING 2.00 15.50 Français
NEURAL NETWORKS 1.00 8.50 Français
GRAPHICAL MODELING UNDER THE BAYESIAN PARADIGM 1.00 15.50 Français
FINAL YEAR PROJECT (IN MARCH AT ENSAI) 2.00 11.50 Français
METHODOLOGICAL RESEARCH PROJECT 2.00 7.00 Anglais
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 36.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français

Majeure en Biostatistics

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Biostatistics

Crédits Heures Langue
NONLINEAR MODELING 1.00 11.50 Français
ADVANCED BAYESIAN STATISTICS 1.00 11.50 Français
STATISTICS OF STOCHASTIC PROCESSES 0.50 10.00 Français
COMPARTMENTAL MODELING 0.50 10.00 Français
DESIGN OF EXPERIMENTS 1.50 17.00 Français
MIXED MODELS 1.50 22.50 Français
SURVIVAL ANALYSIS APPLIED TO BIOSTATISTICS 1.50 22.50 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
SEQUENTIAL METHODS IN CLINICAL TRIALS 1.00 22.50 Français
MISSING DATA 0.50 11.50 Anglais
META ANALYSIS 1.00 15.50 Anglais
CLINICAL TRIALS 1.00 20.00 Français
PHARMACOMETRICS 0.50 11.50 Français
PROJECT IN CLINICAL TRIALS 2.50 22.50 Anglais
ECONOMIC EVALUATION IN HEALTH CARE 1.00 20.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
HEALTH AND ENVIRONMENTAL TOPICS PROJECT 2.50 22.50 Français
GENOMICS 0.50 17.00 Français
GENETICS PROJECT 2.50 17.00 Français
METHODOLOGICAL RESEARCH PROJECT 2.50 22.50 Français
PROFESSIONAL SEMINAR (SENSORY STUDIES) (presence required but does not award student with any credits) 0.00 12.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français

Majeure en Data Modeling for Spatial Analysis and Health Economics

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français

Majeure en Data Science

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Data Science

Crédits Heures Langue
DATA MINING 1.50 22.50 Français
DATA MINING PROJECT 1.00 10.00 Français
DATA MINING METHODS AND SOFTWARE (presence required but does not award student with any credits) 0.00 14.00 Français
NEURAL NETWORKS 1.00 8.50 Français
STATISTICAL LEARNING 2.00 27.00 Français
RELATIONAL AND OBJECT-ORIENTED DATABASES 1.00 10.00 Français
SECURITY AND ADMINISTRATION OF DATABASE MANAGEMENT SYSTEMS 1.50 19.50 Français
DATABASE TUNING AND DATABASE TAGGING (presence required but does not award student with any credits) 0.00 11.00 Français
ADVANCED OBJECT DESIGN MODELS 1.00 14.00 Français
SOFTWARE ENGINEERING 1.50 19.50 Français
NETWORKS AND SYSTEMS 2.50 28.00 Français
DATA SECURITY 2.00 15.50 Français
XML 1.00 18.00 Français
WEB SEMANTICS 1.50 21.50 Français
J2EE PROJECT 1.00 10.00 Français
WEB APPLICATIONS (J2EE) 2.00 21.50 Français
FINAL YEAR PROJECT 2.50 17.00 Français
BIBLIOGRAPHIC STUDY 1.00 3.00 Anglais
FOLLOWING THE EVOLUTION OF TECHNOLOGY THROUGH THE MEDIA 1.00 5.50 Français
PROFESSIONAL CAREER PREPARATION 1.00 17.00 Français
PROFESSIONAL SEMINARS (GEOGRAPHICAL DATA, BIOINFORMATICS) (presence required but does not award student with any credits) 0.00 14.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français

Majeure en Quantitative Marketing and Revenue Management

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Quantitative Marketing and Revenue Management

Crédits Heures Langue
DATA MINING 2.00 22.50 Français
SCORING TECHNIQUES AND METHODS 1.00 22.50 Français
SURVEY METHODOLOGY 1.00 17.00 Français
GEOMARKETING 2.00 22.50 Français
STATISTICAL LEARNING 3.00 27.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
DURATION MODELS 1.00 15.50 Français
EXPERIENTIAL MARKETING 2.00 20.00 Français
CONSUMER BEHAVIOR MODELS 2.00 26.00 Français
PSYCHOMETRICS 1.00 10.00 Français
CUSTOMER RELATIONSHIP MANAGEMENT 1.00 17.00 Anglais
ADVANCED MICROECONOMETRICS 2.00 28.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
MARKET MODELS 1.00 10.00 Français
METHODOLOGICAL RESEARCH PROJECT 2.00 11.50 Français
MARKETING STRATEGY SIMULATION: MARKSTRAT CHALLENGE (presence required but does not award student with any credits) 0.00 11.50 Français
CAREER CONFERENCES (presence required but does not award student with any credit) 0.00 37.00 Français
PROFESSIONAL SEMINARS (DATA MINING METHODS AND SOFTWARE, MARKETING AND SURVEYS, SOCIAL PSYCHOLOGY OF CONSUMER BEHAVIOR) (presence required but does not award student with any credits) 0.00 31.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français

Majeure en Risk Management and Financial Engineering

Prérequis du niveau de langue

The minimum language level required, namely : A2 in French and B1+ in English will be verified no later than end of April, 2019 and will be verified with a skype interview. (sera précisé dans votre offre académique)

Langue d'enseignement

Une partie en français et une partie en anglais

Niveau de langue à obtenir

Français B2
Anglais B2


Un score de 785 sur le TOEIC est exigé.

Partie M1

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
LINEAR MODELS 5.00 45.50 Français
TIME SERIES 4.00 37.00 Anglais
MULTIVARIATE DATA ANALYSIS 3.50 40.00 Français
SAMPLING THEORY 3.50 39.50 Français
SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT 1.00 5.50 Français
COMPUTER SCIENCE PROJECT 4.00 6.50 Français
ECONOMETRICS 5.00 39.50 Français
ANOVA 2.00 17.00 Français
ENGLISH 2.00 30.00 Anglais

Core

Crédits Heures Langue
PROJECT IN STATISTICS 5.00 12.50 Français
GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA 2.00 19.50 Français
MISSING DATA 1.00 10.00 Français
COMPUTERIZED STATISTICAL INFERENCE 3.00 35.50 Français
SURVIVAL ANALYSIS 2.00 19.50 Français
IT AND COMMUNICATION TECHNOLOGIES 1.00 10.00 Français
PROGRAMMING IN C++ 2.00 19.50 Français
R AND C++ 1.00 10.00 Français
NONPARAMETRIC ECONOMETRICS 2.00 20.00 Français
ECONOMIC INFORMATION AND DECISIONS 2.00 20.00 Français
HUMANITIES COURSE #1 1.00 20.00 Français
HUMANITIES COURSE #2 1.00 20.00 Français
PROFESSIONAL PREPARATION 1.00 12.50 Français
APPLIED STATISTICAL INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (2-3 months beginning in June; 5 credits to appear on following year's grade transcript; hours listed are an approximation and will depend on internship requirements) 5.00 300.00 Français
Choisissez 3 option(s) dans 10 ELECTIVE COURSES (CHOOSE 3, KEEPING IN MIND NOT ALL WITH BE COMPATIBLE TOGETHER FOR SCHEDULING REASONS) (Key: CS = Computer Science, E = Economics, S = Statistics)
FINANCE (E) 2.00 20.00 Français
MARKETING (E) 2.00 20.00 Français
HEALTHCARE SYSTEMS (E) 2.00 20.00 Français
STRATEGIES AND MARKETS (E) 2.00 15.50 Français
MOBILE TECHNOLOGIES (CS) 2.00 20.00 Français
VISUAL BASIC PROGRAMMING USING EXCEL (CS) 2.00 20.00 Français
ADVANCED REGRESSION MODELS (S) 2.00 19.50 Français
MARKOV CHAINS - MIXED MODELS (S) 2.00 20.00 Anglais
MARTINGALES AND LEVY PROCESS (S) 2.00 20.00 Français
DISCRIMINANT ANALYSIS (S) 2.00 29.50 Français

Partie M2

Localisation

ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
ENSAI
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
35172 Bruz Cedex
France

Coût académique moyen constaté hors assurance

1850€

Core

Crédits Heures Langue
PROJECT MANAGEMENT 1.00 10.00 Français
CORPORATE LAW 1.00 10.00 Français
ENGLISH 2.00 30.00 Anglais
COMMUNICATION (OPTIONAL) 0.00 5.00 Français
HUMANITIES COURSE (OPTIONAL) 0.00 20.00 Français
ECONOMETRIC ANALYSIS OF PANEL DATA 2.00 20.00 Français
ADVANCED MICROECONOMETRICS 2.00 20.00 Français
FORECASTING USING TIME SERIES 2.00 20.00 Français
SURVEY METHODOLOGY 1.00 17.00 Français
DISCRETE CHOICE MODELS 1.00 14.00 Français
HIERARCHICAL LINEAR MODELS 1.00 14.00 Français
VALUING HEALTH 1.50 20.00 Anglais
HEALTH ECONOMICS 2.00 30.00 Français
HEALTH INSURANCE 1.50 20.00 Français
ECONOMIC EVALUATION IN HEALTH CARE 2.00 24.00 Français
CLINICAL TRIALS (presence required but does not award student with any credits) 0.00 10.00 Français
QUANTITATIVE EPIDEMIOLOGY 1.00 20.00 Français
EPIDEMIOLOGY WORKSHOP 1.00 17.00 Français
MEASURING QUALITY OF LIFE 1.00 15.50 Français
META ANALYSIS 1.00 15.50 Anglais
HEALTH ECONOMETRICS PROJECT 3.00 14.00 Français
ECONOMIC EVALUATION PROJECT 3.00 14.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 10.00 Français

Risk Management and Financial Engineering

Crédits Heures Langue
ADVANCED MICROECONOMETRICS 1.00 20.00 Français
ADVANCED TIME SERIES 2.00 22.50 Français
BANKING RISK MANAGEMENT 2.00 20.00 Français
SCORING TECHNIQUES AND METHODS 2.00 24.00 Français
EXTREME VALUE THEORY 1.00 15.50 Français
STATISTICS OF EXTREME RISKS 2.00 14.00 Français
COPULAS THEORY 1.00 5.50 Français
STATISTICS OF MULTIPLE RISKS 2.00 10.00 Français
ASSET ALLOCATION 2.00 24.00 Français
QUANTITATIVE STRATEGIES 1.00 17.00 Français
STATISTICS OF HEDGE FUNDS 1.00 8.50 Anglais
SOCIALLY RESPONSIBLE INVESTMENT 1.00 15.50 Français
STOCHASTIC CALCULUS 2.00 24.00 Français
CALIBRATION OF STOCHASTIC PROCESSES 1.00 15.50 Français
YIELD CURVES MODELS 1.00 22.50 Français
NUMERICAL METHODS 2.00 24.00 Français
ADVANCED FINANCIAL ENGINEERING MODELS 1.00 14.00 Français
ADVANCED SCORING METHODS 0.50 10.00 Anglais
MICROSTRUCTURE AND TRADING ALGORITHMS INTRODUCTION 0.50 10.00 Français
PROFESSIONAL SEMINARS (presence required but does not award student with any credits) 0.00 51.00 Français

Core

Crédits Heures Langue
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Oral defense of Internship Report in November. Hours listed are an approximation and will depend on internship requirements.) 25.00 500.00 Français