English

Master i ENSAI Statistics, Mathematics (Applied)


Official Title
Master en Biologie, spécialité modélisation en pharmacologie clinique et épidémiologique (sous convention avec la Faculté de médecine de l'Université de Rennes 1)

Institute website
http://www.ensai.fr
Program

Prerequisite of the training
Bachelor (minimum)

Formation type
Initial education

Course language
M1 M2
French French

The M1 section is taught by
The institute : ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information

The M2 section is taught by
The institute : ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information and the Faculty of Medecine at University of Rennes 1

Domains
Biomedical, Health, Statistics, Mathematics (Applied)
Section M1

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

Average academic cost found without insurance of M1
764 euros

Description M1
The second year of study (level 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 such as SAS, SPSS, C++, and Java. 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 FLE (francais comme langue etrangere) courses.

Scholarships M1
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 apply for ENSAI's grant based on financial need. There are 6 levels of eligibility for the grant, varying from simple exemption from ENSAI's annual registration/tuition fees (550 € + 200 € cost of mandatory student health insurance coverage) to around 4,000 € annually at the greatest level. Most n+i students would qualify for nearly the maximum amount. In order to apply, students must supply ENSAI with their parents' most recent tax return. • 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).


Period 1
September - January Language Hours* Credits*
Note: a part of (or all) the M1-Period 1 will be replaced by a "n+i" special package designed for foreign student.
See the Methodology Integration Package (PIM) for more informations.
or
Core
LINEAR MODELS fr 45.50 5.00

TIME SERIES en 37.00 4.00

MULTIVARIATE DATA ANALYSIS fr 40.00 3.50

SAMPLING THEORY fr 39.50 3.50

SUPPORTING COURSES FOR COMPUTER SCIENCE PROJECT fr 5.50 1.00

COMPUTER SCIENCE PROJECT fr 6.50 4.00

ECONOMETRICS fr 39.50 5.00

ANOVA fr 17.00 2.00

ENGLISH en 30.00 2.00

Period 2
January - May Language Hours* Credits*
or
Core
PROJECT IN STATISTICS fr 12.50 5.00

GENERALIZED LINEAR MODELS AND REGRESSION ON CATEGORICAL DATA fr 19.50 2.00

MISSING DATA fr 10.00 1.00

COMPUTERIZED STATISTICAL INFERENCE fr 35.50 3.00

SURVIVAL ANALYSIS fr 19.50 2.00

IT AND COMMUNICATION TECHNOLOGIES fr 10.00 1.00

PROGRAMMING IN C++ fr 19.50 2.00

R AND C++ fr 10.00 1.00

NONPARAMETRIC ECONOMETRICS fr 20.00 2.00

ECONOMIC INFORMATION AND DECISIONS fr 20.00 2.00

HUMANITIES COURSE #1 fr 20.00 1.00

HUMANITIES COURSE #2 fr 20.00 1.00

INTERPERSONAL COMMUNICATION fr 5.00 0.50

PROFESSIONAL PREPARATION fr 12.50 1.00

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) fr 300.00 5.00

Elective courses, choose 3 in "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) fr 20.00 2.00

MARKETING (E) fr 20.00 2.00

HEALTHCARE SYSTEMS (E) fr 20.00 2.00

STRATEGIES AND MARKETS (E) fr 15.50 2.00

MOBILE TECHNOLOGIES (CS) fr 20.00 2.00

VISUAL BASIC PROGRAMMING USING EXCEL (CS) fr 20.00 2.00

ADVANCED REGRESSION MODELS (S) fr 19.50 2.00

MARKOV CHAINS - MIXED MODELS (S) fr 20.00 2.00

MARTINGALES AND LEVY PROCESS (S) fr 20.00 2.00

DISCRIMINANT ANALYSIS (S) fr 29.50 2.00


* The number of course hours may be subjected to slight variations.
* More informations about ECTS credits.
Section M2

Location
ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information and the Faculty of Medecine at University of Rennes 1
ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information
Campus de Ker Lann
Rue Blaise Pascal - BP 37203
F-35172 Bruz Cedex
France

AND:

Université de Rennes 1
Faculté de Médecine
2 Avenue du Professeur Léon Bernard
35043 Rennes Cedex
France

Average academic cost found without insurance of M2
764 euros

Description M2
The third year of study (level 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.

These bright and motivated students must commit to study through applied research in conjunction with their ENSAI studies. They must have first successfully completed their M1 year to be admitted into the 3rd-year specialization: Biostatistics. They then follow some courses from the Master 2 program for statistical research at Université Rennes 1 (http://mpce.univ-rennes1.fr) alongside their ENSAI studies.

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 up 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.

Scholarships M2
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 apply for ENSAI's grant based on financial need. There are 6 levels of eligibility for the grant, varying from simple exemption from ENSAI's annual registration/tuition fees (550 € + 200 € cost of mandatory student health insurance coverage) to around 4,000 € annually at the greatest level. Most n+i students would qualify for nearly the maximum amount. In order to apply, students must supply ENSAI with their parents' most recent tax return. • 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).


Period 1
September - March Language Hours* Credits*
or
Core
PROJECT MANAGEMENT fr 10.00 1.00

CORPORATE LAW fr 10.00 1.00

ENGLISH en 30.00 2.00

COMMUNICATION (OPTIONAL) fr 5.00 0.00

HUMANITIES COURSE (OPTIONAL) fr 20.00 0.00

Major to be chosen
or
Major : Biostatistics
NONLINEAR MODELING fr 11.50 1.00

ADVANCED BAYESIAN STATISTICS fr 11.50 1.00

COMPARTMENTAL MODELING fr 10.00 0.50

DESIGN OF EXPERIMENTS fr 17.00 1.50

SURVIVAL ANALYSIS APPLIED TO BIOSTATISTICS fr 22.50 1.50

MEASURING QUALITY OF LIFE fr 15.50 1.00

SEQUENTIAL METHODS IN CLINICAL TRIALS fr 22.50 1.00

MISSING DATA en 11.50 0.50

META ANALYSIS en 15.50 1.00

CLINICAL TRIALS fr 20.00 1.00

PHARMACOMETRICS (not required for 'Clinical Trials' path) fr 11.50 0.50

ECONOMIC EVALUATION IN HEALTH CARE fr 20.00 1.00

QUANTITATIVE EPIDEMIOLOGY (not required for 'Epidemiology' path) fr 20.00 1.00

EPIDEMIOLOGY WORKSHOP fr 17.00 1.00

HEALTH AND ENVIRONMENTAL TOPICS PROJECT (not required for 'Epidemiology' path) fr 22.50 2.50

GENOMICS fr 17.00 0.50

GENETICS PROJECT fr 17.00 2.50

METHODOLOGICAL RESEARCH PROJECT (in February at ENSAI) fr 15.00 2.50

PROFESSIONAL SEMINAR (SENSORY STUDIES) (presence required but does not award student with any credits) fr 12.00 0.00

PROJECT IN CLINICAL TRIALS (not required for 'Clinical Trials'' path) en 22.50 2.50

MIXED MODELS - LONGITUDINAL DATA (at University of Rennes 1) fr 40.00 4.00

METHODS IN PHASE I & 2 AND IN PHARMAEPIDEMIOLOGY (at University of Rennes 1; only for 'Clinical Trials' path) fr 40.00 4.00

PHARMACOKINETICS AND PK-PD MODELING METHODS (at University of Rennes 1; only for 'Clinical Trials' path) fr 40.00 4.00

INTERMEDIATE ANALYSIS METHODS FOR THERAPEUTIC TRIALS (at University of Rennes 1; only for 'Clinical Trials' path) fr 20.00 2.00

ETIOLOGICAL RESEARCH (at University of Rennes 1; only for 'Epidemiology' path) fr 40.00 4.00

CLINICAL EPIDEMIOLOGY (at University of Rennes 1; only for 'Epidemiology' path) fr 40.00 4.00

GENETIC EPIDEMIOLOGY (at University of Rennes 1; only for 'Epidemiology' path) fr 20.00 2.00

Elective courses, choose 2 in "OPTIONAL CLASSES ALL HELD AT UNIVERSITY OF RENNES 1: Choose 2 based on either having chosen the 'Clinical Trials' or 'Epidemiology' Path"
QUALITY CONTROL IN CLINICAL RESEARCH fr 20.00 2.00

SCALES FOR MEASURING HEALTH fr 20.00 2.00

BIOLOGICAL RHYTHM AND MEDICATIONS; CONCEPTS AND METHODS IN CHRONOPHARMACOLOGY (only for 'Clinical Trials' path) fr 20.00 2.00

METHODS FOR STUDIES IN CLINICAL PSYCHOPHARMACOMETRICS (only for 'Clinical Trials' path) fr 20.00 2.00

METHODS FOR STUDIES IN CLINICAL CARDIOVASCULAR PHARMACOLOGY (only for 'Clinical Trials' path) fr 20.00 2.00

EXPLORATORY MULTIDIMENSIONAL ANALYSES (only for 'Epidemiology' path) fr 20.00 2.00

SENSORY AND SPATIAL STUDIES (only for 'Epidemiology' path) fr 20.00 2.00

EVALUATING ENVIRONMENTAL RISKS (only for 'Epidemiology' path) fr 20.00 2.00

Period 2
April - September Language Hours* Credits*
or
Core
END-OF-STUDIES INTERNSHIP TO BE COMPLETED IN FRANCE OR ABROAD (5-6 months from April through August/September. Hours listed are an approximation and will depend on internship requirements. Oral defense of Internship Report in November.) fr 500.00 25.00


* The number of course hours may be subjected to slight variations.
* More informations about ECTS credits.