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Quantitative Methods for Management

  • Enseignant(s):   J.Reboulleau  
  • Titre en français: Méthodes quantitatives en management
  • Cours donné en: anglais
  • Crédits ECTS: 6 crédits
  • Horaire: Semestre d'automne 2022-2023, 2.0h. de cours + 2.0h. d'exercices (moyenne hebdomadaire)
  •  séances
  • site web du cours site web du cours
  • Formations concernées:
    Maîtrise universitaire ès Sciences en management, Orientation marketing

    Maîtrise universitaire ès Sciences en management, Orientation business analytics

    Maîtrise universitaire ès Sciences en management, Orientation comportement, économie et évolution

    Maîtrise universitaire ès Sciences en management, Orientation stratégie, organisation et leadership
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Objectifs

Quantitative Methods for Management presents the application of quantitative methods as a helping decision tool in business management and social context (marketing, finance…). At the end of the course, various methods should ensure an improved understanding of more complex dataset: hidden relationship between variables, data clustering, summarizing large dataset...

Contenus

Statistical modeling methods:

  • Review on regressions: multiple regression, OLS, t-tests, CI, F-test.
  • Exponential family and logistic regression: MLE, LRT

Multivariate Analysis:

  • Factor analysis, Principal Component Analysis, Confirmatory FA
  • Cluster Analysis

Causal Analysis:

  • Structural Equation Models.
  • Causal graphs and instrumental variables
  • Moderation and Mediation
  • Multilevel

Other topics depending on the agenda

Références

No mandatory reading. All relevant documents will be made available in class.

Evaluation

1ère tentative

Examen:
Ecrit 2h00 heures
Documentation:
Autorisée avec restrictions
Calculatrice:
Autorisée avec restrictions
Evaluation:
  • The course is evaluated based on a written exam organized during the exam session at the end of the semester.
  • The final exam is 2 hours long.
  • The only authorized material consists of:
    • a personal summary of 3 A4 sheets (two-sided = 6 pages) and
    • scientific calculators: TI-30X IIB et TI-30X IIS + TI-30 ECO RS / HP 10S -- HP 10S+ (Other smartphones and calculators are forbidden)

Rattrapage

Examen:
Ecrit 2h00 heures
Documentation:
Autorisée avec restrictions
Calculatrice:
Autorisée avec restrictions
Evaluation:

  • The retake exam is evaluated based on a written exam organized during the retake exam session at the end of the semester.
  • The final exam is 2 hours long.
  • The only authorized material consists of:
    • a personal summary of 3 A4 sheets (two-sided = 6 pages) and
    • scientific calculators: TI-30X IIB et TI-30X IIS + TI-30 ECO RS / HP 10S -- HP 10S+ (Other smartphones and calculators are forbidden)


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