Course unit: Models and Decisions
Beware! Under construction.
Course metadata
- Title in French: Modèles et Décisions
- Course code: tba
- ECTS credits: 4
- Type: ground course
- Teaching hours: 100h
- Period: September to mid-November
- Language of instruction: English and French
- Coordinator: tba
- Instructor(s): Mitra Fouladirad, Christophe Pouet, Jiakun Zheng, Dominique Henriet, Clément Depoutre (BNP Paribas), Gaël Leboeuf (Aix-Marseille Université)
- Last update 23/07/2025 by C. Pouet
Brief description
This course unit is divided into four parts:
- Risk and decision (24 hours) taught by Dominique Henriet, Jiakun Zheng and Clément Depoutre
- Statistics and decisions (24 hours) taught by Mitra Fouladirad and Christophe Pouet
- Corporate finance (24 hours) taught by Gaël Leboeuf
- Data project: business issues understanding (20 hours) taught by tba
Learning outcomes
- Understand how economic agents take decision under uncertainty
- Learn how to assess risk and how to compare risky situations
- Learn how to model, estimate and predict time series
- Financial statement reading and analysis
- Capital budgeting
- Understanding capital structure
Course content
Risk and decision
- Part 1 - Risk and Expected Utility
- Introduction: diversification and mutualization
- Risk measures
- Risk magnitude: cumulative distribution and quantile function
- Risk measures based on the quantile function, the actuarial approach
- Risk measures based on CDF, the expected utility approach
- Expected utility
- Risk Aversion in the expected utility approach
- The measure of risk aversion
- The characteristics of risk aversion
- Part 2 - Behavioral decision making
- Decision under risk
- Introduction to Expected Utility Theory, Risk Aversion and Measurement
- Behavioral Decision Theories under Risk
- Decision under uncertainty
- Eliciting Beliefs in Economics
- Multiple Priors and Ambiguity
- Time preferences
- Discounted Utility Theory: Time versus Risk
- Hyperbolic Discounting and Its Measurement
- Part 3 - Introduction to financial risk management
- Risk management in banks
- Market risks
- Counterparty risks
Statistics and decisions
- Reminder on probability: conditional expectation
- Stochastic processes in discrete and continuous time
- ARMA process: definition, existence, characteristics (autocovariance, partial autocovariance)
- Estimation of ARMA processes: identification, parameters estimation and validation
- Extensions: SARIMA, ARCH and GARCH processes
Corporate finance
Golas: Understand tools and techniques used in Corporate Finance. (from financial statement analysis and investment decision to financial structure and M&A)
- Firms and Financial Markets
- Introduction to Financial Statements Analysis
- The Time Value of Money
- Investment Decision Rules
- Fundamentals of Capital Budgeting
- Estimating the cost of capital
- Startup financing
- Crowdfunding
- Initial Public Offering
Data Project: business issues understanding
tba
Bibliography
You can check the availability of the books below at Centrale Méditerranée library.
- Risk and decision
- Gollier, C., Schlesinger, H. and Eeckhoudt, L. (2005). Economic and Financial Decisions Under Risk. Princeton University Press
- Wakker, P. P. (2010). Prospect Theory: For Risk and Ambiguity. Cambridge university press.
- Carvalho, A. (2016). An overview of applications of proper scoring rules. Decision Analysis, 13(4), 223-242.
- Statistics and decisions
- course handout
- Brockwell, P.J. and Davis, R.A. (1991). Time Series: Theory and Methods. Second Edition. New York: Springer Verlag.
- Box, J.E.P. and Jenkins, G.M. (1970). Time Series Analysis; Forecasting and Control. San Francisco: Holden Day.
- Corporate finance
- Berk, J. and DeMarzo, P. (2019) Corporate finance. Prentice Hall; 5th edition.
- Useful websites
- Aswath Damodaran at NYU: Course and video materials, formulas, spreadsheets, estimated risk premium, Cost of capital by sector and more.
- AMF. Annual reports and legal informations on French listed companies.
- Yahoo! Finance. Financial data on listed companies.