This lecture was aiming at developping skills for studying time series data. The caracteristics of the yields of a stock were studied in order to calculate a parametric Value at Risk. Then the parametric Value at Risk has been backtested and compared to other VaRs (Normal, Historical and Cornish-Fisher).