Рет қаралды 10,989
Data Preparation - MENTOS
Scorecards - Application & Behavioral
Loss Modelling - Vintage & Flow rate
Basel TTC PD - Logistic Regression & Decision Tree
PD with and without cure
Basel ASRF (Vasicek) approach
Basel LGD - Tobit, Beta & Fractional Logit Regression
LGD for secured and unsecured loans
Basel EAD - Fixed Horizon, Variable Horizon & Cohort Approach
EAD for credit cards (CCF) and term loans
Basel RWA calculations
IFRS - 9 Staging criteria
IFRS - 9 Calculating PIT PD using Z score approach and calibration techniques
IFRS - 9 Lifetime PD using Binomial & Credit deterioration approach
IFRS - 9 Calculating PIT LGD using Jacob Frye approach
IFRS - 9 Calculating PIT CCF for defaulted and non defaulted loans
IFRS 9 - Prepayment Modelling for EAD
CECL - Discrete time hazard, Open Pool method, WARM Model, Vintage analysis
Actuarial credit risk models - Survival analysis, Age Period Cohort
IFRS - 9 Wholesale models - Transition Matrix (Duration & Cohort Approach)
IFRS - 9 Wholesale model validation
Handling Low Default Portfolios using Bayesian & Pluto Tasche Approach
Stress Testing - Regression & Time Series concepts
Stress Testing - CCAR & PPNR models
Stress Testing - Model Validation including 9 quarter back testing
Model Validation - Discriminatory Power
Model Validation - Calibration Accuracy
Model Validation - Model Stability
Model Validation - SR 7-11
Model Validation - Margin of Conservatism
Pricing Loans using RAROC concept
Corporate credit models - Merton (KMV), Credit Plus, Credit Metrics, Credit Portfolio View
Machine Learning - Supervised, Unsupervised Learning
Advanced Econometrics - Bayesian Regression, Kalman Regression , Regime Switching Regression