Essays about: "non performing loans"

Showing result 6 - 10 of 23 essays containing the words non performing loans.

  1. 6. Predicting Subprime Customers' Probability of Default Using Transaction and Debt Data from NPLs

    University essay from KTH/Matematisk statistik

    Author : Lai-Yan Wong; [2021]
    Keywords : Credit Scoring Model; Probability of Default; Payment Behaviour; Subprime Customer; Non-performing Loan; Logistic Regression; Regularization; Feature Selection; Kreditvärdighetsmodell; Sannolikhet för Fallissemang; Betalningsbeteende; Högriskkunder; Nödlidandelån; Logistik Regression; Regularisering; Variabelselektion;

    Abstract : This thesis aims to predict the probability of default (PD) of non-performing loan (NPL) customers using transaction and debt data, as a part of developing credit scoring model for Hoist Finance. Many NPL customers face financial exclusion due to default and therefore are considered as bad customers. READ MORE

  2. 7. Loss Given Default Estimation with Machine Learning Ensemble Methods

    University essay from KTH/Matematisk statistik

    Author : Elina Velka; [2020]
    Keywords : Loss Given Default; Non-Performing Loans; Internal Ratings Based Approach; Machine Learning; Decision Tree; Random Forest; Boosted Method; Förlust vid fallissemang; Icke-presterande lån; Intern riskklassificeringsmetod; Maskininlärning; Decision Tree; Random Forest; Boosted Metod;

    Abstract : This thesis evaluates the performance of three machine learning methods in prediction of the Loss Given Default (LGD). LGD can be seen as the opposite of the recovery rate, i.e. the ratio of an outstanding loan that the loan issuer would not be able to recover in case the customer would default. READ MORE

  3. 8. Developing an Advanced Internal Ratings-Based Model by Applying Machine Learning

    University essay from KTH/Matematisk statistik

    Author : Aso Qader; William Shiver; [2020]
    Keywords : Internal-Ratings Based Approach; Machine Learning; Zero-Inflated Beta Regression; Capital Requirement; Basel Accords;

    Abstract : Since the regulatory framework Basel II was implemented in 2007, banks have been allowed to develop internal risk models for quantifying the capital requirement. By using data on retail non-performing loans from Hoist Finance, the thesis assesses the Advanced Internal Ratings-Based approach. READ MORE

  4. 9. Estimation of Loss Given Default Distributions for Non-Performing Loans Using Zero-and-One Inflated Beta Regression Type Models

    University essay from KTH/Matematisk statistik

    Author : Carolina Ljung; Maria Svedberg; [2020]
    Keywords : Loss Given Default; Non-Performing Loans; Internal Ratings Based Approach; Basel Accords; Zero-and-One Inflated Beta Regression; Bayesian Inference; Förlust vid fallissemang; Icke-presterande lån; Intern riskklassificeringsmetod; Basel; Utvidgad betaregression; Bayesiansk inferens;

    Abstract : This thesis investigates three different techniques for estimating loss given default of non-performing consumer loans. This is a contribution to a credit risk evaluation model compliant with the regulations stipulated by the Basel Accords, regulating the capital requirements of European financial institutions. READ MORE

  5. 10. Determinants of Non-Performing Loans: A Panel Data Empirical Analysis for South European Countries

    University essay from Lunds universitet/Nationalekonomiska institutionen

    Author : Tom Ghorbani; Viktor Jakobsson; [2019]
    Keywords : Non-performing loans; Bank-specific determinants; Macroeconomic determinants; Interactive Effects; Cross-sectional dependence; Business and Economics;

    Abstract : The paper analyzes the determinants of non-performing loans in 19 European banks in Portugal, Italy, Greece and Spain based on quarterly data between 2006–2018. We implement a panel data model with interactive effects, which accounts for unobserved heterogeneity and cross-sectional dependence. READ MORE