Essays about: "Bankruptcy Prediction"

Showing result 6 - 10 of 44 essays containing the words Bankruptcy Prediction.

  1. 6. Bankruptcy determinants among Swedish SMEs : - The predictive power of financial measures

    University essay from Uppsala universitet/Företagsekonomiska institutionen

    Author : Oliver Andersson; Henning Kihlberg; [2022]
    Keywords : bankruptcy; default; probability of default; bankruptcy prediction; bankruptcy determinants; SMEs; financial measures; logistic regression;

    Abstract : The main purpose of this paper is to provide evidence of financial leverage, liquidity, profitability, and firm size ability to predict bankruptcy of Swedish small and medium-sized enterprises (SMEs), and to create a bankruptcy prediction model for Swedish SMEs. The sample consists of 1086 Swedish SMEs, among which 543 did go bankrupt between 2015 and 2019. READ MORE

  3. 7. Predicting company bankruptcy using artificial neural networks. : Visualization and ranking of key features

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jacob Wirgård WIklund; [2022]
    Keywords : ;

    Abstract : This paper presents a deep learning model that challenges what is known in the financial field of company bankruptcy. Specifically, a Multilayer Perceptron (MLP) model for predicting corporate bankruptcies is constructed and analyzed to visualize which input parameters that are most important for the accuracy of the model. READ MORE

  4. 8. Evaluating information content of earnings calls to predict bankruptcy using machine learnings techniques

    University essay from Högskolan Dalarna/Institutionen för information och teknik

    Author : Arooba Ghaffar; [2022]
    Keywords : Bankruptcy prediction; Earnings Calls; Machine Learnings; Deep Learnings; Corporate failures; Web Scraping; Financial Data; Extracted Data;

    Abstract : This study investigates the prediction of firms’ health in terms of bankruptcy and non-bankruptcy based on the sentiments extracted from the earnings calls. Bankruptcy prediction has long been a critical topic in the world of accounting and finance. READ MORE

  5. 9. Anticipating bankruptcies among companies with abnormal credit risk behaviour : Acase study adopting a GBDT model for small Swedish companies

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Simon Heinke; [2022]
    Keywords : Bankruptcy prediction; Credit risk analysis; Abnormal credit risk behaviour; Gradient boosted decision trees; SHAP-values.; Konkurs förutsägelse; Kredit riskanalys; Abnomralt kreditbeteende; Gradient baserat beslutsträd; SHAP-värden.;

    Abstract : The field of bankruptcy prediction has experienced a notable increase of interest in recent years. Machine Learning (ML) models have been an essential component of developing more sophisticated models. Previous studies within bankruptcy prediction have not evaluated how well ML techniques adopt for data sets of companies with higher credit risks. READ MORE

  6. 10. Predicting Bankruptcy with Machine Learning Models

    University essay from Uppsala universitet/Statistiska institutionen

    Author : Thea Åkerblom; [2022]
    Keywords : ;

    Abstract : This thesis explores the predictive power of different machine learning algorithms in Swedish firm defaults. Both firm-specific variables and macroeconomic variables are used to calculate the estimated probabilities of firm default. READ MORE