Deep Credit Risk

Deep Credit Risk
Author: Harald Scheule
Publisher:
Total Pages: 466
Release: 2020-06-24
Genre:
ISBN:

Deep Credit Risk - Machine Learning in Python aims at starters and pros alike to enable you to: - Understand the role of liquidity, equity and many other key banking features- Engineer and select features- Predict defaults, payoffs, loss rates and exposures- Predict downturn and crisis outcomes using pre-crisis features- Understand the implications of COVID-19- Apply innovative sampling techniques for model training and validation- Deep-learn from Logit Classifiers to Random Forests and Neural Networks- Do unsupervised Clustering, Principal Components and Bayesian Techniques- Build multi-period models for CECL, IFRS 9 and CCAR- Build credit portfolio correlation models for VaR and Expected Shortfall- Run over 1,500 lines of pandas, statsmodels and scikit-learn Python code- Access real credit data and much more ...

Credit Risk Analytics

Credit Risk Analytics
Author: Bart Baesens
Publisher: John Wiley & Sons
Total Pages: 517
Release: 2016-10-03
Genre: Business & Economics
ISBN: 1119143985

The long-awaited, comprehensive guide to practical credit risk modeling Credit Risk Analytics provides a targeted training guide for risk managers looking to efficiently build or validate in-house models for credit risk management. Combining theory with practice, this book walks you through the fundamentals of credit risk management and shows you how to implement these concepts using the SAS credit risk management program, with helpful code provided. Coverage includes data analysis and preprocessing, credit scoring; PD and LGD estimation and forecasting, low default portfolios, correlation modeling and estimation, validation, implementation of prudential regulation, stress testing of existing modeling concepts, and more, to provide a one-stop tutorial and reference for credit risk analytics. The companion website offers examples of both real and simulated credit portfolio data to help you more easily implement the concepts discussed, and the expert author team provides practical insight on this real-world intersection of finance, statistics, and analytics. SAS is the preferred software for credit risk modeling due to its functionality and ability to process large amounts of data. This book shows you how to exploit the capabilities of this high-powered package to create clean, accurate credit risk management models. Understand the general concepts of credit risk management Validate and stress-test existing models Access working examples based on both real and simulated data Learn useful code for implementing and validating models in SAS Despite the high demand for in-house models, there is little comprehensive training available; practitioners are left to comb through piece-meal resources, executive training courses, and consultancies to cobble together the information they need. This book ends the search by providing a comprehensive, focused resource backed by expert guidance. Credit Risk Analytics is the reference every risk manager needs to streamline the modeling process.

Foreign Banks and Global Finance in Modern China

Foreign Banks and Global Finance in Modern China
Author: Ghassan Moazzin
Publisher: Cambridge University Press
Total Pages: 355
Release: 2022-07-07
Genre: Business & Economics
ISBN: 1316517039

Explores how foreign banks financially connected modern China to international capital markets and the global economy.

People’s Republic of China: Detailed Assessment Report: CPSS-IOSCO Recommendations for Securities Settlement Systems and Central Counterparties

People’s Republic of China: Detailed Assessment Report: CPSS-IOSCO Recommendations for Securities Settlement Systems and Central Counterparties
Author: International Monetary Fund
Publisher: International Monetary Fund
Total Pages: 65
Release: 2012-04-05
Genre: Business & Economics
ISBN: 1475570023

A detailed assessment report on the observance of the Committee on Payment and Settlement Systems-International Organization of Securities Commissions recommendations for China’s Securities Settlement Systems and Central Counterparties is presented. The bond market comprises the interbank bond market, the exchange bond market, and the bank counter market. The two stock exchanges, the Shanghai Stock Exchange and the Shenzhen Stock Exchange, have been established in 1990 and offer trading in the same type of securities, being shares, bonds, funds, and warrants.

The Handbook of China's Financial System

The Handbook of China's Financial System
Author: Marlene Amstad
Publisher: Princeton University Press
Total Pages: 504
Release: 2020-11-17
Genre: Business & Economics
ISBN: 0691205841

A comprehensive, in-depth, and authoritative guide to China's financial system The Chinese economy is one of the most important in the world, and its success is driven in large part by its financial system. Though closely scrutinized, this system is poorly understood and vastly different than those in the West. The Handbook of China’s Financial System will serve as a standard reference guide and invaluable resource to the workings of this critical institution. The handbook looks in depth at the central aspects of the system, including banking, bonds, the stock market, asset management, the pension system, and financial technology. Each chapter is written by leading experts in the field, and the contributors represent a unique mix of scholars and policymakers, many with firsthand knowledge of setting and carrying out Chinese financial policy. The first authoritative volume on China’s financial system, this handbook sheds new light on how it developed, how it works, and the prospects and direction of significant reforms to come. Contributors include Franklin Allen, Marlene Amstad, Kaiji Chen, Tuo Deng, Hanming Fang, Jin Feng, Tingting Ge, Kai Guo, Zhiguo He, Yiping Huang, Zhaojun Huang, Ningxin Jiang, Wenxi Jiang, Chang Liu, Jun Ma, Yanliang Mao, Fan Qi, Jun Qian, Chenyu Shan, Guofeng Sun, Xuan Tian, Chu Wang, Cong Wang, Tao Wang, Wei Xiong, Yi Xiong, Tao Zha, Bohui Zhang, Tianyu Zhang, Zhiwei Zhang, Ye Zhao, and Julie Lei Zhu.

People's Republic of China

People's Republic of China
Author: International Monetary Fund
Publisher: International Monetary Fund
Total Pages: 126
Release: 2011-11-14
Genre: Business & Economics
ISBN: 1463924542

This report discusses the IMF/World Bank Financial Sector Assessment Program (FSAP) exercise for China undertaken during June–December 2010. The assessment concluded that reforms in China have progressed well in moving toward a more commercially oriented financial system. Despite success and rapid growth, China’s financial sector is confronting several near-term risks, structural challenges, and policy-induced distortions. A properly composed and timely implemented set of reforms would help address these challenges. A framework to resolve weak financial institutions on a timely basis is also needed.

Fintech Credit Risk Assessment for SMEs: Evidence from China

Fintech Credit Risk Assessment for SMEs: Evidence from China
Author: Yiping Huang
Publisher:
Total Pages: 42
Release: 2020-09-25
Genre:
ISBN: 9781513557618

Promoting credit services to small and medium-size enterprises (SMEs) has been a perennial challenge for policy makers globally due to high information costs. Recent fintech developments may be able to mitigate this problem. By leveraging big data or digital footprints on existing platforms, some big technology (BigTech) firms have extended short-term loans to millions of small firms. By analyzing 1.8 million loan transactions of a leading Chinese online bank, this paper compares the fintech approach to assessing credit risk using big data and machine learning models with the bank approach using traditional financial data and scorecard models. The study shows that the fintech approach yields better prediction of loan defaults during normal times and periods of large exogenous shocks, reflecting information and modeling advantages. BigTech's proprietary information can complement or, where necessary, substitute credit history in risk assessment, allowing unbanked firms to borrow. Furthermore, the fintech approach benefits SMEs that are smaller and in smaller cities, hence complementing the role of banks by reaching underserved customers. With more effective and balanced policy support, BigTech lenders could help promote financial inclusion worldwide.

ICEMME 2023

ICEMME 2023
Author: Nikolaos Freris
Publisher: European Alliance for Innovation
Total Pages: 822
Release: 2024-02-27
Genre: Business & Economics
ISBN: 1631904566

The 2023 5th International Conference on Economic Management and Model Engineering (ICEMME 2023) was held on November 17-19, 2023 in Beijing, China. The primary objective of this conference is to facilitate the exchange of ideas and knowledge among researchers, scholars, and practitioners in the field of economic management and modeling engineering. Through presentations, discussions, and networking opportunities, participants will have the chance to explore the latest advancements, methodologies, and best practices in these areas. The conference was focused on three main themes: Enterprise Economic Management and Market Mechanism Assessment; Data Statistical Analysis and Economic Forecasting; Industrial Structure Optimization and Economic Green Development. For readers, this collection of papers offers a comprehensive insight into cutting-edge research and case studies, providing valuable information on current trends, challenges, and opportunities in economic management and modeling engineering. Readers will benefit from the diverse perspectives and innovative approaches presented in these papers, inspiring new ideas and solutions for their own research endeavors. Moreover, the positive influence of this conference extends beyond the current discussions. It is expected that the findings and recommendations shared in these proceedings will serve as a foundation for future research in the field of economic management and modeling engineering. By fostering collaboration, knowledge sharing, and academic discourse, this conference aims to contribute to the advancement of the field and stimulate further research initiatives in the years to come.

China's Great Wall of Debt

China's Great Wall of Debt
Author: Dinny McMahon
Publisher: HarperCollins
Total Pages: 285
Release: 2018-03-13
Genre: Business & Economics
ISBN: 1328846024

A stunning inside look at how and why the foundations upon which China has built the world’s second largest economy, have started to crumble. Over the course of a decade spent reporting in China as a financial journalist, Dinny McMahon came to the conclusion that the widely held belief in China’s inevitable economic ascent is dangerously wrong. In this unprecedented deep dive, McMahon shows how, lurking behind the illusion of prosperity, China’s economic growth has been built on a staggering mountain of debt. While stories of newly built but empty cities, white elephant state projects, and a byzantine shadow banking system have all become a regular fixture in the press, McMahon goes beyond the headlines to explain how such waste has been allowed to flourish, and why one of the most powerful governments in the world has been at a loss to stop it. Through the stories of ordinary Chinese citizens, McMahon tries to make sense of the unique—and often bizarre—mechanics of the nation’s economy, whether it be the state’s addiction to appropriating land from poor farmers; or why a Chinese entrepreneur decided it was cheaper to move his yarn factory to South Carolina; or why ambitious Chinese mayors build ghost cities; or why the Chinese bureaucracy was able to stare down Beijing’s attempts to break up the state’s pointless monopoly over table salt distribution. Debt, entrenched vested interests, a frenzy of speculation, and an aging population are all pushing China toward an economic reckoning. China’s Great Wall of Debt unravels an incredibly complex and opaque economy, one whose fortunes—for better or worse—will shape the globe like never before.

Red Capitalism

Red Capitalism
Author: Carl Walter
Publisher: John Wiley & Sons
Total Pages: 290
Release: 2012-07-31
Genre: Business & Economics
ISBN: 1118255135

The truth behind the rise of China and whether or not it will be able to maintain it How did China transform itself so quickly? In Red Capitalism: The Fragile Financial Foundation of China's Extraordinary Rise, Revised Edition Carl Walter and Fraser Howie go deep inside the Chinese financial machine to illuminate the social and political consequences of the unique business model that propelled China to economic powerhouse status, and question whether this rapid ascension really lives up to its reputation. All eyes are on China, but will it really surpass the U.S. as the world's premier global economy? Walter and Howie aren't so certain, and in this revised and updated edition of Red Capitalism they examine whether or not the 21st century really will belong to China. The specter of a powerful China is haunting the U.S. and other countries suffering from economic decline and this book explores China's next move Packed with new statistics and stories based on recent developments, this new edition updates the outlook on China's future with the most cutting-edge information available Find out how China financed its current position of strength and whether it will be able to maintain its astonishing momentum Indispensable reading for anyone looking to understand the limits that China's past development decisions have imposed on its brilliant future, Red Capitalism is an essential resource for anyone considering China's business strategies in today's extremely challenging global economy.