Credit Scoring & Credit Rating
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Credit Scoring & Credit Rating
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With the continuous development of financial technology and credit markets, credit accessibility is increasing, and groups of credit products are becoming larger which inevitably brings in more uncertainty and thus greatly intensifies the need of market participants to identify the dynamic risk. In response to these challenges, there has been a rapid adoption of artificial intelligence (AI) in recent years, particularly impacting the credit sector. The integration of AI into credit systems not only streamlines and accelerates the risk assessment process but also significantly improves predictive performance. AI-enhanced credit analytical tools offer the potential to transform traditional creditprocesses by providing deeper insights into borrower behaviour, predicting financial distress and default more accurately, and enabling proactive risk management strategies.
We are now organising the third Credit Scoring and Credit Rating Conference (CSCR III) which will be held on 18-20 Oct 2024 in hybrid formats: online and onsite in the city of Yangling, Shaanxi, China. The conference will be jointly organised by the Northwest A&F University (NWAFU), Southwestern University of Finance and Economics (SWUFE) and the University of Edinburgh (UoE). CSCR III aims to bring together academics, financial economists, practitioners, and policymakers to debate the changing landscape of AI applications in (credit) risk management over the coming decade and beyond. Along with the conference, we would like to proposea special issue or section on the theme of 'Artificial Intelligence and Credit Analytics'. The CSCR III conference and the associated special issue will share new perspectives on innovative AI applications in credit analysis, ethical considerations in automated decision-making, and the future potential of AI to enhance financial analysis, stability and accessibility.
Artificial Intelligence and Credit Analytics
人工智能与信用分析
2024年7月,党的二十届三中全会提出,要加快建立民营企业信用状况综合评价体系,健全社会信用体系和监管制度。国务院印发《新一代人工智能发展规划》提出面向2030年我国新一代人工智能发展目标,部署构筑人工智能发展的先发优势,加快建设创新型国家和世界科技强国。在当今数据驱动的时代,人工智能正以其强大的数据处理和预测能力彻底变革着各行各业。信用分析承担着评估个人或企业信用状况、预测违约风险和防范欺诈行为的重要职责。人工智能在信用分析中的应用,不仅提升了信用评估的准确性和效率,还促进了风险管理的创新和决策的公平性。人工智能技术的不断进步将为信用分析领域带来更多的可能性和变革,推动金融行业向更加智能化、精准化和普惠化的方向发展。
西南财经大学金融学院于2020年发起举办首届“信用评分与信用评级会议”(CSCR I),2022年与宁波诺丁汉大学联合举办第二届“信用评分与信用评级会议”(CSCR II),旨在为学术界和实业界搭建交流沟通的平台,深入探讨信用评分领域的前沿问题。经组委会商议,第三届“信用评分与信用评级会议”(CSCR III)将于2024年10月18-20日在陕西杨凌举行,由西北农林科技大学经济管理学院与西南财经大学金融学院联合主办,爱丁堡大学商学院协办,会议主题为“Artificial Intelligence and Credit Analytics”,将深入探讨AI技术在信用分析、风险评估等领域的应用。会议欢迎来自银行业、公司金融、消费金融、债券和信贷衍生品市场、金融科技、征信机构、评级机构、信用信息服务机构等方面的专家和学者一起讨论交流,分享与生成式人工智能、大模型、信用评分、信用评级和信贷资产风险管理相关的研究成果和技术进展。
Call for Papers
Papers and presentations addressing the following issues would be particularly welcome.
欢迎以下议题或相关问题研究进行分享
Topics
- Application of Generative AI/LLM in risk management
- Multimodal learning in risk management
- Big/alternative data in credit risk management
- Applications of ML/DL for credit risk prediction
- AI ethics/bias in risk management
- Rural finance and inclusive finance
- Open banking and transactional data
- Portfolio credit risk management
- Dynamic risk modelling
- Attrition, churn, and collections scoring
- Optimisation and credit scoring
- Climate change on corporate financial distress
- International conflict and corporate financial distress
- Risk assessment of small and micro businesses
- Early warning systems and stress testing
- Corporate loan, bonds and debt risk management
- Bank regulation and capital requirement
- Social credit and others
议题
- 生成式人工智能/大语言模型在风险管理中的应用
- 多模态学习在风险管理中的应用
- 大数据/替代数据在风险管理中的应用
- 机器学习/深度学习在信用风险预测中的应用
- 风险管理中的人工智能伦理和偏见
- 农村金融与普惠金融
- 开放银行与交易数据
- 资产组合的风险管理
- 动态风险建模
- 客户流失与催收评分
- 信用评分与优化
- 气候变化与企业财务困境
- 国际冲突与企业财务困境
- 小微企业风险评估
- 金融机构预警系统与压力测试
- 企业贷款、企业债券与债务风险管理
- 银行监管与资本要求
- 社会信用及其他
Latest Information
最新消息
# Announcement 会议通知 @ 14 September 2024
Now the conference is open for registration until 13 Oct (6 Oct for the presenter). There is no registration fee for the delegates with a paper accepted for presentation. Other delegates will be charged for 1000 CNY due to limited space expect for those stated on the registration page.
会议已开放注册,截止日期10月13日(展示者须在10月6日前注册)。 已收到会议通知的论文的展示者可免费参会,其他与会嘉宾需缴纳人民币1000元会议注册费,组委会和委员会成员除外。
# Announcement 会议通知 @ 30 August 2024
Due to various considerations, we have decided to extend the paper submission deadline originally scheduled for August 15. The new submission deadline is now September 10, 2024. More information will be updated soon.
经组委会商议,我们决定将会议投稿的截止日期由原来的8月15日延期至9月10日,稍后会在网站更新更多信息。
# Announcement 会议通知 @ 1 June 2024
We are pleased to announce that the CSCR III conference will be held on 18-20 Oct 2024 in Yangling, Shaanxi, China. The theme of the conference is ‘Artificial Intelligence and Credit Analytics’. More information will be updated soon.
经组委会商议,第三届“信用评分与信用评级会议”(CSCR III)将于2024年10月18-20日在陕西杨凌举行,会议主题为“人工智能与信用分析”。稍后会在网站更新更多信息。
Publication Opportunity
期刊发表机会
管理评论
British Accounting Review
International Journal of Financial Engineering
Information Systems Frontiers
Journal of Chinese Economic and Business Studies
Financial Innovation
China Finance Review International
Important Dates
重要日期
110.09.2024
Submission Deadline
论文提交
220.09.2024
Acceptance Notice
录用通知
313.10.2024
Registration Deadline
注册截止
418-20.10.2024
Two-day Conference
会议召开
531.01.2025
Paper Submission
期刊投稿
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