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Overview

This course equips participants with a forward-looking credit risk mindset by combining traditional credit analysis with early-warning indicators, behavioural data, and predictive risk signals.
Participants will learn how to anticipate credit deterioration before default occurs, enabling better lending decisions, proactive portfolio management, and stronger risk governance.
Programme Outline
Learning Objectives
By the end of the programme, participants will be able to:

  • Understand the concept of credit vision and how predictive risk differs from backward-looking credit assessment
  • Identify early warning signals (EWS) of credit deterioration at borrower, facility, and portfolio levels
  • Integrate behavioural, transactional, and macro indicators into credit risk assessment
  • Apply Credit Vision tools in loan origination, review, and portfolio monitoring
  • Make proactive risk decisions to reduce NPLs, improve pricing, and strengthen portfolio resilience

Programme Outline
  • Credit Risk Thinking: Seeing Beyond the Numbers - “Profitable but risky borrowers – why do they fail?”
    • Role of financial statement analysis in:
      • Credit approval
      • Credit review
      • Watchlist & early intervention

  • Decoding Financial Statements for Credit Risk - Identify credit red flags from a simplified borrower financial set
    • Balance Sheet:
      • Capital structure, leverage risk, asset quality red flags
    • Income Statement:
      • Earnings quality, margin sustainability, volatility
    • Cash Flow Statement:
      • Operating cash flow vs accounting profit

  • Early Warning Signals (EWS): Spotting Trouble Early - “What went wrong?” – tracing early warning signs missed in past credits
    • Financial EWS:
      • Declining operating cash flow
      • Rising receivables & inventory days
      • Margin compression despite revenue growth

  • Forward-Looking Credit Analysis & Stress Testing - Stress a borrower’s DSCR under adverse scenarios
    • Sensitivity analysis:
      • Revenue decline
      • Cost escalation
      • Interest rate hikes

  • From Analysis to Credit Decision - Draft a concise credit conclusion using provided financial data
    • Translating financial analysis into:
      • Credit terms & covenants
      • Pricing & tenor decisions

METHODOLOGY
Lecture, case studies and discussions
Participant profile
This programme is ideal for credit and loan officers, relationship managers, risk management and credit policy professionals, internal auditors, compliance officers, and senior management involved in credit assessment, risk evaluation, and credit approval decisions
Trainer
Dr Chin Nyuk Sang
Trainer & Consultant
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Dr Chin Nyuk Sang
Trainer & Consultant
Dr. NS Chin is currently a trainer and consultant for small, medium enterprise (SME) in the area of fund raising. He is also facilitating Bank Business Credit (Level 2 of Chartered Banker Certification), Intermdediate Green Finance and FSTEP programme related to central banking in ensuring financial stability at Asian Banking School.

A PhD holder in Finance graduated from Multimedia University, Dr. Chin produced a thesis entitled “Prediction of Corporate Failure: A Study of Malaysian Corporate Sector” which is related to credit risk management.

Dr. Chin had served Bank Negara Malaysia (BNM) for 29 years in various capacities. He has started as banking supervisor to regulate and supervise all banking institutions in Malaysia and followed by involvement in Corporate Debt Restructuring Committee (CDRC) during the Asian Financial Crisis in 1997. In CDRC, he has collaborated with Rating Agency Malaysia to restructure many corporate debts of Public Listed companies and Governemnt Link Corporations.

In 2006, Dr. Chin was seconded to Agensi Kaunseling Dan Pengurusan Kredit (AKPK) and headed Ipoh branch for 2 years. Finally, as a performance consultant, he was tasked to strengthen the capacity building of BNM staff in their core areas include risk management, financial inclusion, sustainable development and economic policy development.

Dr. Chin is a certified trainer by both Association for Talent Development in USA and Human Resource Development Corporation in Malaysia.

As a part-time senior lecturer with Universiti Malaya, Dr. Chin has conducted numerous face-to-face classes primarily on international banking, financial economics, monetary economics, international finance & emerging economic market.

Dr. Chin holds an associate membership of Asian Institute of Chartered Banker.
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Asian Banking School
Credit Vision: See Risk Before It Happens
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