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Kuala Lumpur, Malaysia

RISK-BASED PRICING MODEL DEVELOPMENT & VALIDATION

“Designing, Calibrating, and Validating Pricing Models that Align Risk with Return”

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Course Schedule

Date Venue Fees (Face-to-Face)
17 – 19 Feb 2026 Riyadh, KSA USD 2495 per delegate
03 – 05 Mar 2026 Dubai, UAE USD 2495 per delegate
27 – 29 Oct 2026 Doha, Qatar USD 2495 per delegate

 

Course Introduction

In an increasingly competitive and regulated financial environment, institutions must accurately price their products and services by aligning them with risk. A risk-based pricing model allows organizations to assess and manage the trade-off between expected returns and the credit, market, and operational risks involved in a transaction or portfolio.

This intensive three-day course provides a structured, practical approach to developing, validating, and implementing risk-based pricing models. Participants will explore theoretical frameworks, quantitative techniques, and regulatory expectations for robust pricing systems, with real-life examples from banking, insurance, and lending.

Course Objectives

By the end of this course, participants will be able to:
• Understand the principles of risk-based pricing and its financial significance
• Design and implement pricing models based on credit, market, and operational risk drivers
• Apply data-driven techniques for model calibration, stress testing, and validation
• Meet regulatory requirements for model documentation and governance
• Integrate risk-adjusted pricing into business and lending decision processes

Key Benefits of Attending

• Gain a competitive advantage by aligning pricing with actual risk exposure
• Improve capital allocation and profitability through precision modeling
• Reduce model risk and regulatory exposure through robust validation practices
• Enhance decision-making in loan origination, product pricing, and portfolio management
• Learn directly applicable methods using real-world financial and risk data

Intended Audience

This program is designed for:
• Risk managers and credit analysts
• Pricing and product development professionals
• Model developers, quants, and data scientists
• Internal audit and compliance teams
• Bankers, underwriters, actuaries, and finance officers

Individual Benefits

Key competencies that will be developed include:
• Model architecture design for risk-based pricing
• Data collection and statistical calibration techniques
• Quantification of credit and market risk in pricing decisions
• Stress testing, scenario analysis, and performance monitoring
• Compliance with model risk management (MRM) frameworks

Organization Benefits

Upon completing the training course, participants will demonstrate:
• Improved risk-reward balance in lending and investment products
• Enhanced compliance with regulatory expectations (Basel, IFRS 9, etc.)
• Stronger model documentation, auditability, and validation protocols
• Increased pricing transparency and customer fairness
• Better integration of pricing strategies with enterprise risk frameworks

Instructional Methdology

The course follows a blended learning approach combining theory with practice:
• Strategy Briefings – Pricing frameworks, regulatory context, and modeling principles
• Case Studies – Applications from retail, SME, and corporate lending
• Workshops – Hands-on modeling using spreadsheets and risk data
• Peer Exchange – Interactive dialogue on modeling challenges and governance
• Tools – Templates for model scorecards, validation checklists, and pricing engines

Course Outline

Detailed 3-Day Course Outline

Training Hours: 07:30 AM – 3:30 PM
Daily Format: 3–4 Learning Modules | Coffee breaks: 09:30 & 11:15 | Lunch Buffet: 01:00 – 02:00

Day 1: Foundations of Risk-Based Pricing

  • Module 1: Introduction to Risk-Based Pricing (07:30 – 09:30)
    • Pricing theory, cost of capital, and risk-adjusted return on capital (RAROC)
    • Regulatory foundations: Basel II/III, IFRS 9, MRM
  • Module 2: Risk Drivers and Pricing Inputs (09:45 – 11:15)
    • Credit risk metrics (PD, LGD, EAD), market volatility, liquidity premiums
  • Module 3: Model Framework and Design (11:30 – 01:00)
    • Building blocks of a pricing model: data, parameters, and assumptions
  • Module 4: Workshop – Mapping Risk Drivers to Product Pricing (02:00 – 03:30)

Day 2: Model Development and Calibration

  • Module 1: Data Preparation and Statistical Modeling (07:30 – 09:30)
    • Data sources, segmentation, regression, and scorecards
  • Module 2: Calibration Techniques and Performance Metrics (09:45 – 11:15)
    • Backtesting, Gini coefficient, ROC curves, and thresholds
  • Module 3: Integrating Economic and Behavioral Factors (11:30 – 01:00)
    • Macroeconomic adjustments, elasticity, and risk appetite linkage
  • Module 4: Workshop – Build a Pricing Model Prototype (02:00 – 03:30)

Day 3: Validation, Governance & Implementation

  • Module 1: Model Validation Frameworks (07:30 – 09:30)
    • Independent validation, benchmarking, sensitivity analysis
  • Module 2: Documentation, Audit Trail, and Governance (09:45 – 11:15)
    • Model development documentation, validation reports, version control
  • Module 3: Implementation into Business Practice (11:30 – 01:00)
    • Embedding models into product lifecycle, loan origination, and pricing systems
  • Module 4: Certification and Wrap-Up (02:00 – 03:30)
    • Review, final Q&A, and certificate distribution

Certification

Participants will receive a Certificate of Completion in Risk-Based Pricing Model Development & Validation, confirming their technical ability to build, calibrate, validate, and govern pricing models that align with modern risk management and regulatory standards.

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