Non-life
Level: Intermediate to Advanced
Ratemaking & Loss Reserving
การกำหนดอัตราเบี้ยประกันภัยและการสำรองค่าสินไหมทดแทน (ประกันวินาศภัย)
Deep dive into general insurance actuarial analytics: loss triangles, Chain-Ladder, Bornhuetter-Ferguson, frequency-severity models, and pure premium ratemaking.
Chain-Ladder (Loss Development) Projection
Course Registration & Inquiry
Available as individual mentorship, group cohort, or in-house corporate training tailored to your team's dataset.
Lecturer Yodharin Monplub
Format Online / On-site / Hybrid
Prerequisites Basic Statistics / Excel
Comprehensive Course Syllabus & Learning Modules
1
1. Overview of Ratemaking & Loss Reserving (ภาพรวม)
- Role of general insurance actuaries in underwriting and solvency
- Interplay between earned premiums, incurred losses, expenses, and underwriting profit
- Accident Year, Policy Year, and Calendar Year accounting bases
2
2. Insurance Data Preparation and Analysis (การเตรียมข้อมูล)
- Policy, premium, exposure, and claims transaction logs
- Data cleansing, handling missing values, reporting lags, and outlier claims
- Structuring incremental and cumulative run-off loss triangles
3
3. Fundamentals of Insurance Ratemaking (หลักการกำหนดอัตราเบี้ย)
- Risk-based pricing principles and fair discrimination
- Claim Frequency (Poisson/Negative Binomial) and Claim Severity (Gamma/Lognormal)
- Expected Loss Cost (Pure Premium) calculation
- Loss Ratio method vs Pure Premium method
4
4. Ratemaking Techniques & Adjustments (การปรับปรุงข้อมูลเบี้ย)
- Trend analysis: loss cost trend, medical inflation, severity inflation
- On-leveling historical premiums to current rate levels (Extension of Exposures & Parallelogram)
- Expense loadings (fixed vs variable expenses, commission, tax, profit & contingencies)
5
5. Risk Classification & GLM Pricing (การจำแนกความเสี่ยง)
- Generalized Linear Models (GLMs) for non-life pricing
- Multi-tariff rating structure (Driver age, vehicle class, sum insured, deductible)
- Credibility theory (Classical & Bühlmann credibility) in rate indications
6
6. Fundamentals of Loss Reserving (หลักการเงินสำรองสินไหม)
- Case reserves, IBNR (Incurred But Not Reported), and IBNER (Incurred But Not Enough Reported)
- Unearned Premium Reserve (UPR) and Premium Deficiency Reserve (PDR)
- Actuarial standards of practice for non-life loss reserving
7
7. Loss Reserving Techniques (เทคนิคการประมาณการ)
- Chain-Ladder (Loss Development Factor) technique on Paid and Incurred triangles
- Expected Loss Ratio (ELR) method
- Bornhuetter-Ferguson (BF) method combining prior expectations and development
- Cape Cod (Stanard-Bühlmann) method and tail factor estimation
8
8. Reserve Uncertainty & Monitoring (การติดตามผลและความไม่แน่นอน)
- Mack's method for estimation of reserve prediction errors and variance
- Bootstrapping loss triangles for stochastic reserve distribution
- Reserve diagnostic testing and actual vs expected run-off tracking
9
9. Business Applications (การประยุกต์ใช้ในธุรกิจ)
- Reinsurance optimization and treaty performance analysis
- Portfolio profitability monitoring and underperforming segment turnaround
- Regulatory reporting to the Office of Insurance Commission (OIC)
10
10. Workshops (การฝึกปฏิบัติ)
- Building an end-to-end reserving triangle model in Excel and Python
- Motor and health insurance GLM pricing workshop
- Writing an Actuarial Reserve Report compliant with industry standards