Actuarium

Chain-Ladder Development

Project ultimate losses from a loss-development triangle using selectable age-to-age averaging methods, an optional fitted tail, and Mack (1993) standard errors.

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Loaded: Federal Ins Co Grp β€” Workers' Compensation (incurred, CAS Loss Reserve DB)
Origin \ Dev12345678910
AY 1
AY 2
AY 3
AY 4
AY 5
AY 6
AY 7
AY 8
AY 9
AY 10

Development factors

Age1β†’22β†’33β†’44β†’55β†’66β†’77β†’88β†’99β†’10
Method
Factor1.0400.9980.9851.0051.0021.0010.9951.0050.932
CDF to ult.0.9620.9250.9260.9400.9350.9330.9320.9370.932

Ultimates & IBNR (Mack stochastic model)

Origin yearLatestCDFUltimateIBNRMack s.e.CV
AY 1122,9591.000122,959000.0%
AY 2138,1130.932128,768-9,345959-10.3%
AY 3141,4000.937132,483-8,9171,500-16.8%
AY 4158,8330.932148,044-10,7892,332-21.6%
AY 5145,6930.933135,999-9,6944,498-46.4%
AY 6135,2660.935126,541-8,7255,185-59.4%
AY 7137,8630.940129,590-8,2735,565-67.3%
AY 8148,7990.926137,821-10,9789,469-86.3%
AY 9172,0630.925159,082-12,98112,726-98.0%
AY 10196,2690.962188,806-7,46315,083-202.1%
Total1,497,2581,410,093-87,16529,980-34.4%

IBNR by origin year with Mack std. error

Assumptions & limitations
  • Development patterns are stable across origin years and future development follows the same age-to-age factors as historical experience.
  • Mack's model assumes the chain-ladder recursion is correctly specified (uncorrelated origin years, no calendar-year trend) and factors are the volume-weighted averages unless overridden per age.
  • A fitted exponential-decay tail is an extrapolation; validate against industry benchmarks before relying on it.
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