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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: State Farm Mut Grp β€” Private Passenger Auto (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
Factor0.9680.9770.9870.9910.9950.9951.0001.0001.000
CDF to ult.0.9150.9450.9680.9800.9890.9950.9991.0001.000

Ultimates & IBNR (Mack stochastic model)

Origin yearLatestCDFUltimateIBNRMack s.e.CV
AY 16,826,5011.0006,826,501000.0%
AY 27,733,5591.0007,730,688-2,8711,620-56.4%
AY 38,405,1281.0008,402,250-2,8783,100-107.7%
AY 48,291,0650.9998,285,251-5,8145,211-89.6%
AY 59,060,8580.9959,013,604-47,2547,551-16.0%
AY 69,714,7790.9899,611,411-103,36832,774-31.7%
AY 710,462,7490.98010,254,451-208,29862,581-30.0%
AY 810,612,8370.96810,268,035-344,80295,939-27.8%
AY 910,479,4100.9459,903,561-575,849170,719-29.6%
AY 1010,648,9780.9159,739,379-909,599272,004-29.9%
Total92,235,86490,035,131-2,200,733370,256-16.8%

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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