CDF: Cumulative development factor
The product of LDFs from a given development age to ultimate. Applied to current cumulative losses, it gives the estimated ultimate.
Mack, 1993, ASTIN Bulletin: Thomas Mack derives the standard error of chain ladder reserves without any distributional assumption, so every development factor now comes with an error bar. The CDF (cumulative development factor) is the product of the LDFs chained from a given development age to ultimate: CDF(n → ultimate) = LDF(n→n+1) × LDF(n+1→n+2) × … × LDF(k→ultimate). Then Ultimate = Cumulative(n) × CDF(n→ultimate) and IBNR = Ultimate − Cumulative(n). A CDF above 1 means development remains and the year has not run off. Below 1 it would be anomalous, unless there are large recoveries. The CDF at the youngest age, often 12 months for the current accident year, is usually the most uncertain.
Accident year 2023, 12-month cumulative: 2.8 M EUR. CDF 12 months → ultimate = 1.65. Estimated ultimate: 4.62 M EUR. IBNR = 1.82 M EUR.
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