ibnr

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IBNR reserve estimation — Bootstrap Chain-Ladder | 10,000 Monte-Carlo simulations | OSFI MCT 99.5% VaR | CIA Standards | Ontario Auto BI

python bootstrap monte-carlo cia actuarial reserving solvency-ii chain-ladder ifrs17 ibnr osfi canadian-insurance

ML-EM nowcasting for claims reporting delays — joint Poisson-Multinomial EM, XGBoost/GLM M-step, exposure offset, bootstrap CIs

python insurance pricing actuarial claims nowcasting ibnr uk-insurance

Chain-ladder claims reserving (development factors, ultimates, IBNR) with backtesting.

python open-source machine-learning insurance actuarial reserving claims chain-ladder ibnr

Temporal cross-validation for insurance pricing models. Walk-forward splits respecting policy/accident year structure and IBNR development buffers.

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