library(ChainLadder)
## 
## Welcome to ChainLadder version 0.2.17
## To cite package 'ChainLadder' in publications use:
## 
##   Gesmann M, Murphy D, Zhang Y, Carrato A, Wuthrich M, Concina F, Dal
##   Moro E (2023). _ChainLadder: Statistical Methods and Models for
##   Claims Reserving in General Insurance_. R package version 0.2.17,
##   <https://CRAN.R-project.org/package=ChainLadder>.
## 
## To suppress this message use:
## suppressPackageStartupMessages(library(ChainLadder))
RAA
##       dev
## origin    1     2     3     4     5     6     7     8     9    10
##   1981 5012  8269 10907 11805 13539 16181 18009 18608 18662 18834
##   1982  106  4285  5396 10666 13782 15599 15496 16169 16704    NA
##   1983 3410  8992 13873 16141 18735 22214 22863 23466    NA    NA
##   1984 5655 11555 15766 21266 23425 26083 27067    NA    NA    NA
##   1985 1092  9565 15836 22169 25955 26180    NA    NA    NA    NA
##   1986 1513  6445 11702 12935 15852    NA    NA    NA    NA    NA
##   1987  557  4020 10946 12314    NA    NA    NA    NA    NA    NA
##   1988 1351  6947 13112    NA    NA    NA    NA    NA    NA    NA
##   1989 3133  5395    NA    NA    NA    NA    NA    NA    NA    NA
##   1990 2063    NA    NA    NA    NA    NA    NA    NA    NA    NA

## MackChainLadder(Triangle = RAA, est.sigma = "Mack")
## 
##      Latest Dev.To.Date Ultimate   IBNR Mack.S.E CV(IBNR)
## 1981 18,834       1.000   18,834      0        0      NaN
## 1982 16,704       0.991   16,858    154      206    1.339
## 1983 23,466       0.974   24,083    617      623    1.010
## 1984 27,067       0.943   28,703  1,636      747    0.457
## 1985 26,180       0.905   28,927  2,747    1,469    0.535
## 1986 15,852       0.813   19,501  3,649    2,002    0.549
## 1987 12,314       0.694   17,749  5,435    2,209    0.406
## 1988 13,112       0.546   24,019 10,907    5,358    0.491
## 1989  5,395       0.336   16,045 10,650    6,333    0.595
## 1990  2,063       0.112   18,402 16,339   24,566    1.503
## 
##               Totals
## Latest:   160,987.00
## Dev:            0.76
## Ultimate: 213,122.23
## IBNR:      52,135.23
## Mack.S.E   26,909.01
## CV(IBNR):       0.52

## BootChainLadder(Triangle = RAA, R = 999, process.distr = "gamma")
## 
##      Latest Mean Ultimate Mean IBNR IBNR.S.E IBNR 75% IBNR 95%
## 1981 18,834        18,834         0        0        0        0
## 1982 16,704        16,867       163      755      170    1,443
## 1983 23,466        24,140       674    1,264    1,122    3,114
## 1984 27,067        28,816     1,749    1,932    2,829    5,234
## 1985 26,180        29,037     2,857    2,334    4,083    6,956
## 1986 15,852        19,656     3,804    2,485    5,193    8,285
## 1987 12,314        17,808     5,494    3,103    7,480   11,126
## 1988 13,112        24,079    10,967    5,016   13,881   19,954
## 1989  5,395        16,298    10,903    6,047   14,800   21,657
## 1990  2,063        19,887    17,824   14,326   25,742   44,716
## 
##                  Totals
## Latest:         160,987
## Mean Ultimate:  215,423
## Mean IBNR:       54,436
## IBNR.S.E         19,222
## Total IBNR 75%:  65,474
## Total IBNR 95%:  90,344
## BootChainLadder(Triangle = RAA, R = 999, process.distr = "gamma")
## 
##      Latest Mean Ultimate Mean IBNR IBNR.S.E IBNR 75% IBNR 95%
## 1981 18,834        18,834         0        0        0        0
## 1982 16,704        16,842       138      717      160    1,368
## 1983 23,466        24,179       713    1,383    1,172    3,437
## 1984 27,067        28,820     1,753    1,856    2,733    5,260
## 1985 26,180        28,914     2,734    2,336    3,906    7,030
## 1986 15,852        19,581     3,729    2,445    5,133    8,239
## 1987 12,314        17,901     5,587    3,194    7,355   11,694
## 1988 13,112        24,373    11,261    5,038   14,207   20,420
## 1989  5,395        16,245    10,850    5,919   14,431   21,266
## 1990  2,063        18,505    16,442   13,576   24,206   42,523
## 
##                  Totals
## Latest:         160,987
## Mean Ultimate:  214,194
## Mean IBNR:       53,207
## IBNR.S.E         18,180
## Total IBNR 75%:  63,739
## Total IBNR 95%:  85,225