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AS463_Lec02

Course: ACTSC 463, Fall 2011
School: Waterloo
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463/863 Property ACTSC and Casualty Loss Reserving 1 Development Triangles 2 Exercises > Calculate the CY 2007 incurred losses > Calculate the runoff in 2006 > Derive the RY incurred loss triangle Claim Snap Shot Claim # 1 2 3 4 5 6 7 8 9 10 Acc Date 12-Jan-05 10-Mar-05 01-Nov-05 13-Feb-06 01-Dec-06 16-Jan-07 05-May-07 29-Jul-07 13-Sep-07 05-Jun-08 Rep Date 12-Apr-05 12-Apr-05 30-Jan-06...

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463/863 Property ACTSC and Casualty Loss Reserving 1 Development Triangles 2 Exercises > Calculate the CY 2007 incurred losses > Calculate the runoff in 2006 > Derive the RY incurred loss triangle Claim Snap Shot Claim # 1 2 3 4 5 6 7 8 9 10 Acc Date 12-Jan-05 10-Mar-05 01-Nov-05 13-Feb-06 01-Dec-06 16-Jan-07 05-May-07 29-Jul-07 13-Sep-07 05-Jun-08 Rep Date 12-Apr-05 12-Apr-05 30-Jan-06 14-May-06 01-Mar-07 16-Apr-07 28-May-07 21-Aug-07 06-Oct-07 28-Jun-08 2005 Paid 200 0 Case 300 1000 3 2006 Paid 500 0 0 600 Case 200 1000 500 0 2007 Paid 700 800 500 600 150 320 0 400 0 Case 0 500 0 0 350 100 450 100 1000 2008 Paid 700 800 500 600 300 400 0 400 0 500 Case 0 500 0 0 0 0 550 100 1000 500 Solutions 2007 = 2370 + 1100 600 + 2500 2200 = 3170 2006 = 2005 2006 = 700 Incurred Triangle RY/DY 12 24 36 48 2005 1500 1700 2000 2000 2006 1100 1100 1100 2007 2870 2750 2008 1000 4 Common Triangles > > > > > > = + = > = = = > > 5 Common Triangles = > = > > = 6 Triangle Diagnostics 7 Diagnostics - Paid Accident Year 12 24 36 48 60 72 84 96 108 120 2000 9,963 22,052 28,799 33,078 36,230 38,920 40,597 41,866 42,466 43,471 2001 8,966 20,810 26,581 30,660 32,798 34,243 36,302 37,766 40,494 2002 8,272 20,316 25,102 28,122 31,064 33,540 36,164 39,367 2003 8,755 16,754 20,719 23,704 26,925 30,351 32,457 2004 5,559 14,197 19,415 23,282 28,624 32,334 2005 7,260 19,115 27,020 33,300 39,040 2006 8,626 30,671 45,235 53,797 2007 14,305 44,924 62,035 2008 19,323 60,057 2009 26,034 > Growth in book? > Claim deterioration? > Rate of settlement? 8 Diagnostics - Incurred Accident Year 12 24 36 48 60 72 84 96 108 120 2000 61,308 48,529 48,609 48,302 48,512 48,809 50,399 50,936 51,186 52,119 2001 45,314 40,353 38,142 37,826 38,565 39,469 41,285 43,630 44,135 2002 36,566 34,412 33,061 34,556 36,336 40,546 41,570 42,069 2003 33,804 27,736 29,823 31,605 35,173 36,074 36,092 2004 28,415 27,781 29,657 34,648 37,101 37,076 2005 42,399 41,075 46,552 52,263 54,852 2006 52,838 64,693 67,769 75,499 2007 66,955 82,524 90,873 2008 79,705 101,549 2009 90,441 > > > > Growth in book? Claim deterioration? Rate of settlement? Case strengthening? 9 Diagnostics Paid to Incurred Accident Year 12 24 36 48 60 72 84 96 108 120 2000 0.163 0.454 0.592 0.685 0.747 0.797 0.806 0.822 0.830 0.834 2001 0.198 0.516 0.697 0.811 0.850 0.868 0.879 0.866 0.918 2002 0.226 0.590 0.759 0.814 0.855 0.827 0.870 0.936 2003 0.259 0.604 0.695 0.750 0.765 0.841 0.899 2004 0.196 0.511 0.655 0.672 0.772 0.872 2005 0.171 0.465 0.580 0.637 0.712 2006 0.163 0.474 0.667 0.713 2007 0.214 0.544 0.683 2008 0.242 0.591 2009 0.288 > Rate of settlement? > Case reserve weakening? 10 Diagnostics - Reported Accident Year 12 24 36 48 60 72 84 96 108 120 2000 7,074 6,891 6,882 6,862 6,868 6,865 6,859 6,862 6,863 6,863 2001 6,403 6,170 6,178 6,168 6,166 6,165 6,172 6,175 6,176 2002 5,404 5,391 5,378 5,385 5,392 5,407 5,406 5,406 2003 4,829 4,722 4,713 4,723 4,719 4,718 4,719 2004 4,198 4,138 4,098 4,109 4,110 4,109 2005 5,000 4,902 4,889 4,897 4,905 2006 6,026 6,022 6,038 6,050 2007 7,429 7,634 7,617 2008 8,609 9,006 2009 9,151 > > > > Growth in book? Frequency deterioration? Change in claim handling practices? Change in report rate? 11 Diagnostics - Closed Accident Year 12 24 36 48 60 72 84 96 108 120 2000 2,236 5,005 5,891 6,311 6,549 6,646 6,704 6,748 6,787 6,792 2001 1,741 4,386 5,353 5,727 5,877 5,987 6,026 6,076 6,109 2002 1,275 3,838 4,704 5,023 5,169 5,252 5,297 5,347 2003 1,288 3,446 4,091 4,352 4,474 4,557 4,604 2004 1,003 2,712 3,486 3,736 3,877 3,978 2005 899 3,054 3,774 4,252 4,505 2006 970 3,150 4,717 5,282 2007 1,036 4,031 5,870 2008 1,253 4,676 2009 1,294 > Similar to reported > Change in rate of settlement? 12 Diagnostics Closed to Reported Acciden t Year 12 24 36 48 60 72 84 96 108 120 2000 0.316 0.726 0.856 0.920 0.954 0.968 0.977 0.983 0.989 0.990 2001 0.272 0.711 0.866 0.929 0.953 0.971 0.976 0.984 0.989 2002 0.236 0.712 0.875 0.933 0.959 0.971 0.980 0.989 2003 0.267 0.730 0.868 0.921 0.948 0.966 0.976 2004 0.239 0.655 0.851 0.909 0.943 0.968 2005 0.180 0.623 0.772 0.868 0.918 2006 0.161 0.523 0.781 0.873 2007 0.139 0.528 0.771 2008 0.146 0.519 2009 0.141 > Slow down in rate of settlement? Regulatory change? Volume or staffing? Claim handling philosophy? 13 Diagnostics Average Paid Accident Year 12 24 36 48 60 72 84 96 108 120 2000 4,456 4,406 4,889 5,241 5,532 5,856 6,056 6,204 6,257 6,400 2001 5,150 4,745 4,966 5,354 5,581 5,720 6,024 6,216 6,629 2002 6,488 5,293 5,336 5,599 6,010 6,386 6,827 7,362 2003 6,798 4,862 5,065 5,447 6,018 6,660 7,050 2004 5,543 5,235 5,569 6,232 7,383 8,128 2005 8,075 6,259 7,159 7,832 8,666 2006 8,893 9,737 9,590 10,185 2007 13,808 11,145 10,568 2008 15,421 12,844 2009 20,119 > Rate of settlement? Fast tracking of payments? > Deterioration? 14 Diagnostics Average Case Accident Year 12 24 36 48 60 72 84 96 108 120 2000 10,613 14,039 19,990 27,631 38,501 45,153 63,241 79,559 114,743 121,801 2001 7,797 10,955 14,014 16,248 19,956 29,361 34,125 59,231 54,336 2002 6,853 9,077 11,809 17,773 23,643 45,206 49,591 45,792 2003 7,074 8,607 14,636 21,297 33,666 35,542 31,607 2004 7,153 9,526 16,736 30,472 36,382 36,200 2005 8,568 11,883 17,518 29,400 39,530 2006 8,745 11,846 17,059 28,257 2007 8,236 10,436 16,507 2008 8,209 9,583 2009 8,197 > Case reserves stable/strengthening/weakening? > Keeping pace with average paid? 15 Development Techniques 16 Development to Ultimate > Goal Estimate ultimate losses for claims that have already occurred Fill in lower triangle! > Requires significant judgment Data accumulation Techniques to use Adjustments to Data Remember diagnostics Final selection 17 Development to Ultimate > Hugh Whites Question If actual losses are higher than expected losses what do you do? Assume future losses will be greater than originally anticipated? (Development technique) Assume future losses will be lower than originally anticipated? (Expected Claims technique) Assume future losses will be in line with original estimate? (Bornhuetter-Ferguson technique) 18 Development Technique > Development technique aka Chain ladder Technique > Assumptions Future CY development similar to prior AY losses to date provide relevant information about the future of the AY > Can be used on almost any type of data 19 Development Technique 1. 2. 3. 4. 5. 6. Compile development triangle Calculate age-to-age factors (LDFs) Calculate average LDFs Select LDFs Select tail factor Calculate cumulative claim development factors (CDFs) 7. Project ultimate claims 20 Example Steps 1&2 (Paid) Accident Year 2002 2003 2004 2005 2006 2007 2008 2009 12 8,272 8,755 5,559 7,260 8,626 14,305 19,323 26,034 24 20,316 16,754 14,197 19,115 30,671 44,924 60,057 36 25,102 20,719 19,415 27,020 45,235 62,035 48 28,122 23,704 23,282 33,300 53,797 60 31,064 26,925 28,624 39,040 72 33,540 30,351 32,334 84 36,164 32,457 96 39,367 Accident Year 2002 2003 2004 2005 2006 2007 2008 12-24 2.4559 1.9136 2.5537 2.6331 3.5556 3.1405 3.1080 24-36 1.2356 1.2367 1.3675 1.4135 1.4748 1.3809 36-48 1.1203 1.1441 1.1992 1.2324 1.1893 48-60 1.1046 1.1359 1.2294 1.1724 60-72 1.0797 1.1273 1.1296 72-84 1.0783 1.0694 84-96 1.0886 96-108 60,057 2008 12 24 = 19,323 21 Example Steps 3&4 (Paid) Accident Year 2000 2001 2002 2003 2004 2005 2006 2007 2008 12-24 2.2134 2.3211 2.4559 1.9136 2.5537 2.6331 3.5556 3.1405 3.1080 24-36 1.3060 1.2773 1.2356 1.2367 1.3675 1.4135 1.4748 1.3809 36-48 1.1486 1.1535 1.1203 1.1441 1.1992 1.2324 1.1893 48-60 1.0953 1.0697 1.1046 1.1359 1.2294 1.1724 60-72 1.0742 1.0441 1.0797 1.1273 1.1296 72-84 1.0431 1.0601 1.0783 1.0694 84-96 1.0313 1.0403 1.0886 Averages 3 yr simple 3 yr medial 3 yr volume 3 yr geometric 3.2680 3.1405 3.2104 3.2619 1.4231 1.4135 1.4179 1.4225 1.2070 1.1992 1.2041 1.2068 1.1792 1.1724 1.1781 1.1786 1.1122 1.1273 1.1110 1.1120 1.0693 1.0694 1.0692 1.0692 1.0534 1.0403 1.0525 1.0531 Selected 3.2619 1.4225 1.2068 1.1786 1.1273 1.0692 1.055 22 Example Steps 3&4 (Paid) > Common Averaging Techniques Simple average Medial average (exclude high/low) Volume weighted average (aka dollar weighted) Geometric average ( 1/ =1 ) > Things to look for Smooth progression Stability within interval Credibility Applicability 23 Example Steps 5&6 (Paid) > Tail factor selection will be discussed later in the course Accident Year 12 24 36 48 60 72 84 96 2002 8,272 20,316 25,102 28,122 31,064 33,540 36,164 39,367 2003 8,755 16,754 20,719 23,704 26,925 30,351 32,457 2004 5,559 14,197 19,415 23,282 28,624 32,334 2005 7,260 19,115 27,020 33,300 39,040 2006 8,626 30,671 45,235 53,797 2007 14,305 44,924 62,035 2008 19,323 60,057 2009 26,034 12-24 24-36 36-48 48-60 60-72 72-84 84-96 Selected 3.2619 1.4225 1.2068 1.1786 1.1273 1.0692 1.0550 CDF 8.3926 2.5730 1.8087 1.4987 1.2716 1.1280 1.0550 24 Example Step 7 (Paid) 12 24 36 48 60 72 84 96 (ULT) Total Reserve 2002 8,272 20,316 25,102 28,122 31,064 33,540 36,164 39,367 0 2003 8,755 16,754 20,719 23,704 26,925 30,351 32,457 34,242 1,785 2004 5,559 14,197 19,415 23,282 28,624 32,334 34,573 36,474 4,140 2005 7,260 19,115 27,020 33,300 39,040 44,008 47,055 49,643 10,603 2006 8,626 30,671 45,235 53,797 63,406 71,475 76,423 80,627 26,829 2007 14,305 44,924 62,035 74,867 88,239 99,468 106,354 112,204 50,168 2008 19,323 60,057 85,433 103,104 121,519 136,983 146,467 154,523 94,466 2009 26,034 84,918 120,799 145,785 171,824 193,690 207,100 218,490 192,456 12-24 24-36 36-48 48-60 60-72 72-84 84-96 Selected 3.2619 1.4225 1.2068 1.1786 1.1273 1.0692 1.0550 CDF 8.3926 2.5730 1.8087 1.4987 1.2716 1.1280 1.0550 Accident Year 25 Development Technique > When it doesnt work Changing case adequacy (incurred) Rate of settlement changes (paid) Environmental changes Insufficient data Large losses Low frequency high severity Uneven distribution of claims Highly leveraged (paid) 26 Expected Claims Technique 27 Expected Claims Technique > Expected Claims Technique aka Expected Loss Ratio Method > Assumption Experience to date doesnt better the a priori estimate > Typically used where there is a lack of historical data New line of business New regulatory environment Data is too immature 28 Expected Claims Technique > Can be applied to any type of data > Requires exposure base Earned Premium (Auto and Property) Policies in force (Auto and Property) Total Insured Value (Property) > Requires initial estimate of losses relative to exposure base selected Ult. Loss = Exposure x Loss Factor eg. Earned Premium x Selected Loss Ratio 29 Example Incurred Earned Expected Losses Premium Loss Ratio Paid Losses 2000 55,532 57,677 49,847 70% 34,893 -22,784 1,466 23,802 2001 71,685 75,751 53,645 70% 37,552 -38,199 1,414 26,557 2002 66,213 77,134 64,444 70% 45,111 -32,023 1,360 33,170 2003 56,374 68,890 86,504 70% 60,553 -8,337 1,274 47,530 2004 48,675 68,396 113,821 70% 79,675 11,279 1,260 63,235 2005 52,482 87,092 142,950 70% 100,065 12,973 1,276 78,440 2006 36,794 94,150 168,847 70% 118,193 24,042 1,546 76,428 2007 22,868 86,440 185,484 70% 129,839 43,399 1,428 90,919 2008 6,943 67,735 217,139 70% 151,998 84,262 1,377 110,382 2009 1,776 30,233 201,559 70% 141,091 110,858 1,514 93,191 Total 419,342 898,969 185,471 713,498 1,284,241 See exhibits 1-3 30 Ultimate Incurred Ultimate # IBNR Claims x CNP Accident Year Average Incurred Expected Claims Technique > How do we determine the loss ratio? Industry data Historical data Other methods Paid development Incurred development Judgment 31 Example Accident Year 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 Total Latest 8 AYs Latest 7 AYs Latest 6 AYs Latest 5 AYs Latest 4 AYs Latest 3 AYs Latest 2 AYs Paid Losses 55,532 71,685 66,213 56,374 48,675 52,482 36,794 22,868 6,943 1,776 419,342 Incurred Paid LDFs Losses 57,677 1.0215 75,751 1.0432 77,134 1.1014 68,890 1.1877 68,396 1.3944 87,092 1.7764 94,150 2.9486 86,440 5.9097 67,735 16.7590 30,233 67.5227 713,498 Incurred LDFs 1.0000 1.0051 1.0063 1.0066 1.0178 1.0453 1.1228 1.3451 1.9255 3.2529 Weighted Prior Avg Exl Latest LR 70.3% 72.6% 63.7% 65.3% 61.2% 62.6% 61.3% 63.1% 60.5% 62.7% 59.6% 62.3% 55.5% 56.8% Selected Loss Ratio 70% 32 Ultimate Paid 56,726 74,783 72,926 66,955 67,873 93,231 108,492 135,141 116,358 119,952 912,437 Ultimate Incurred 57,677 76,133 77,619 69,342 69,611 91,039 105,710 116,274 130,426 98,343 892,174 Selected Ultimate 57,201 75,458 75,272 68,148 68,742 92,135 107,101 125,707 123,392 109,148 902,305 Earned Loss Ratio Premium 49,847 114.8% 53,645 140.7% 64,444 116.8% 86,504 78.8% 113,821 60.4% 142,950 64.5% 168,847 63.4% 185,484 67.8% 217,139 56.8% 201,559 54.2% 1,284,241 Example Accident Year 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 Total Paid Losses 55,532 71,685 66,213 56,374 48,675 52,482 36,794 22,868 6,943 1,776 419,342 Incurred Paid Development Losses IBNR 57,677 75,751 77,134 68,890 68,396 87,092 94,150 86,440 67,735 30,233 713,498 -952 -968 -4,208 -1,935 -522 6,139 14,342 48,701 48,622 89,719 198,939 What does this tell us??? 33 Incurred Expected Loss Development IBNR IBNR 0 383 485 452 1,215 3,947 11,559 29,833 62,691 68,111 178,676 -22,784 -38,199 -32,023 -8,337 11,279 12,973 24,042 43,399 84,262 110,858 185,471 Expected Claims Technique > Adjustments often required in selecting loss ratio On-level Loss trends Reform Adjustment > Advantages Stability Simplicity Doesnt require too much data > Disadvantages Doesnt change unless assumptions change Often requires significant judgment 34 Bornhuetter-Ferguson Technique 35 Bornhuetter-Ferguson Technique > Blending of Development Technique and Expected Claims Technique > Assumptions Unreported (not yet incurred) will develop based on expected claims Reported claims are credible > Ultimate claims are split Actual incurred to date Expected unreported (not yet incurred) > = + > = % 36 Bornhuetter-Ferguson Technique 1 % = > Can be applied to any data 37 Example Accident Year Paid Incurred Losses Losses Incurred % CDFs Unreported Earned Premium Expected Ultimate Loss Incurred Ratio Ultimate # Average IBNR Claims x Incurred CNP 2000 55,532 57,677 1.0000 0.00% 49,847 70% 57,677 0 1,466 39,343 2001 71,685 75,751 1.0051 0.50% 53,645 70% 75,939 189 1,414 53,705 2002 66,213 77,134 1.0063 0.63% 64,444 70% 77,416 282 1,360 56,923 2003 56,374 68,890 1.0066 0.65% 86,504 70% 69,284 394 1,274 54,383 2004 48,675 68,396 1.0178 1.75% 113,821 70% 69,786 1,391 1,260 55,387 2005 52,482 87,092 1.0453 4.34% 142,950 70% 91,430 4,338 1,276 71,671 2006 36,794 94,150 1.1228 10.93% 168,847 70% 107,075 12,924 1,546 69,239 2007 22,868 86,440 1.3451 25.66% 185,484 70% 119,754 33,314 1,428 83,857 2008 6,943 67,735 1.9255 48.07% 217,139 70% 140,795 73,059 1,377 102,246 2009 1,776 30,233 3.2529 69.26% 201,559 70% 127,950 97,717 1,514 84,511 Total 419,342 713,498 937,107 223,609 1,284,241 38 Bornhuetter-Ferguson Technique > Can be viewed as a credibility weighting of the development method and expected claims techniques > Z = credibility factor > = 1 > 0 1 > = + (1 ) 39 Bornhuetter-Ferguson Technique > Advantages Not distorted by random fluctuations in immature data Can be used with thin data Can be used on short-tail and long-tail lines > Disadvantage Theoretical problem when development factors are less than 1 Still heavily reliant on judgment Should adjust historical data 40 Example Paid Incurred Incurred Development Development Losses IBNR IBNR Accident Year Paid Losses 2000 55,532 57,677 -952 0 -22,784 0 -1,411 2001 71,685 75,751 -968 383 -38,199 189 -2,510 2002 66,213 77,134 -4,208 485 -32,023 282 -6,768 2003 56,374 68,890 -1,935 452 -8,337 394 -2,947 2004 48,675 68,396 -522 1,215 11,279 1,391 2,816 2005 52,482 87,092 6,139 3,947 12,973 4,338 9,126 2006 36,794 94,150 14,342 11,559 24,042 12,924 20,752 2007 22,868 86,440 48,701 29,833 43,399 33,314 44,296 2008 6,943 67,735 48,622 62,691 84,262 73,059 82,135 2009 1,776 30,233 89,719 68,111 110,858 97,717 110,545 Total 419,342 713,498 198,939 178,676 185,471 223,609 256,035 41 Expected B-F Incurred Loss IBNR IBNR B-F Paid IBNR Cape Cod Technique 42 Cape Cod Technique > Cape Cod Technique Aka Stanard-Buhlmann Method > Very similar to B-F method Only difference is the selection of the expected loss ratio > Loss ratio is derived not selected Introduces concept of Used Up Premium = % 43 Example Accident Year Paid Incurred Losses Losses Incurred % CDFs Unreported Earned Premium Expected Ultimate Loss Incurred Ratio Ultimate # Average IBNR Claims x Incurred CNP 2000 55,532 57,677 1.0000 0.00% 49,847 74% 57,677 0 1,466 39,343 2001 71,685 75,751 1.0051 0.50% 53,645 74% 75,950 199 1,414 53,713 2002 66,213 77,134 1.0063 0.63% 64,444 74% 77,432 298 1,360 56,935 2003 56,374 68,890 1.0066 0.65% 86,504 74% 69,307 417 1,274 54,401 2004 48,675 68,396 1.0178 1.75% 113,821 74% 69,865 1,469 1,260 55,449 2005 52,482 87,092 1.0453 4.34% 142,950 74% 91,675 4,583 1,276 71,863 2006 36,794 94,150 1.1228 10.93% 168,847 74% 107,805 13,654 1,546 69,711 2007 22,868 86,440 1.3451 25.66% 185,484 74% 121,636 35,195 1,428 85,175 2008 6,943 67,735 1.9255 48.07% 217,139 74% 144,921 77,185 1,377 105,242 2009 1,776 30,233 3.2529 69.26% 201,559 74% 133,468 103,235 1,514 88,156 Total 419,342 713,498 949,734 236,236 1,284,241 44 Example Accident Year Earned Premium Incurred Incurred CDFs Losses % Reported Used Up Premium Estimated Loss Ratio 2000 49,847 57,677 1.0000 100.00% 49,847 115.7% 2001 53,645 75,751 1.0051 99.50% 53,375 141.9% 2002 64,444 77,134 1.0063 99.37% 64,041 120.4% 2003 86,504 68,890 1.0066 99.35% 85,940 80.2% 2004 113,821 68,396 1.0178 98.25% 111,834 61.2% 2005 142,950 87,092 1.0453 95.66% 136,753 63.7% 2006 168,847 94,150 1.1228 89.07% 150,383 62.6% 2007 185,484 86,440 1.3451 74.34% 137,893 62.7% 2008 217,139 67,735 1.9255 51.93% 112,769 60.1% 2009 201,559 30,233 3.2529 30.74% 61,963 48.8% Total 1,284,241 713,498 964,800 74.0% 45 Cape Cod Technique > Advantages Not overly distorted by random fluctuations in immature data Judgment removed from B-F Can be used on short-tail and long-tail lines > Disadvantages Theoretical problem when development factors are less than 1 Judgment removed from B-F Still heavily reliant on judgment Should adjust historical data 46 Exercises Incurred Losses Accident Year 2005 2006 2007 2008 2009 12 1,500 1,650 1,815 1,997 2,196 24 3,000 3,630 4,356 4,792 36 4,500 5,082 6,970 48 4,635 5,336 2005 2006 2007 2008 2.0000 2.2000 2.4000 2.4000 1.5000 1.4000 1.6000 1.0300 1.0500 60 4,635 Earned Premium 10,500 11,025 11,576 12,155 12,763 1.0000 Calculate the ultimate incurred loss based on the following: Incurred development Expected Loss Ratio Bornhuetter-Ferguson Cape Cod 47
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Tutorial 3ACTSC 232, Fall, 2011The rst two questions use this select table of mortalityl[x][ x][40] 100000[41] 99802[42] 99597[43] 99365[44] 99120l[x]+1 l[x]+2 l[x]+399899 99724 9952099689 99502 9928399471 99268 9903099225 99007 9874798964 9
Waterloo - ACTSC - 371
ActSc 371 F2011 - Assignment TwoInstructor: Dr. Lysa PorthPossible MarksPart 1: MultipleChoice (MC)33Student ScoreID Number: _Last Name:_First Name:_This assignment is due on November 2, 2011, at the beginning of class (i.e. 2:30 pm in MC2066).
Waterloo - ACTSC - 371
ActSc 371 Lecture 4 HandoutInstructor: Dr. Lysa PorthHANDOUT: Useful Financial Ratios (Ross et al. 2011)SHORTTERM SOLVENCY RATIOSCurrent ratio = Current assets Current liabilitiesQuick ratio = (Current assets Inventory) Current liabilitiesACTIVITY R
Waterloo - ACTSC - 371
9/11/2011ActSc 371 Corporate Finance 1Introduction to Corporate FinanceInstructor: Dr. Lysa PorthAir Canada Case StudyIntroductionLecture 1Sections 1.1 and 1.2 from Chapter 1: Introduction toCorporate Finance(Corporate Finance by Ross et al.)AC
Waterloo - ACTSC - 371
9/13/2011ActSc 371 Corporate Finance 1Introduction to Corporate FinanceInstructor: Dr. Lysa Porth1.3 The Corporate Firm1.4 Goals of the Corporate Firm1.5 Financial Institutions, Financial Markets, and the Corporation1.6 Trends in Financial Markets
Waterloo - ACTSC - 371
ActSc 371 Corporate Finance 1Instructor: Dr. Lysa PorthLecture 2Practice Questions11. Firms issue securities or financial instruments (orclaims) to raise capital. These claims are classifiedas:A) stocks or bondsIntroductionB) debt or equityC) c
Waterloo - ACTSC - 371
9/15/2011ActSc 371 Corporate Finance 1Introduction to Corporate FinanceInstructor: Dr. Lysa Porth2.1 The Balance Sheet2.2 Statement of Comprehensive Income2.3 Net Working CapitalLecture 3IntroductionSections 2.1-2.3 from Chapter 2: Introduction t
Waterloo - ACTSC - 371
ActSc 371 Corporate Finance 1Instructor: Dr. Lysa PorthLecture 5Sections 3.1- and 3.2 from Chapter 3: Introduction toCorporate Finance (Corporate Finance by Ross et al.)1Introduction to Corporate Finance3.1 What is Financial Planning?3.2 A Financi
Waterloo - ACTSC - 371
ActSc 371 Corporate Finance 1Instructor: Dr. Lysa PorthLecture 16Sections 6.A: The Term Structure of Interest Rates(Corporate Finance by Ross et al.)1Spot Rates and Yield to MaturityIn chapter 6 we assumed interest was constant over allfuture peri
Waterloo - ACTSC - 371
ActSc 371 Corporate Finance 1Instructor: Dr. Lysa PorthLecture 22Sections 23.1 23.4:Options and Corporate Finance Basic ConceptsRules(Corporate Finance by Ross et al.)123.1 OptionsOptions are special contractual arrangements giving theowner the r
Waterloo - ACTSC - 371
ActSc 371 Corporate Finance 1Instructor: Dr. Lysa PorthLecture 23Sections 23.7 23.8:Options and Corporate Finance Basic ConceptsRules(Corporate Finance by Ross et al.)123.7 Valuing OptionsThe last sectionconcerned itselfwith the value ofan opti
Waterloo - ACTSC - 371
9/19/2011ActSc 371 Corporate Finance 1Introduction to Corporate FinanceInstructor: Dr. Lysa Porth3.1 What is Financial Planning?3.2 A Financial Planning Model: The IngredientsIntroductionLecture 5Sections 3.1- and 3.2 from Chapter 3: Introduction
UPenn - PSYC - 001
UNIT 2 startCh 6: LearningA relatively permanent change in an organisms behavior as a result of experienceHabituation process by which we respond less strongly over time to repeated stimuliLearning & Behaviorismoriginal behaviorists focused solely o
UPenn - PSYC - 001
Ch 6 (cntd)Operant Condg (cntd)SCHEDULES OF REINFORCEMENTPartial reinforcement behaviors reinforced only occasionallyo at different times, or different occurrences of behavior, asopposed to continuous: reinforcing every occurrence of behavior parti
UPenn - PSYC - 001
Ch 5 cntdRETRIEVAL cntdBiased RecallConsistency, Change, EgocentrismPositivity bias Were the good ole days always so good?Misattribution Remembering info but not its sourceo E.g, recog someone but not remember from where; havea memory but unsure
UPenn - PSYC - 001
start Ch 7 IntelligenceHypothetical mental ability to direct your thinking, learn fromexperience & adapt to your environmentINT AS A SOCIAL CONSTRUCTIONNot an objective quality that exists independent of culture.Each culture decides what abilities ar
UPenn - PSYC - 001
Ch 7 Intelligence (cntd)More on ReliabilityIQ tests quite reliable reliability coefficients in the .90sIQ is mostly stable* across age and across retestingMore on ValidityAre IQ tests valid? Depends on what for, but the answer is a qualified "yes"
UPenn - PSYC - 001
UNIT 2Ch 7 & Ch 15 (see Reading Agenda)Critical Thinking & ReasoningAs a follow-up to our discussion of IQ and g ,well discuss severalhabits of thinking that can improve or compromise our everydayjudgments. This info (along with all youll learn about
UPenn - PSYC - 001
Ch 10: DevelopmentGeneral Age RangesDevelopmental Psychology: The study of agerelated changes throughout the life span What do developmental psychologists study? What are the general methodologies? What Influences Development? What is the Nature of
UPenn - PSYC - 001
Ch 10 cntd PsychologyTheory of MindAbility to understand that ones self and other people havemental states (e.g. thoughts, beliefs, wishes), about the world,which may differ from reality or from others. To realize "others may not know what I know."T
UPenn - PSYC - 001
Psychosocial Development (cntd)CHANGES IN ADOLESCENCEBodily changes Puberty Awkwardness of growing into your body SleepBrain changes Second major pruning of unused synaptic connections Frontal lobe still developingPotential family conflicts dise
UPenn - PSYC - 001
Ch 9 Emotion & MotivationEmotionEmotionsFeeling states that include several components:Physiological Internal physical changes related to arousalRapid heart beat, butterflies in stomachExpressive/Behavioral Outward manifestations/behaviors of an e
UPenn - PSYC - 001
CH 11: PERSONALITYWho are You? Howd You Get That Way?Psychoanalytic Childhood experiences and unconscious motivationsTrait Your specific qualities /characteristics we can measureBehavioral (radical) Environment (punishers/reinforcers) & your learning
UPenn - PSYC - 001
PSYC 001 Sec 2 Exam 4 (Final Exam) Study SheetWednesday May 5 9:00-11:00am MeyH B1 (our regular room)Bring a #2 pencil with an eraser. Avoid sitting in the last four rows; sit as close to the front as possible. You must alsobring your Student ID. At th
UPenn - PSYC - 001
UNIT 4Ch 12 Psychological DisordersAlthough the origins/causes of disorders are briefly addressed in thetext (and covered in more detail in other psych courses), we wontfocus on causes in Psych 001. Our focus will be mainly restricted todescribing th
UPenn - PSYC - 001
Ch 13: TX of DisordersLectures will be mainly on the psychotherapies. Focus on lecturecontent first to know how Im organizing each TX, then readabout each in the text. I wont be lecturing much on biomedicaltreatmentsthere wont be much to know from tha
UPenn - PSYC - 001
Ch 15: Social PsychologyThe study of how people think, feel, & behave in social situations.Social InfluenceCONFORMITYAdjusting attitudes or behaviors b/c of actual/perceived pressure.Two general reasons:informational influence conform to others b/c
UPenn - PSYC - 001
Factors of influence in Altruism Clarity of the need for help Mood & traits of the helper Environment Presence of others Bystander effect & diffusion of responsibilityAbsence of Help: The Bystander Effect Kitty Genovese incident 38* witnesses repo
UPenn - PSYC - 001
Interpersonal AttractionPHYSICAL ATTRACTIVENESSSize, shape, facial features, etc. What is beautiful is good biaso An example of the halo effecto Tendency for one good trait in a person topositively bias our ratings of the person's other traito E.g
GWU - CSC - 6232
ConcurrencyState Models and Java ProgramsJeff MageeConcurrency: introductionandJeff Kramer1Magee/Kramer 2nd EditionWhat is a Concurrent Program?A sequential program has asingle thread of control.A concurrent program hasmultiple threads of cont
GWU - CSC - 6232
Chapter 2Processes & ThreadsConcurrency: processes & threads1Magee/Kramer 2nd Editionconcurrent processesWe structure complex systems assets of simpler activities, eachrepresented as a sequential process.Processes can overlap or beconcurrent, so
GWU - CSC - 6232
Chapter 3Concurrent ExecutionConcurrency: concurrent execution1Magee/Kramer 2nd EditionConcurrent executionConcepts: processes - concurrent executionand interleaving.process interaction.Models: parallel composition of asynchronous processes- int
GWU - CSC - 6232
Chapter 4Shared Objects &Mutual ExclusionConcurrency: shared objects & mutual exclusion1Magee/Kramer 2nd EditionShared Objects & Mutual ExclusionConcepts: process interference.mutual exclusion.Models: model checking for interferencemodeling mutu
GWU - CSC - 6232
Chapter 5Monitors &Condition SynchronizationConcurrency: monitors & condition synchronization1Magee/Kramer 2nd Editionmonitors & condition synchronizationConcepts: monitors:encapsulated data + access proceduresmutual exclusion + condition synchro
GWU - CSC - 6232
Chapter 6DeadlockConcurrency: Deadlock1Magee/Kramer 2nd EditionDeadlockConcepts:system deadlock: no further progressfour necessary & sufficient conditionsModels:deadlock - no eligible actionsPractice:blocked threadsAim: deadlock avoidance - t
GWU - CSC - 6232
Chapter 7Safety & LivenessPropertiesConcurrency: safety & liveness properties1Magee/Kramer 2nd Editionsafety & liveness propertiesConcepts:properties: true for every possible executionsafety: nothing bad happensliveness: something good eventuall
GWU - CSC - 6232
Chapter 8Model-Based DesignConcurrency: model-based design1Magee/Kramer 2nd EditionDesignConcepts: design process:requirements to models to implementationsModels: check properties of interest:- safety on the appropriate (sub)system- progress on
GWU - CSC - 6232
Chapter 9Dynamic SystemsConcurrency: dynamic systems1Magee/Kramer 2nd EditionDynamic SystemsConcepts: dynamic creation and deletion of processesResource allocation example varyingnumber of users and resources.master-slave interactionModels:stat
GWU - CSC - 6232
Chapter 10Message PassingConcurrency: message passing1Magee/Kramer 2nd EditionMessage PassingConcepts: synchronous message passing - channelasynchronous message passing - port- send and receive / selective receiverendezvous bidirectional comms -
GWU - CSCI - 6907
CSci 6907: Data Managementand Exploration on the WebNan ZhangCourse InformationMeeting time: Mondays 06:10-08:40PM Meeting location: Philips Hall, Room 108Office Hours: Mondays 12:00-2:00pm Office: Academic Center 715 Phone: (202) 994-5919 Email:
GWU - CSCI - 6907
Preliminaries:Information RetrievalIntroductionText mining refers to data mining using text documents asdata. Most text mining tasks use Information Retrieval (IR)methods to pre-process text documents. These methods are quite different from traditi
GWU - CSCI - 6907
Information IntegrationAdapted from slides for Liu, Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data, 2nd ed., Springer, 2009.Introduction Atthe end of last topic, we identified the problem ofintegrating extracted data:o column match
GWU - CSCI - 6907
WEB CRAWLINGOutline Motivation and taxonomy of crawlers Basic crawlers and implementation issues Universal crawlers Preferential (focused and topical) crawlers Crawler ethics and conflictsQ: How does asearch engineknow that allthese pagescontai
GWU - CSCI - 6907
DATA EXPLORATION AND PRIVACYPRESERVATION OVER HIDDEN WEBDATABASESNan Zhang, The George Washington University1*Collaborative work with Xin Jin of George Washington University,Arjun Dasgupta, Bradley Jewell, Anirban Maiti, and Dr. Gautam Dasof Univer
GWU - CSCI - 6232
Concurrency, 3C03, 2002Answer Question 1 and two further questions.Marks for each part of each question are indicated in square brackets1.rsCalculators are NOT permitteda. Show an equivalent labelled transition system for each of the following FSP p
GWU - CSCI - 6232
Concurrency: State Models and Java Programs1Chapter 1 - exercisesThis is not really meant as an exercise, but as a way for you to get a firstcontact with the LTSA tool, which you will be using extensively in thiscourse.1.1Start the LTSA, and type t
GWU - CSCI - 6232
COMP30112: Concurrency ExercisesHoward Barringer February 2008Some of these exercises are taken from Magee and Kramers book Concurrency, which contains further exercises for you to attempt. Some of the other exercises were prepared by Mark Jacobson, an