Business intelligence,statistics and knowledge managment

Anonymous
timer Asked: Aug 3rd, 2018
account_balance_wallet $20

Question description

Task 1:Hands-on activity: Techniques for Predictive Modeling

For this assignment, your goal is to build a model to identify inputs or predictors that differentiate risky customers from others (based on patterns pertaining to previous customers) and then use these inputs to predict new risky customers. This sample case is typical for this domain. Please choose one of the techniques for predictive modeling and provide a report justifying your selection and the model you built, and your conclusion.

Here is the sample data to be used in this hands-on activity.

Credit Risk Data.xls

TASK 2:

discussion should be atleast 400 hundred words with APA format

Explain why organizational culture must sometimes change before knowledge management is introduced. Provide an example from the industry.?

TASK 3:Hands-on Activity

Go to exsys.com to play with the restaurant selection example in its demo systems. Analyze the variables and rules contained in the knowledge example's knowledge base?



Credit Risk Data Loan Purpose Checking Small Appliance $0 $0 Furniture $0 New Car $638 Furniture $963 Education $2,827 Furniture $0 New Car $0 Business $6,509 Small Appliance $966 Small Appliance $0 Business $0 New Car $322 Business $0 New Car $396 New Car $0 Used Car $652 Furniture $708 New Car $207 Repairs $287 Education $0 Furniture $101 Furniture $0 Furniture $0 Furniture $0 New Car $141 Business $0 Used Car $2,484 Used Car $237 Small Appliance $0 Small Appliance $335 Education $3,565 Small Appliance $0 Small Appliance $16,647 Business $0 Business $0 Small Appliance $0 Furniture $940 Small Appliance $0 Small Appliance $0 New Car $218 Other $0 Used Car $16,935 Small Appliance $664 Furniture $150 Furniture $0 Small Appliance $216 Furniture $0 New Car $0 Business Savings Months Customer Months Employed Gender Marital Status 13 12 M Single $739 $1,230 25 0 M Divorced $389 19 119 M Single $347 13 14 M Single $4,754 40 45 M Single $0 11 13 M Married $229 13 16 M Married $533 14 2 M Single $493 37 9 M Single $0 25 4 F Divorced $989 49 0 M Single $3,305 11 15 M Single $578 10 14 M Married $821 25 63 M Single $228 13 26 M Single $129 31 8 M Divorced $732 49 4 F Divorced $683 13 33 M Single $0 28 116 M Single $12,348 7 2 F Divorced $17,545 34 16 F Divorced $3,871 13 5 F Divorced $0 25 23 M Married $485 37 23 F Divorced $10,723 11 15 M Single $245 22 33 M Single $0 19 58 M Single $0 49 46 M Single $236 37 24 M Single $485 19 12 M Single $1,708 37 7 M Single $0 31 32 M Single $407 13 2 F Divorced $895 16 34 M Single $150 49 46 F Divorced $490 5 41 M Single $162 25 1 M Divorced $715 9 40 F Divorced $323 49 42 M Married $128 13 74 M Single $0 49 0 M Single $109 25 26 M Single $189 37 60 M Single $537 31 33 M Single $6,520 12 1 F Divorced $138 7 119 M Married $0 19 3 F Divorced $660 17 75 M Single $724 25 8 M Single Small Appliance Small Appliance Furniture Business New Car Used Car Education Furniture New Car New Car Furniture New Car New Car Small Appliance New Car Small Appliance Small Appliance Business Used Car Furniture Furniture New Car Small Appliance Business Furniture Small Appliance New Car Business Business Repairs Business New Car Education New Car Education New Car Small Appliance Used Car Small Appliance Small Appliance Furniture Education Small Appliance Repairs Business Small Appliance Small Appliance Small Appliance New Car Small Appliance Furniture Small Appliance $0 $897 $265 $947 $4,256 $0 $870 $917 $162 $595 $0 $789 $0 $0 $0 $746 $461 $140 $0 $659 $0 $717 $0 $667 $580 $0 $0 $763 $0 $1,366 $0 $552 $0 $14,643 $758 $2,665 $399 $0 $513 $442 $0 $8,357 $0 $0 $565 $863 $0 $322 $0 $800 $0 $656 $166 $922 $9,783 $885 $674 $2,886 $0 $626 $15,328 $0 $0 $904 $713 $784 $0 $806 $0 $3,281 $0 $759 $0 $680 $0 $104 $303 $899 $900 $1,732 $0 $706 $1,257 $0 $0 $576 $273 $904 $522 $194 $0 $710 $0 $5,564 $0 $192 $0 $637 $514 $405 $457 $318 $5,133 $698 19 25 16 28 22 25 37 13 19 19 37 29 11 13 19 25 16 13 31 7 25 22 10 28 13 37 13 13 49 43 25 12 61 19 19 16 25 37 13 37 31 10 7 7 25 25 25 46 13 49 19 19 5 5 36 6 10 28 114 16 32 5 60 10 8 46 17 4 115 31 0 0 5 9 81 28 69 85 2 3 32 0 9 6 17 3 20 59 3 25 3 11 14 65 14 2 79 1 93 13 21 13 108 14 M M F M M M M F M F M M M F M M M M F M M M M M M M F F M M M M M F F M F M M F M F F M M F M M F F M M Married Married Divorced Single Divorced Single Single Divorced Single Divorced Single Single Single Divorced Single Married Single Single Divorced Single Single Single Single Single Single Single Divorced Divorced Single Single Single Single Single Divorced Divorced Single Divorced Single Single Divorced Divorced Divorced Divorced Married Divorced Divorced Single Single Divorced Divorced Single Single New Car Retraining Furniture New Car Education Business Furniture New Car Used Car Small Appliance Furniture Business Used Car Furniture Furniture Small Appliance Used Car Large Appliance Furniture Furniture Small Appliance Small Appliance Furniture New Car New Car New Car Furniture Small Appliance Business Furniture Small Appliance Small Appliance Small Appliance Other Business Repairs New Car Furniture Furniture Small Appliance Small Appliance Furniture Small Appliance Business Repairs Small Appliance Furniture New Car New Car Used Car New Car Used Car $0 $644 $305 $9,621 $0 $0 $0 $0 $0 $6,851 $13,496 $509 $0 $19,155 $0 $0 $374 $0 $828 $0 $829 $0 $0 $939 $0 $889 $876 $893 $12,760 $0 $0 $959 $0 $0 $0 $0 $698 $0 $0 $0 $12,974 $0 $317 $0 $0 $0 $192 $0 $0 $0 $0 $0 $369 $0 $492 $308 $127 $565 $12,632 $116 $178 $901 $650 $241 $609 $131 $544 $10,853 $0 $409 $391 $322 $583 $12,242 $479 $496 $466 $1,583 $1,533 $0 $4,873 $0 $717 $7,876 $4,449 $0 $104 $897 $4,033 $945 $836 $325 $19,568 $803 $10,980 $265 $609 $1,851 $199 $500 $509 $270 $457 $260 10 13 19 25 13 19 16 49 13 13 19 25 37 25 19 25 25 49 9 13 7 25 19 19 25 37 31 16 13 13 22 28 25 25 25 19 16 13 25 19 13 13 13 13 31 12 25 28 16 25 13 25 16 88 1 41 22 14 9 45 89 21 20 14 6 24 15 81 14 15 12 9 18 53 0 56 42 79 21 94 73 94 10 20 87 54 23 2 20 6 99 13 7 89 17 10 3 0 5 7 3 25 63 78 M M F M M M F M M F M M M M F F M M F F F M M M M M F M M M F M M M M F M M M F F M M F M F F F M M M M Single Single Divorced Single Single Married Divorced Single Single Divorced Single Single Single Single Divorced Divorced Single Single Divorced Divorced Divorced Single Single Single Single Single Divorced Single Single Single Divorced Single Single Single Married Divorced Married Divorced Single Divorced Divorced Single Single Divorced Divorced Divorced Divorced Divorced Single Single Single Single New Car Small Appliance New Car Used Car Education Furniture Large Appliance Furniture Furniture Business Used Car Small Appliance Small Appliance Used Car Small Appliance Repairs Furniture Used Car New Car New Car New Car Repairs Furniture Used Car Small Appliance New Car Business Small Appliance Small Appliance Business Furniture Furniture Small Appliance Small Appliance Furniture Used Car Business New Car New Car Furniture New Car Small Appliance Furniture Small Appliance Business Small Appliance New Car Education New Car New Car New Car Furniture $942 $0 $3,329 $0 $0 $0 $0 $0 $0 $339 $0 $0 $0 $105 $0 $216 $113 $109 $0 $0 $8,176 $0 $468 $7,885 $0 $0 $0 $0 $0 $0 $0 $0 $0 $734 $0 $0 $172 $644 $0 $617 $0 $586 $0 $0 $0 $0 $0 $522 $585 $5,588 $0 $352 $3,036 $643 $0 $6,345 $922 $909 $775 $979 $948 $2,790 $309 $762 $970 $320 $861 $262 $692 $540 $470 $192 $12,230 $772 $14,186 $6,330 $18,716 $886 $750 $3,870 $3,273 $406 $461 $340 $6,490 $348 $506 $14,717 $0 $1,571 $0 $411 $544 $0 $835 $823 $5,180 $408 $821 $385 $2,223 $0 $605 $7,525 25 19 19 25 37 25 19 25 19 22 49 10 13 28 13 37 11 37 13 7 7 25 22 16 19 22 37 25 13 6 13 19 19 7 25 28 25 19 25 31 25 13 19 25 22 16 48 10 16 22 37 13 36 6 15 19 9 3 8 48 2 55 37 1 14 54 111 2 14 1 0 2 5 19 24 14 93 96 2 11 4 35 48 4 85 100 3 7 36 1 19 3 0 0 42 47 4 12 5 66 0 10 20 4 M M M M F M M M F M M F F M M M M M F M M M M M M M M F M M F M M M F M M F F M F M F M M M F M M F F F Single Single Single Single Divorced Single Married Single Divorced Divorced Single Divorced Divorced Single Single Single Divorced Married Divorced Single Married Divorced Single Single Single Single Divorced Divorced Married Single Divorced Married Single Single Divorced Single Single Divorced Divorced Married Divorced Single Divorced Single Single Single Divorced Single Single Divorced Divorced Divorced Small Appliance Business Other Small Appliance New Car Small Appliance New Car Furniture Business Used Car Used Car Small Appliance Small Appliance Education Small Appliance Large Appliance Education Furniture Business New Car Repairs Furniture Small Appliance New Car Small Appliance Business New Car Small Appliance Used Car New Car Small Appliance Furniture New Car Used Car Business Furniture Used Car Small Appliance Small Appliance Business Furniture Small Appliance Small Appliance New Car New Car Used Car Small Appliance Business Education Furniture Business Other $0 $3,529 $2,715 $1,435 $560 $887 $895 $243 $305 $4,553 $0 $418 $0 $771 $0 $463 $8,948 $110 $0 $10,099 $0 $13,428 $0 $208 $0 $552 $0 $3,105 $483 $415 $0 $1,238 $0 $238 $0 $127 $663 $0 $624 $785 $0 $718 $0 $493 $152 $757 $0 $9,125 $0 $364 $498 $598 $0 $374 $156 $0 $1,336 $0 $0 $508 $0 $956 $0 $636 $2,641 $0 $0 $1,519 $0 $922 $0 $180 $0 $701 $0 $296 $887 $519 $0 $800 $0 $736 $0 $11,838 $0 $364 $18,408 $212 $497 $888 $0 $999 $946 $0 $986 $578 $8,122 $136 $0 $734 $778 $861 $645 $855 14 49 25 13 7 19 25 11 31 16 7 13 13 16 19 13 13 31 19 37 19 13 49 13 13 37 10 13 37 13 25 22 13 40 19 5 22 16 7 49 13 7 5 13 16 25 16 28 22 37 49 25 0 14 20 4 2 4 0 13 90 108 0 23 15 19 6 0 2 35 57 9 0 21 45 24 12 14 19 58 11 3 4 41 71 74 29 2 108 8 42 2 6 70 35 9 3 0 83 1 4 111 21 17 F M M M F M M M M M F M F F M F F F M F F M M F F M M F M M F F F M M F M M M F F M M F F M M F M M M M Divorced Divorced Single Married Divorced Single Single Single Single Single Divorced Single Divorced Divorced Married Divorced Divorced Divorced Single Divorced Divorced Single Single Divorced Divorced Divorced Single Divorced Single Single Divorced Divorced Divorced Single Single Divorced Single Single Married Divorced Divorced Single Single Divorced Divorced Single Single Divorced Divorced Single Single Single Furniture New Car New Car Business Used Car Business Small Appliance New Car New Car Furniture Repairs Small Appliance Small Appliance Furniture Furniture Furniture Furniture Other Education Small Appliance New Car Business Business Education New Car Used Car Used Car New Car New Car New Car Small Appliance New Car New Car Furniture Retraining New Car Education Education Furniture New Car Small Appliance Business New Car Small Appliance New Car Furniture New Car Furniture Small Appliance Small Appliance Furniture New Car $0 $682 $19,812 $0 $0 $859 $0 $0 $0 $0 $0 $0 $795 $0 $0 $0 $0 $852 $0 $0 $425 $0 $0 $0 $11,072 $0 $219 $8,060 $0 $0 $0 $0 $1,613 $757 $0 $0 $977 $197 $0 $0 $0 $0 $0 $256 $296 $0 $0 $0 $298 $0 $8,636 $0 $4,486 $2,017 $0 $500 $859 $3,305 $1,218 $9,016 $11,587 $8,944 $807 $867 $16,804 $347 $836 $142 $169 $3,613 $403 $836 $0 $11,481 $3,285 $164 $891 $0 $841 $607 $486 $108 $0 $113 $0 $208 $603 $343 $463 $0 $299 $490 $6,628 $859 $750 $954 $591 $13,970 $857 $5,857 $3,326 $726 $214 $207 10 37 25 25 31 25 13 49 22 25 25 31 49 16 16 7 19 61 7 25 19 25 7 13 61 37 43 19 12 25 43 25 25 25 13 19 10 37 19 13 37 19 13 10 37 13 11 19 73 19 11 13 3 85 37 1 89 26 38 22 46 66 75 27 40 5 4 53 6 83 5 0 7 18 21 65 17 49 0 71 22 52 28 31 118 36 35 22 61 17 11 15 65 23 14 13 103 24 34 20 15 7 3 119 F M M M M M M M F M M F M F M F M F F M F M M F M M M F M M F F M M M F F M M F M M M M M F M M M F F M Divorced Single Single Single Single Single Single Single Divorced Single Single Divorced Single Divorced Single Divorced Single Divorced Divorced Single Divorced Single Single Divorced Single Single Single Divorced Single Single Divorced Divorced Married Divorced Married Divorced Divorced Married Single Divorced Single Single Single Single Single Divorced Single Single Married Divorced Divorced Single New Car New Car New Car New Car Furniture Small Appliance Furniture New Car Repairs New Car Small Appliance Small Appliance New Car Used Car New Car Other Used Car Small Appliance Used Car New Car Furniture New Car Business Small Appliance New Car Education Education Furniture New Car Small Appliance Furniture Furniture Furniture Small Appliance Business Small Appliance Small Appliance Small Appliance Small Appliance Small Appliance New Car Furniture Education Repairs Small Appliance Furniture Small Appliance Small Appliance Repairs Small Appliance Small Appliance New Car $0 $713 $19,766 $2,141 $0 $483 $0 $127 $0 $367 $0 $813 $4,089 $0 $0 $102 $271 $759 $949 $0 $0 $503 $911 $823 $0 $693 $0 $973 $0 $648 $0 $523 $271 $7,090 $0 $596 $0 $904 $0 $541 $0 $154 $4,802 $0 $177 $0 $0 $337 $0 $716 $996 $837 $705 $0 $0 $7,710 $0 $531 $5,960 $129 $0 $941 $759 $596 $0 $987 $651 $0 $257 $460 $955 $0 $0 $798 $8,249 $0 $0 $959 $956 $1,482 $382 $883 $0 $12,721 $842 $0 $3,111 $0 $0 $302 $0 $538 $2,846 $0 $231 $702 $0 $2,688 $17,366 $0 $0 $425 $332 $214 13 11 19 7 37 43 7 7 19 49 13 46 19 49 15 37 25 13 49 19 37 37 49 25 19 49 25 25 13 13 13 10 37 37 49 49 25 31 11 46 31 37 37 13 10 25 13 10 10 16 13 25 29 54 90 13 22 28 14 0 0 36 62 4 28 81 57 0 2 67 119 13 2 12 9 107 33 83 24 114 5 16 111 18 101 102 75 29 42 77 21 19 20 31 9 27 30 59 14 99 89 21 10 2 M F F M M M M F F F M M M F M M F M M M F M M M M M F M M M M F M M F M M M M M F F M F M M M M M M M M Single Divorced Divorced Single Single Single Married Divorced Divorced Divorced Single Single Single Divorced Divorced Divorced Divorced Single Single Single Divorced Single Single Single Single Single Divorced Single Single Married Single Divorced Single Single Divorced Single Single Single Single Single Divorced Divorced Single Divorced Single Single Single Single Single Single Single Single Small Appliance New Car Business Small Appliance Used Car New Car Furniture New Car Used Car Small Appliance Used Car New Car Furniture Small Appliance Furniture Small Appliance New Car Used Car New Car New Car Small Appliance Small Appliance Furniture Furniture Small Appliance Small Appliance Business New Car New Car New Car Furniture Small Appliance Education Business Business New Car Used Car Used Car Large Appliance Furniture Business Furniture New Car Education Used Car New Car Furniture Furniture Used Car New Car Small Appliance Furniture $242 $0 $929 $0 $0 $0 $0 $0 $0 $0 $646 $538 $0 $0 $0 $0 $135 $2,472 $0 $10,417 $211 $16,630 $0 $642 $0 $296 $898 $478 $315 $122 $0 $0 $0 $670 $444 $3,880 $819 $0 $0 $0 $0 $0 $0 $0 $0 $0 $161 $0 $0 $789 $765 $0 $0 $272 $124 $17,124 $612 $862 $146 $14,190 $396 $519 $0 $344 $204 $148 $435 $914 $0 $0 $412 $19,811 $822 $0 $3,369 $0 $707 $818 $177 $4,071 $466 $460 $991 $17,653 $497 $4,014 $921 $0 $0 $607 $15,800 $369 $4,973 $0 $761 $471 $674 $547 $524 $815 $0 $989 $10,406 $957 19 7 9 13 49 49 25 37 49 31 25 13 31 43 19 19 37 37 25 13 8 11 25 13 7 19 22 10 13 37 7 22 41 31 28 23 13 37 16 7 25 40 25 7 37 13 13 19 11 31 10 19 6 90 1 95 32 62 46 92 73 23 9 40 5 2 16 0 7 41 22 27 5 47 17 65 26 93 105 40 3 109 3 4 24 21 51 37 23 17 40 23 17 30 92 52 69 40 106 13 4 0 24 11 M M M M M M M M M F M M M M F F M M M M F M M F M M F M M M F F M F F F M M M M M M M F M M M M F M F F Single Single Married Married Single Single Single Single Single Divorced Divorced Married Divorced Single Divorced Divorced Single Single Single Married Divorced Single Single Divorced Single Married Divorced Single Single Single Divorced Divorced Single Divorced Divorced Divorced Single Single Single Single Single Single Single Divorced Single Divorced Single Single Divorced Married Divorced Divorced New Car Furniture Used Car Used Car Education New Car New Car Small Appliance Furniture New Car New Car New Car $0 $983 $0 $0 $798 $0 $193 $497 $0 $0 $0 $0 $770 $950 $160 $276 $137 $579 $2,684 $0 $0 $0 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Own 2 Skilled Low 47 Own 4 Skilled Low 23 Rent 2 Skilled High 22 Own 4 Skilled High 26 Rent 4 Skilled High 19 Own 4 Skilled High 27 Own 2 Management High 39 Rent 2 Unskilled Low 26 Own 3 Skilled Low 50 Other 4 Skilled High 34 Other 1 Skilled Low 23 Rent 4 Skilled Low 23 Own 2 Skilled Low 46 Other 4 Skilled High 35 Own 3 Skilled Low 28 Own 2 Skilled Low 25 Rent 4 Skilled Low 36 Rent 4 Skilled High 41 Own 1 Unskilled Low 54 Own 1 Skilled High 43 Own 2 Unskilled Low 33 Own 1 Skilled High 34 Own 3 Skilled High 39 Other 4 Unemployed Low 34 Own 3 Unskilled Low 30 Own 2 Skilled Low 48 Own 2 Skilled High 19 Own 1 Skilled Low 29 Rent 2 Skilled Low 26 Rent 3 Skilled High 42 Rent 4 Skilled High 30 Rent 2 Skilled High 38 21 32 35 46 37 39 29 27 22 40 44 26 57 34 47 46 38 52 34 29 39 36 25 59 27 24 25 29 64 31 38 41 22 29 32 34 23 21 49 31 40 28 21 30 37 33 22 23 21 40 36 Own Own Rent Own Own Own Own Own Rent Rent Own Own Own Own Own Own Own Own Own Own Other Own Own Own Own Own Rent Own Own Own 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High Low High High Low Low High Low High High Low High Low High High Low Low Low Low 37 31 67 26 24 21 46 22 20 60 25 21 22 29 56 32 30 27 37 39 26 32 31 35 31 64 27 31 32 73 30 42 45 27 22 26 33 27 24 21 28 51 21 27 40 34 34 63 33 28 24 18 Own Other Rent Own Own Other Own Rent Rent Rent Own Rent Own Own Own Rent Own Rent Own Own Own Own Own Own Own Own Own Own Own Own Own Own Own Own Rent Own Own Own Rent Own Rent Own Own Own Own Other Own Own Own Own Own Rent 3 2 4 2 2 1 3 4 4 2 3 4 1 2 4 1 2 4 2 4 2 2 2 2 3 4 1 2 3 4 4 1 4 4 4 2 3 3 4 1 4 1 1 2 2 4 1 4 2 4 2 4 Skilled Management Skilled Skilled Management Skilled Unskilled Skilled Skilled Unskilled Skilled Skilled Skilled Management Unskilled Unskilled Unskilled Management Unemployed Unskilled Unemployed Skilled Skilled Skilled Management Skilled Skilled Unskilled Unskilled Unskilled Unskilled Unskilled Skilled Skilled Unskilled Skilled Skilled Skilled Skilled Skilled Unemployed Management Skilled Skilled Unskilled Skilled Unskilled Unskilled Management Skilled Skilled Unskilled Low Low High Low High Low High High Low High Low High Low Low High High Low High Low Low Low Low Low Low Low Low High High High Low Low High Low Low High Low Low High High Low High High High Low High Low Low Low High High High Low 63 37 38 22 31 31 42 24 65 22 22 51 23 30 32 21 52 22 41 53 54 37 27 25 34 29 27 32 29 32 28 25 51 44 33 22 35 30 27 23 19 44 41 35 25 28 34 31 32 41 22 28 Own Own Own Rent Own Own Other Rent Own Rent Rent Own Own Own Own Own Own Rent Own Rent Other Own Own Own Own Own Own Own Own Own Rent Rent Other Own Own Rent Own Own Own Rent Rent Own Own Own Rent Other Own Own Rent Own Own Own 4 2 3 1 1 2 2 2 4 4 2 4 4 3 2 3 4 4 2 2 4 3 4 2 2 2 3 3 2 1 2 4 4 2 1 3 4 2 3 4 4 4 1 2 1 2 2 1 1 2 2 3 Skilled Skilled Management Skilled Unskilled Skilled Skilled Unskilled Management Skilled Unemployed Skilled Unskilled Skilled Skilled Skilled Skilled Skilled Skilled Skilled Unemployed Unskilled Skilled Skilled Skilled Management 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65 19 Own Own Own Own Other Other Own Own Other Own Other Own Own Own Rent Rent Other Own Other Own Own Own Own Own Own Own Own Own Own Other Own Own Own Rent Other Rent Own Own Own Own Own Own Own Other Other Own Rent Own Rent Own Own Rent 3 4 2 1 4 4 4 4 4 2 4 3 4 3 4 4 4 2 4 2 1 2 1 2 2 2 4 3 3 2 4 2 3 4 4 4 2 2 3 2 3 4 4 4 4 3 4 3 4 2 3 4 Skilled Management Skilled Skilled Skilled Management Skilled Skilled Skilled Skilled Skilled Unskilled Unskilled Skilled Skilled Skilled Skilled Management Skilled Skilled Skilled Skilled Skilled Skilled Skilled Unskilled Skilled Skilled Unskilled Management Skilled Skilled Skilled Unskilled Management Skilled Skilled Skilled Skilled Unskilled Unskilled Management Unskilled Skilled Skilled Skilled Skilled Skilled Skilled Management Unskilled Skilled Low High Low Low High High High Low High Low Low High High High High High High Low High High Low Low Low High Low Low High High Low High High Low High High High Low Low High Low Low Low Low High High 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Tutor Answer

benwamonicah
School: UC Berkeley

Attached.

Running Head: PREDICTIVE MODELING

1

Predictive Modeling
Institution Affiliation
Date:

PREDICTIVE MODELING

2

Task 1
Predictive behavior models are used to predict future customer behavior enabling
customer marketers to enhance the effectiveness of their efforts. The most appropriate predictive
behavior models are based on data mining and various game theory methods such as Bayesian
probabilistic models and logistic regression among others (Artun & Levin, 2015). For example,
the decision tree is a predictive behavior technique that works by splitting data into various
subsets which are further broken down into a classification until a decision is made in the form
of a tree.
A decision tree to determine some of the factors that help the organization identify risky
customers.
Financial Status

Financial
Problems

Close to
Bankruptc
y

Predictive Behavior


Not willing to
pay

No
Financial
Problems

Risky
custome...

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Anonymous
Outstanding Job!!!!

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