Question
The insurance company is computing the savings that may occur after 6 years of offering a preventive care program and they want to know if
The insurance company is computing the savings that may occur after 6 years of offering a preventive care program and they want to know if it is worthwhile to use a predictive model to target the patients for the preventive care.
Provide the expected value of savings if the preventive care program is used and if the predictive model is also used:
1. Expected Value (cost no Preventive Care - cost Preventive care only)
2. Expected value (cost no preventive care - cost preventive care and predicted model)
The client wants to save at least $500,000 if Preventive care is launched in the next six-year. Are both options of Preventive are provide a $500,000 savings?
3. Do only preventive care will provide $500,000 savings in the next 6 years?
4. Do only preventive care using the predictive model will provide $500,000 savings in the next 6 years?
Use the following assumptions to answer the above questions
Help an insurance company on one of their initiatives | ||||||
An insurance company is studying the benefits of using a prediction model to help on their business. They are developing a model to identify the subjects that may start having diabetes the following year. They are planning to offer a preventive program to reduce the number of future diabetes patients and reduce costs. | Assumptions1 | Probability1 | Assumptions2 | Probability2 | Assumptions3 | Probability3 |
Diabetes rate | 34% | 50% | 40% | 25% | 45% | 25% |
Preventive care per patient will cost | $ 25,000 | 100% | ||||
Yearly average cost per diabetes patient | $ 20,000 | 100% | ||||
The enrollment rate to participate in these kinds of programs | 60% | 50% | 65% | 30% | 75% | 20% |
The enrollment rate to participate in this kind of program if assurance of getting diabetes | 90% | 50% | 75% | 30% | 85% | 20% |
The program success | 75% | 100% | ||||
The model precision | 90% | 100% | ||||
The model recall |
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