MSDS 490: Healthcare Analytics and Decision Making Project 2R

Java Python MSDS 490: Healthcare Analytics and Decision Making

Project 2

Due Date: 11/01/2024 (Friday Midnight)

Submission Instructions: zip all your files (R code, data, Word document, figures, etc.) into one, following the file naming convention Last Name First Name Project#.zip Use online submission tools in Canvas to submit this project.

Total Score: 100.

You have developed a forecasting system that estimates patient volume for each hour of the day for a week. File “WeeklyDataForShiftScheduling.csv” provides the forecasted patient volume data. Your goal is to develop a one-week plan to determine the number of full time nurses you would want to employ to ensure that patient volume is covered by these nurses under the conditions specified below.

• A four to one ratio is assumed to determine the number of nurses required to properly care for patients.

• The shifts can only start at 8AM, 10AM, and 8PM.

• You have the option of having either a 8HR, or a 12HR shift starting at these times. A 12HR shi MSDS 490: Healthcare Analytics and Decision Making Project 2R ft is considered more convenient and is preferred by the nurses, compared to 8HR shifts. With this in mind, the hourly cost of working a 12-hour shift is $20, and the hourly cost of working an eight hour shift is $25.

(i) Develop a coverage matrix for any given day for each of the shift type and duration;

(ii) Compute the nurse demand for each hour (a fraction demand is acceptable) in this determination.

(iii) A nurse either works an 8-hour shift or a 12-hour shift. The work week does not exceed 40 hours, and must be at least 36 hours.

(iv) Develop an optimization model that minimizes the total cost of scheduling the shifts, while ensuring that the nurse shortfall in any hour is less than 2. In developing your model, you can start with assuming that you have a large number of nurses that can generate a feasible solution, and subsequently decrease the nurse count by 1, till the model becomes infeasible.

(v) Change the value of maximum nurse shortfall from 0, 1, 2, 3, 4 and provide the cost of generating the schedule.

(vi) You want to explore using either an eight hour or a 12 hour shift starting at 6PM         

评论
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值