Project translated automatically. Log in or register, to view the original It is necessary to analyze data on debt transfers to collectors and their repayments over the past 12 months in order to optimize expenses on debt collection services. The data scientist's task will be as follows: 1. Analysis of transferred cases: Study the data on clients transferred to the collection company and the amounts they owe. Determine which categories of clients most frequently repay debts. 2. Collection efficiency study: Analyze the percentage of debts recovered in each of the 12 repayment files. Evaluate which collection strategies were most effective. 3. Identification of "extra" clients: Identify clients whose debts are not repaid within 12 months. Consider the possibility of not transferring such clients to collectors if their debts are minimal or if their credit history indicates an inability to repay. 4. Predictive model: Develop a model that will predict the probability of debt repayment based on historical data. The model will help determine whether it is worth transferring the debt to collectors or not. 5. Process optimization: Propose changes in the debt transfer process to collectors based on data analysis to minimize expenses and increase collection efficiency. 6. Provide your suggestions discovered during the data analysis.

Proposals 1 Rejected 4

Oleksandra Butenko

Winning proposal

61 0

Budget: 5000 UAH Deadline: 14 days

Good day. Is there a specific requirement for point 4? The size of the database for analysis is crucial for determining the timeline. I can perform well.

Vitaliy Tereshin

0 0

Projects -
Rating -
Rating 135

Budget: 10000 UAH Deadline: 5 days

Good day! As for the predictive model, it is important to carefully work on the functions and algorithms here. I would recommend testing ensembles of different machine learning models to achieve optimal forecast accuracy. Optimizing processes based on the obtained analytics is undoubtedly a key point for realizing all the project's benefits. However, one should not forget about change management - the proper implementation of changes into the working system. Finally, the application of advanced analytics, including agent-based modeling and AI ensembles.

Oleksii Kuzavov

113 7

Budget: 5000 UAH Deadline: 5 days

Hello.
I have extensive experience working with Google Sheets and Excel.
I also create scripts for the aforementioned programs.

Check out my portfolio and reviews.
Freelancehunt

I have reviewed the project. Ready to help with implementation.
Write to me - let's discuss the details.

Vladislav S.

102 0

Budget: 7000 UAH Deadline: 5 days

Good day. I work as a risk analyst at a bank. I will be glad to help in this project.

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