![ic_approch](https://crgsolutions.co/wp-content/uploads/2024/04/ic_approch.png)
Approach
CRG data engineer team and data science team have designed a solution to build a promotion framework integrating ML Models on segmentation, cross sell/up sell & retention etc. with end-to-end automated workflow to have the most optimum promotional action.
![ic_problem_statement](https://crgsolutions.co/wp-content/uploads/2024/04/ic_problem_statement.png)
Problem Statement
Company has a large number of distributors & retailers and wants to improve the effectiveness and efficiency of their promotional activities to get improved ROI.
![ic_highlevel](https://crgsolutions.co/wp-content/uploads/2024/04/ic_highlevel.png)
High level framework:
![im_reports](https://crgsolutions.co/wp-content/uploads/2024/04/im_reports.jpg)
High level process:
![im_transformation](https://crgsolutions.co/wp-content/uploads/2024/04/im_transformation-1024x358.jpg)
Business Benefits:
- Enhanced ROI
- Better Distributor Engagement
- Improved profitability
Briefly:
![table2](https://crgsolutions.co/wp-content/uploads/2024/04/table2.png)
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