Python Financial KPI Extractor
Services Covered:

Industry
Financial Services
Duration
3 months
Budget
10K - 49K
Start Date
1 December 2019
Team Size
1-5 Employees
Engagement Model
Onshore
Project Capability Score (PCS)
73/100
Good
Project Capability Score (PCS) estimates how capable Reckonsys Tech Labs is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS
Client
Confidential
Project Summary
Reckonsys developed a Python-based extractor to scan multiple files in OneDrive and consolidate key financial parameters into a single Excel workbook with separate tabs for each parameter and entity. The output was designed to be compatible with Power BI and other analytics tools. End users found significant value in the live system and plans exist to expand its capabilities.
Key Challenges
- Consolidate key data from multiple Excel files into a single structured workbook
- Provide a user-friendly exception report to enable business users to clean data issues
Project Deliverables
- Python extractor script scheduled to run daily
- Consolidated Excel workbook with separate tabs per parameter/company
- Configuration-driven processing (configuration Excel file)
- User-friendly exception report for data cleanup
Project Solution
The vendor built a Python extractor scheduled to run daily that used configurations stored in an Excel file to scan a OneDrive folder of input files and extract key parameters. The script wrote outputs into a target Excel workbook with separate tabs per entity/parameter and produced an exception report to aid business users in cleaning data issues. Reckonsys staffed the work with a lead and a developer while the client (Aethilus) provided project management oversight.
Project Outcome
- The extractor went live and the client reported it delivered significant value to end users.
- The client is moving forward with plans for a next phase to enhance capabilities.
- Reckonsys provided skilled resources that integrated well with the client's processes.
Platforms
AI/ML Platform
Tech Stack
Python
Client Endorsement
Overall Review Rating
5
5 out of 5 stars
Timeliness
Cost Rating
Willing to Refer
Quality of Deliverables
“End users found immense value in the extractor, and there are plans to further develop its capabilities. Reckonsys provided skilled resources who adapted well to the in-house project management style.”
Note: This endorsement is based on publicly available client feedback from external review sources.
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