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2024

Financing Analyst System

Role: Software Engineer
LaravelTailwind CSSjQueryFlaskPython

Project Performance Impact

Automated Credit Scoring
A-C Customer Grading
PDF Report Exports
Financing Analyst System
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The Challenge

Financial assessment analysts spent hours manually calculating credit scores and cross-checking applicant histories, resulting in loan approvals taking up to 3 business days.

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The Approach & Solution

Built a secure Laravel portal equipped with Python-driven credit scoring models. The system evaluates input ratios (debt-to-income, asset valuation) and generates PDF credit summaries in under 5 seconds.

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Technical Architecture

Laravel (admin panel & forms), Flask (ML inference service), jQuery, and Dompdf (report compilation).

Results & Outcomes

Shifted credit evaluation time from hours to seconds, streamlining customer grading (A-C) workflows and supporting hundreds of concurrent assessments.