CLIENTWORKFLOW AUTOMATIONCUSTOM MANAGEMENT SYSTEM•Education
PAB University Academic Portal & Grade Audit Automation
Headless browser automation and verification engine synchronizing academic transcripts and cross-faculty grade submissions.
Key Outcome: 4,200 transcripts audited in 2 hours

Quick Facts
Timeline / Year
2026
My Role
Lead Engineer
Industry
Education
Core Stack
Python, Playwright, n8n
The Business Problem
Academic advisors faced severe bottlenecks during end-of-semester grade reconciliation due to legacy student portal limitations and manual copy-pasting of multi-department course records.
Implemented Solution
Developed an audited, idempotent RPA automation script running in isolated headless containers that extracts transcripts, reconciles discrepancies against faculty submission sheets, and generates audit reports.
Role & Responsibilities
Automation Architect: Created resilient headless browser scripts with session handling, error backoff, and cryptographic audit trails.
Architecture & Implementation Details
Combined Playwright browser automation with n8n workflow triggers. Built reconciliation algorithms that detect grading anomalies and mismatching credit counts before committing final data.
Verified Outcomes & Business Impact
Processed 4,200 student grade files in under 2 hours without a single transcription error, cutting faculty overtime by 90% during grading periods.
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