Automating Outcome-Based Education (OBE) & NBA Criteria 2 Attainment in Computer Engineering
How automated telemetry from student coding laboratories provides verifiable, auditable direct evidence for NBA Program Outcomes (POs) and Course Outcomes (COs).
Dr. Arun SharmaUpdated: September 8, 20266 min read
Overview
Automating OBE and NBA Criteria 2 attainment utilizes real-time student coding telemetry, automated test suite verification, and algorithmic assessment data to calculate direct Course Outcome (CO) and Program Outcome (PO) attainment percentages without manual spreadsheet calculations.
Key Takeaways
- •Subjective lab viva marks often fail accreditation scrutiny during NBA peer reviews.
- •Automated lab testing generates tamper-proof direct assessment evidence.
- •Faculty save hundreds of hours typically spent on manual SAR spreadsheet calculations.
Frequently Asked Questions
Exercises are tagged with target POs (e.g. PO3 Design/Development of Solutions, PO5 Modern Tool Usage). Performance on linked rubric tests dynamically computes attainment percentages.

Dr. Arun Sharma
Chief Academic Officer & Former Dean of Engineering
22+ years in institutional technical curriculum design, outcome-based education (OBE), and higher education technology leadership.
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