Outcomes Analysis &
Reporting.
Outcomes Analysis standardizes how attainment is computed and defended—for NBA OBE programs and CBME-based medical programs—eliminating spreadsheet drift and manual aggregation.
CO–PO–PSO & competency attainment with consistent logic.
Program → course → assessment → question.
NBA SAR / CBME evidence without manual tables.
Outcomes-Based Education (NBA – Engineering & Management)
Most programs understand OBE conceptually. Execution breaks because of spreadsheet-based
computation, inconsistent formulas, and aggregation at scale—especially across multiple courses and semesters.
Standardized CO–PO–PSO computation
- Configurable thresholds, targets, and weightages.
- Uniform computation logic across courses, batches, and terms.
- Single source of truth for attainment across the program.
NBA 2024 SAR–ready outputs
- CO attainment tables in NBA-prescribed formats.
- PO/PSO attainment summaries with visual insight.
- Action-taken and continuous improvement evidence.
Competency & CBME analytics (Medical & Allied Health)
For CBME programs, Outcomes Analysis extends beyond course outcomes. It provides competency-wise
and longitudinal views that support NMC inspections and curriculum committee decisions.
Competency & sub-competency views
Compute attainment at competency and sub-competency level, aggregating across theory exams, internal tests, OSCE/OSPE, and viva components.
Progression over time
Track how competencies evolve across phases, postings, and years. Identify under-assessed and under-achieved competencies needing attention.
Fine-grained diagnostic insight
Analyze performance by topic/subtopic, cognitive level, and question type. Support targeted remediation, syllabus refinement, and faculty development conversations.
How Outcomes connects with AQMS and InPods.ai
Outcomes Analysis is often purchased independently, but integrates cleanly with the rest of the ecosystem when institutions are ready.
Inputs from InPods.ai & AQMS
InPods.ai provides mapped questions (outcomes/competencies, topics, cognitive levels). AQMS governs blueprinting and exam execution. Outcomes consumes both to compute defensible attainment.
Outputs for NBA, NMC & internal reviews
Generate structured tables, visualizations, and narratives that can be plugged into NBA SAR, CBME reports, internal program reviews, and AMS-managed accreditation workflows.
Testimonials
With 15+ schools and hundreds of programs, we had no viable way to compute outcomes attainment consistently — every school had its own spreadsheets and formulas. InPods Outcomes standardized CO–PO–PSO computation across 45,000+ students and millions of assessment records. The automated outputs directly supported our successful move to a higher NAAC accreditation grade.
Every NBA cycle, our program coordinators spent weeks manually aggregating attainment data from dozens of course files. InPods Outcomes automated the entire CO–PO–PSO computation with consistent logic across all programs and batches. We now produce NBA SAR–ready tables directly from the system. What used to be a semester-long effort is now a reliable, repeatable process.
Our university runs a separate digital valuation system for mark entry and processing. The challenge was connecting those marks to our outcomes framework without manual re-entry. InPods integrated with our valuation system via API — marks flow directly into PO-CO and competency mapping. The alignment was verified end-to-end across student records. We now have a unified assessment-to-attainment pipeline without duplicate data handling.