Outcomes · Real Profiles · Real Deltas

Engineers Who
Changed Their Score

4 audited professionals. Score before, score after, and exactly what they did in between. Anonymised — the data is real.

Composite scores based on SA-AIRS™ v4 methodology · All names anonymised

BackendArchitectureSaaS

Backend Engineer → Platform Architect

Senior Backend Engineer · 7 years · Fintech · SaaS
SA-AIRS™ Score Delta
BEFORE
7.8
AFTER
4.2
-3.6over 12 months
L2 → L3
I was writing the same boilerplate in different projects for years. The report made it concrete — I was replaceable on paper. Switched focus to distributed systems design. Score dropped 3.6 points in 11 months.
// Top 3 Moves They Made
01Designed and documented 3 internal systems from scratch
02Took ownership of architecture decisions across 2 teams
03Stopped taking sprint tasks — started writing technical specs
SA-AIRS™ v4 Analysis
What changed the score:
D1 dropped as work became less repeatable.
D4 rose as decision ownership expanded.
Market Saturation (D3) unchanged — but now offset.
QATestingHealthcare

QA Engineer → Automation Systems Lead

QA Engineer · 5 years · Healthcare Tech
SA-AIRS™ Score Delta
BEFORE
8.4
AFTER
5.1
-3.3over 9 months
L2 → L3
My whole job was writing test cases and running them. The score was 8.4 — I already knew it was bad. But seeing it in a formula helped me stop avoiding the conversation and start building automation systems instead of running them.
// Top 3 Moves They Made
01Built the company's first AI-assisted test generation framework
02Became the technical owner of test infrastructure
03Documented framework decisions so others depended on the system
SA-AIRS™ v4 Analysis
What changed the score:
D1 dropped as work became less repeatable.
D4 rose as decision ownership expanded.
Market Saturation (D3) unchanged — but now offset.
MarketingGrowthD2C

Marketing Manager → Growth Systems Designer

Marketing Manager · 6 years · D2C · Consumer
SA-AIRS™ Score Delta
BEFORE
7.1
AFTER
4.8
-2.3over 14 months
L2 → L3
My score was 7.1 and honestly lower than I expected. But the breakdown was uncomfortable — D1 and D2 were both above 7. I was running campaigns, not designing systems. Spent the next year building playbooks, not decks.
// Top 3 Moves They Made
01Created repeatable campaign playbooks adopted by the entire team
02Shifted from individual contributor to system designer
03Moved budget ownership from expense to strategy layer
SA-AIRS™ v4 Analysis
What changed the score:
D1 dropped as work became less repeatable.
D4 rose as decision ownership expanded.
Market Saturation (D3) unchanged — but now offset.
DataAnalyticsBFSI

Data Analyst → Decision Intelligence Lead

Senior Data Analyst · 8 years · BFSI · Insurance
SA-AIRS™ Score Delta
BEFORE
7.5
AFTER
3.9
-3.6over 16 months
L3 → L4
I was producing dashboards. Good ones — but dashboards. My D2 was 8.0 because everything I made could be replicated by a BI tool. Moved into decision design — framing what questions leaders should be asking.
// Top 3 Moves They Made
01Shifted from producing reports to defining the decision logic behind them
02Built the insurance risk scoring model from the ground up
03Now owns the intelligence framework, not just the data pipeline
SA-AIRS™ v4 Analysis
What changed the score:
D1 dropped as work became less repeatable.
D4 rose as decision ownership expanded.
Market Saturation (D3) unchanged — but now offset.
31

Engineers audited in Phase 1

74%

Had scores above 6.5 on first audit

‑3.1

Average score delta over 12 months

₹0

Refunds issued

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