TRL Distributions¶
Established: 2026-04-05 | Data snapshot: 2026-04-04
Summary¶
TRL distributions in TechPort vary dramatically by program and track expected program mandates. STRG (academic grants) clusters at TRL 2-3; FO (flight testing) clusters at TRL 6; NIAC (concept phase) clusters at TRL 2-3; GCD (mid-TRL development) spreads TRL 3-7. SBIR/STTR is broadest. Coverage quality also varies: STRG has the best TRL population (98.7%), GCD the worst among major programs (29.5% unset or meaningless TRL-0).
Portfolio-Wide Distribution¶
| TRL | Count | % | Notes |
|---|---|---|---|
| (none) | 4,926 | 24.4% | Not entered |
| 4 | 4,158 | 20.6% | Modal TRL |
| 3 | 3,990 | 19.8% | |
| 5 | 2,213 | 11.0% | |
| 6 | 1,940 | 9.6% | |
| 2 | 1,369 | 6.8% | |
| 7 | 598 | 3.0% | |
| 0 | 399 | 2.0% | Treat as "not set" (NASA scale starts at 1) |
| 1 | 277 | 1.4% | |
| 8 | 188 | 0.9% | |
| 9 | 94 | 0.5% |
Total missing TRL: ~26.4% (24.4% none + 2.0% TRL-0). High-TRL (7-9) projects are only 4.4% of portfolio.
Query: techport_portfolio_aggregate(group_by="trlCurrent")
TRL by Major Program¶
STRG (Space Technology Research Grants) — Best Coverage¶
| TRL | Count | % |
|---|---|---|
| 3 | 693 | 62.9% |
| 2 | 266 | 24.1% |
| 4 | 123 | 11.2% |
| (none) | 14 | 1.3% |
| 5 | 6 | 0.5% |
- Coverage: 98.7% (only 1.3% missing TRL)
- Tight cluster at TRL 2-3 is appropriate: academic grants typically span one year, starting from early-stage research
- Almost no TRL 4+: grants rarely advance past proof-of-concept level while still in STRG
- Most reliable TRL data in TechPort
Query: techport_portfolio_aggregate(group_by="trlCurrent", filter={"program": "STRG"})
FO (Flight Opportunities) — High TRL Focus¶
| TRL | Count | % |
|---|---|---|
| 6 | 182 | 41.5% |
| 4 | 91 | 20.7% |
| 5 | 69 | 15.7% |
| 7 | 36 | 8.2% |
| (none) | 27 | 6.2% |
| 8 | 13 | 3.0% |
| 9 | 8 | 1.8% |
| 3 | 8 | 1.8% |
| 2 | 5 | 1.1% |
- Coverage: 93.8% (6.2% missing)
- Modal TRL 6 fits FO mandate: flight testing technologies in relevant environments to bring them from TRL 4-5 to TRL 6-7
- High TRL tail (7-9): 13% — some projects are pushing into operational readiness
- Second-best TRL data quality among major programs
Query: techport_portfolio_aggregate(group_by="trlCurrent", filter={"program": "FO"})
NIAC (NASA Innovative Advanced Concepts) — Concept Phase¶
| TRL | Count | % |
|---|---|---|
| 3 | 135 | 41.3% |
| 2 | 117 | 35.8% |
| (none) | 47 | 14.4% |
| 1 | 14 | 4.3% |
| 4 | 11 | 3.4% |
| 5 | 2 | 0.6% |
| 0 | 1 | 0.3% |
- Coverage: 85.6% (14.7% truly missing, 0.3% TRL-0)
- TRL 2-3 dominates (77.1%) — exactly right for Phase I/II concept studies
- TRL 4+ (4%) represents Phase II projects that reached proof-of-concept hardware
- High data quality for what's there; missing 14-15% is unexplained
Query: techport_portfolio_aggregate(group_by="trlCurrent", filter={"program": "NIAC"})
SBIR/STTR — Broad but Patchy¶
| TRL | Count | % |
|---|---|---|
| (none) | 3,767 | 30.7% |
| 4 | 2,801 | 22.8% |
| 3 | 1,719 | 14.0% |
| 5 | 1,469 | 12.0% |
| 6 | 1,278 | 10.4% |
| 7 | 399 | 3.3% |
| 0 | 318 | 2.6% |
| 2 | 299 | 2.4% |
| 8 | 128 | 1.0% |
| 1 | 48 | 0.4% |
| 9 | 46 | 0.4% |
- Coverage: 66.7% (30.7% none + 2.6% TRL-0 = 33.3% missing)
- Modal TRL 4 — typical for Phase II completions advancing from concept to prototype
- Broad spread TRL 2-8 reflects the diversity of SBIR Phase I (6-month feasibility) to Phase II (2-year development)
- High TRL (7-9): 4.7% — some SBIR projects reach operational readiness
- 33% missing TRL is the major gap — unclear if this is systematic (older records) or random
Query: techport_portfolio_aggregate(group_by="trlCurrent", filter={"program": "SBIR/STTR"})
GCD (Game Changing Development) — Poorest Quality¶
| TRL | Count | % |
|---|---|---|
| 5 | 91 | 19.4% |
| 6 | 86 | 18.4% |
| 0 | 77 | 16.5% |
| 4 | 74 | 15.8% |
| (none) | 61 | 13.0% |
| 3 | 48 | 10.3% |
| 7 | 14 | 3.0% |
| 2 | 8 | 1.7% |
| 9 | 5 | 1.1% |
| 8 | 3 | 0.6% |
| 1 | 1 | 0.2% |
- Effective coverage: ~55% (13.0% none + 16.5% TRL-0 = 29.5% missing/meaningless)
- Among projects with real TRL: centered on TRL 5-6, appropriate for GCD's mid-TRL development mandate
- TRL-0 (16.5%) is the highest of any major program — likely batch-entered records with no TRL data
- TRL 9 (5 projects): unusually high for a development program — may reflect projects that matured to operational systems
- Data quality concern: Large cohort of recently-added records (IDs 183xxx-184xxx, all updated 2026-03-23) have thin data including TRL-0
Query: techport_portfolio_aggregate(group_by="trlCurrent", filter={"program": "GCD"})
Key Findings¶
TRL data quality correlates with program management style¶
Programs with standardized reporting requirements (STRG = academic grants with structured reporting, FO = flight test milestones) have better TRL coverage. Programs with more flexible project structures (SBIR Phase I diversity, GCD task diversity) have more gaps.
The TRL 3-4 bulge is real¶
Portfolio-wide, TRL 3-4 accounts for 40.4% of projects. This reflects the NASA portfolio's concentration in proof-of-concept through prototype phases. Very few projects in TechPort are near operational readiness (TRL 7-9 = 4.4%).
TRL-0 should be treated as missing¶
399 projects (2.0%) have trlCurrent=0. The NASA TRL scale starts at 1 (basic principles observed). TRL-0 entries are data gaps, not a legitimate TRL. This is confirmed by the tool documentation.
TRL rarely changes after Phase I SBIR¶
SBIR Phase I projects (6 months) almost always show trlBegin = trlEnd at the same TRL. Phase II projects typically show +1 advancement (e.g., TRL 3→4 or 4→5).
Counter-Queries¶
- To falsify "STRG clusters at TRL 3": Query STRG active projects and check TRL — done, confirms TRL 2 (mostly) for active grants
- To falsify "GCD has worst TRL coverage": Check other programs like IRAD — not yet checked
Confidence¶
- Overall distribution: confirmed (direct aggregate query, N=20,152)
- Program-specific distributions: confirmed (direct aggregate queries per program)
- "TRL-0 = missing" interpretation: confirmed (per tool documentation, supported by context)
Open Threads¶
- IRAD centers: TRL distributions not yet checked — expect similar to GCD (internal projects, mixed reporting)
- TRL progression rates: how many SBIR projects advance TRL by exactly 1 vs more? (would need sampling)
- Does TRL correlate with project age/recency?
Related Pages¶
- overview.md — portfolio context
- topics/field-completeness.md — broader data quality map
- programs/gcd.md — GCD data quality details
- programs/strg.md — STRG program details