Regional Training Opportunity Model v1.1 Calibration Record
A five-market shadow test asked whether v1.1’s forward-looking workstream method is stable enough for production, and whether changing the weights from 35/35/30 to 40/30/30 would materially change the decisions.
The weights were not the fragile part.
Twenty-five candidate workstreams were scored twice using the same evidence: the production formula of 35% Structural / 35% Forward / 30% Actionability and an alternative of 40% Structural / 30% Forward / 30% Actionability.
The alternative weighting produced no meaningful instability. The only rank movement was one top-two swap in Redding; no suggested status or final portfolio decision changed. Equal Structural and Forward weights better preserve v1.1’s intended role: projections establish the baseline, while credible current developments can matter before the baseline catches up.
The more important finding was portfolio discipline.
Several overlapping clusters can legitimately receive high scores because one major investment may create demand across construction, electrical, manufacturing, logistics, and technical occupations. That is useful evidence, but publishing all of them as separate priorities would double-count the same underlying regional decision.
| Market | Final Priority count | Examples of what v1.1 changed | Portfolio result |
|---|---|---|---|
| Bakersfield-Delano | 3 | Elevated space/defense and energy-system clusters; construction remained Watch because its current catalysts overlap the two stronger priorities. | PASS |
| Redding | 3 | Forest resilience/heavy equipment and grid/wildfire utility work rose above a generic occupation-by-occupation framing. | PASS |
| Modesto | 3 | Bioindustrial manufacturing became a distinct priority; allied health was consolidated into the broader clinical workforce decision. | PASS |
| San Luis Obispo-Paso Robles | 4 | Diablo Canyon timing, aerospace/defense investment, healthcare expansion, and infrastructure became distinct actionable workstreams. | PASS |
| San Diego-Chula Vista-Carlsbad | 5 | The large-market stress test retained five distinct systems: maritime manufacturing, healthcare, electrification, IT/cyber/defense, and water/construction infrastructure. | PASS |
Four guardrails are now frozen with the formula.
3–5 Priority workstreams
Each market should normally publish three to five distinct Priority workstreams. More than five requires an explicit exception in the publication gate.
Distinctiveness / overlap gate
High-scoring candidates should be consolidated or demoted when they rely on substantially the same catalyst, occupational base, and regional response.
Independent Actionability evidence
Every published Priority must have at least one Actionability source that is not merely the same event used as its strongest Forward Signal.
No double reward for one announcement
One development may inform both Forward Signal and Actionability only when it provides genuinely different evidence and another source independently supports the action case.
What changed from v1.0?
The calibration did not show that v1.0 was wrong. It showed that occupation-level decisions often become more useful when they are organized around the regional system that leaders can act on.
Emerging industries can surface earlier.
Space/defense in Kern, bioindustrial manufacturing in Modesto, and aerospace/defense in San Luis Obispo became visible as regional workstreams because current investment evidence connects related occupations that projections treat separately.
Existing priorities gain timing.
Nursing, electrical trades, forestry, utility technology, and healthcare capacity often pointed in the same direction as v1.0, but current developments made the reason to act now much clearer.
High structural demand does not guarantee priority status.
Some construction or public-safety cases remained valuable but moved to Watch when current evidence was weaker or substantially overlapped another Priority workstream.
The unit of decision is the regional response.
Where two candidate workstreams required essentially the same partners, capacity response, and evidence, the calibration favored one broader workstream instead of publishing both.
Production decision
v1.1 is frozen for production. Future new-market workstream selection and substantive refreshes should use the 35/35/30 formula and the portfolio guardrails above. Published v1.0 briefs remain valid historical records until they receive a substantive refresh.