Methodology & Confidence Notes

How AlphaHire's public construction workforce briefs are produced, sourced, and framed — and what the published intelligence layer is, and is not.

What the briefs are

The published briefs are operational intelligence reads: directional descriptions of the state of U.S. construction labor markets at a given snapshot, framed for executive workforce planning and execution-risk visibility. They sit between raw public statistics (which lack composition) and proprietary recruiting telemetry (which is internal).

Briefs use directional language — elevated, moderate, accelerating, constrained, softening — rather than precise forecast figures. Tiers, not scores. Ranges, not spot numbers.

What the briefs are not

• They are not forecasts. The intelligence layer is operational — it describes current state, not predicted state.
• They are not company-level. Public briefs intentionally remain at state and role-group resolution; contractor-level reads exist internally and are made available only through advisory engagements.
• They are not exhaustive. AlphaHire's internal layer integrates additional private signals (job postings, recruiting telemetry, offer-acceptance dynamics) that are not reproduced here.

Sources

• U.S. Bureau of Labor Statistics — OEWS. Occupational Employment and Wage Statistics. State-level and national medians for construction-execution SOC codes (Construction Managers, Cost Estimators, First-Line Supervisors of Construction Trades, Civil Engineers).
• U.S. Bureau of Labor Statistics — QCEW. Quarterly Census of Employment and Wages. Private-sector construction employment, establishment counts, and wage trends by NAICS sector / subsector at state and national level.
• U.S. Treasury — USAspending. Federal contract awards filtered to construction NAICS, used as a leading signal of near-term project execution intensity.
• AlphaHire — internal layer. Methodology composition, alias / parent-entity resolution, segment classification, and confidence weighting. Internal sources are not published in the public briefs.

Workforce Exposure framework

The exposure tier per state is composed from four operational components, weighted into a single composite and banded into High / Elevated / Moderate / Low tiers. The components are:

• Compensation pressure. State median wage position for senior construction roles relative to the national median for the same role.
• Labor-supply constraint. Directional wage-trend signal across the most recent year-over-year window for the state's construction sector.
• Demand pressure. Construction employment trajectory across the same window.
• Contractor concentration. Private-sector construction establishment density.
• Award activity. Federal contract-award flow folded in as a leading execution-intensity signal.

Exact component weights are not published. The composite is intentionally framed as an operational exposure read — useful for workforce planning visibility, not as a labor forecast.

Confidence handling

Every published row carries an internal confidence assessment that is degraded when:

• State-level wage data for a role is not separately published in the period.
• The state's construction-sector aggregate must be rolled up from subsector data (rather than reported directly).
• The trend window must fall back to a shorter comparison (quarter-over-quarter) where the year-over-year baseline is unavailable.

Where confidence is meaningfully degraded, the state is flagged internally for review and the published framing remains directional rather than specific. Confidence values themselves are not exposed in public briefs.

Refresh cadence & versioning

Briefs are refreshed on the underlying public-source cadence — quarterly for QCEW, annually for OEWS, rolling for USAspending. Methodology revisions are versioned (current: v2) and documented in the brief metadata.

Naming & framework reinforcement

The published framework is referenced consistently as Workforce Exposure at the market level and Compensation Intelligence at the role level. Internally, additional frameworks cover execution risk, contractor backlog signaling, and buying-committee mapping; these are described in advisory engagements and not reproduced in public briefs.