AI Disruption
This section asks a narrower question: is AI showing up in the U.S. macro data yet?
It does not measure AI adoption directly. Instead, it follows a clear set of FRED-based proxy indicators: AI-related capital buildout, weakening in white-collar labor markets, productivity gains that are not translating into payroll growth, household capacity to absorb strain, and signs of credit-market stress.
The purpose is to track when these indicators begin to move together in a way that matters economically. The issue is not just whether AI investment is rising, but whether it is coinciding with labor-market displacement and broader macro pressure that could affect growth, consumer spending, and financial conditions.
Score Tree
This view shows how the headline AI disruption score breaks into the two parent composites and then into the five underlying study buckets.
Top Drivers
| Driver | Source Study | Score | Composite Impact |
|---|---|---|---|
| Professional and business services hires | Replacement Pressure Index | 74.34 | 44.61 |
| Private fixed investment in intellectual property products | Replacement Pressure Index | 72.28 | 43.37 |
| Information processing equipment momentum | Replacement Pressure Index | 68.63 | 41.18 |
| Initial unemployment claims | Replacement Pressure Index | 57.14 | 34.29 |
| Continuing unemployment claims | Replacement Pressure Index | 54.59 | 32.75 |
This dashboard is an AI-sensitive proxy monitor. It tracks whether AI-enabling buildout, labor softness, household strain, and credit fragility are lining up in a macro-relevant way.
Study State Matrix
This denser panel keeps every AI study on one 0-100 scale and shows the internal component mix driving each score.
Study Index
AI Buildout
Indicator Study | Emerging | As of 2026-03-06 | Freshness 60d
AI Buildout is 'emerging' with a composite score of 44.6. The hottest components are Software and compute capex 59.6, Power buildout 36.1.
Credit Fragility
Indicator Study | Emerging | As of 2026-05-01 | Freshness 2d
Credit Fragility is 'emerging' with a composite score of 37.5. The hottest components are Financing tightness 41.0, Consumer credit strain 36.3.
Household Absorption
Indicator Study | Active | As of 2026-03-06 | Freshness 60d
Household Absorption is 'active' with a composite score of 65.0. The hottest components are Debt-service pressure 71.1, Income strain 64.7.
Productivity-Payroll Gap
Indicator Study | Active | As of 2025-10-03 | Freshness 211d
Productivity-Payroll Gap is 'active' with a composite score of 52.9. The hottest components are Productivity acceleration 57.0, Hours-output decoupling 52.3.
White-Collar Labor
Indicator Study | Active | As of 2026-04-24 | Freshness 12d
White-Collar Labor is 'active' with a composite score of 54.6. The hottest components are Hiring deterioration 60.5, Claims spillover 55.9.
Absorption Fragility Index
Composite Study | Emerging | As of 2026-05-01 | Freshness 60d
Absorption Fragility Index is 'emerging' with a score of 37.5. Child studies are contributing as follows: Household Absorption 65.0, Credit Fragility 37.5.
Replacement Pressure Index
Composite Study | Active | As of 2026-04-24 | Freshness 211d
Replacement Pressure Index is 'active' with a score of 54.6. Child studies are contributing as follows: AI Buildout 44.6, White-Collar Labor 54.6, Productivity-Payroll Gap 52.9.
AI Disruption Composite
Composite Study | Emerging | As of 2026-05-01 | Freshness 211d
AI disruption is 'emerging' on the dashboard this week. Replacement pressure scores 54.6, fragility scores 37.5, and the blended composite is 37.5.
Coverage: United States only. Mixed-frequency FRED data is aligned to a weekly Friday panel and freshness is shown explicitly.