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Globe/United States/Oklahoma

Oklahoma

OK · Oklahoma City · 4.1M people

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Future Path

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Counties with Full Profiles

Payne County

82KAI > AGI >…: 30

Disruption profile

Oklahoma vs national average across the 9 disruption dimensions.

High — Active disruption underway in agriculture

High — Active disruption underway in all sectors — especially finance

High — Building pressure in defense contracting

Moderate — Moderate exposure across higher education

Low — Moderate exposure across media

Low — Limited disruption signal

Minimal — Limited disruption signal

Minimal — Limited disruption signal

Minimal — Limited disruption signal

Oklahoma vs US National Average

Oklahoma exceeds state average on 2/9 dimensions. Highest divergence: Quantum Readiness (-77)

Click a dimension label to explore

Oklahoma US National
Disruption Digest

Oklahoma faces concentrated disruption across 3 dimensions, centered on ecological stress (72/100). Economic disruption (71/100) and ecological stress form the dual pressure points to watch.

Stakes for Oklahoma

Aggregate across 1 profiled county

Probable cone · 1.00x

Across 42K jobs in the covered counties, weighted AI exposure is 30/100. Aggregating recommendations from 9 county-level actions, here is what the model projects through 2031 (default 5-year horizon — scrub the timeline to extend).

Aggregated across counties we’ve profiled. Coverage will expand as more counties are added. Tap a tile above to see which counties contribute to that figure.

Locus of Control — Oklahoma Aggregate

Of 9 recommended actions across 1 profiled county, 8sit within counties’ direct control. Tap any sphere below to drill into the contributing actions and counties.

County-controllable levers add up to +40 STEEPE pts of potential improvement, the largest sphere of leverage available without state or federal coordination.

Top Employers — Oklahoma

The 10 largest employers shaping the local labor market. Tap any row for the public-data profile and AI-exposure assessment.

Supporting detail

Open any section to dig into the underlying data.

Live economic indicators

Federal Reserve and BLS state series

AI industry exposure

Gauge of vulnerability and major AI employers

Low Exposure35/100

Relatively insulated from near-term AI disruption. Manual and service industries dominate, though long-term exposure will grow.

Most Vulnerable

energy extraction

agriculture

Most Benefiting

aerospace/defense

weather tech

Cross-signal alerts

When multiple risk signals converge on this state

Convergence Alerts

highClimate-Economic Nexusstrength 93%
Ecological 72/55Economic 71/50

Ecological stress amplifies economic disruption through insurance costs, infrastructure damage, supply chain disruptions, and forced migration patterns.

Precedent: Hurricane Katrina (2005), Texas winter storm (2021): climate events created multi-year economic disruption in affected regions.

Oklahoma: 2 dimensions converging above thresholds simultaneously.

AI sentiment + SWOT

Strengths, weaknesses, opportunities, threats

AI Impact Analysis

Click Generate to analyze anti-AI sentiment and create a SWOT analysis for Oklahoma using xAI Grok.

Key traits

State characteristics shaping the disruption response

Oil and Natural Gas Economy (top 5 US producer)Tornado Alley Epicenter (Moore, El Reno supercells)Largest Native American Population by Tribal Land AreaTinker AFB / FAA Mike Monroney Center (aerospace/defense)

Analysis

Long-form briefing for this state

Oklahoma's economy is anchored by oil and natural gas extraction, making it one of the most energy-dependent states in the US. The state consistently ranks in the top five for both crude oil and natural gas production, and the energy sector drives a significant share of employment, tax revenue, and GDP. This concentration creates high economic disruption risk: Oklahoma experienced severe fiscal crises during the 2014-2016 and 2020 oil price collapses, with budget shortfalls forcing cuts to education and infrastructure that still echo in the state's below-average education spending per pupil.

Ecological stress is among the highest in the nation. Oklahoma sits at the epicenter of Tornado Alley, with the Oklahoma City metro area experiencing some of the most destructive tornadoes in recorded history (Moore 1999, Moore 2013, El Reno 2013). The state also faces increasing earthquake frequency linked to wastewater injection from oil and gas operations, a phenomenon that made Oklahoma briefly the most seismically active state in the continental US. Drought, extreme heat, and ice storms compound the severe weather profile.

Technology adoption is low across most dimensions. Oklahoma lacks major AI research hubs, and venture capital activity is minimal compared to coastal states. The state's aerospace and defense sector (Tinker Air Force Base, the FAA's Mike Monroney Aeronautical Center) provides some technical workforce depth, but this does not translate into commercial AI or quantum computing capacity. Oklahoma has the largest Native American population by tribal land area in the US, with 39 federally recognized tribes, creating a unique governance and sovereignty landscape. Political risk is moderate, reflecting conservative fiscal policy that keeps taxes low but underinvests in the education and infrastructure systems needed for economic diversification beyond fossil fuels.

Sources

Government, academic, and live data feeds

FRED Oklahoma GDP (OKNQGSP)BLS Oklahoma Employment SummaryEIA Oklahoma State Energy Profile

Population: 4.12M (Census Jul 2025). GDP: $266B (BEA Q3 2025). Oklahoma ranks top 5 in both crude oil and natural gas production. The state has 39 federally recognized tribal nations.

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Disruption scores range 0-100. Higher = more disruption potential. Data sources: FRED, BLS, Census, EIA.