CognitiveAristocracy
Detail
Overview / Regions / Dallas

Dallas

US Power #27/162Per-capita #34National view: United States →
Metro Power
61.0
of 100 · #27
MPI
61.0
MCC
55.1
MDI
52.8

Pillar profile

Talent46.5
Capital46.9
Research48.4
Infrastructure80.7
Agentic52.8

Indicators

  • Population (m)7.9
  • GDP ($bn)640
  • GDP per capita ($k)80.6
  • AI investment ($bn)9
  • Tech employment %12
  • AI talent60
  • Research strength74
  • Notable AI orgs18
  • Compute / data centers80
  • Broadband %93
  • Tertiary degree %38
  • Digital skills79
  • Startup ecosystem62
  • Agent adoption58
  • Patents / 100k85

Nearest peers

Metro report · generated from Dallas's indicators

Dallas — metro standing in full

Dallas is the #13 metro by economic size ($640bn) in the panel and ranks #27/162 on absolute Metro Power and #34/162 on per-capita intensity. Its strongest pillar is Infrastructure (80.7, Leading); no single pillar is a binding weakness. Locally it runs below the United States national average (MCC 55.1 vs CC 86.7).

National context: United States scores CC 86.7 per-capita; Dallas sits at MCC 55.1.

Economic & scale context ● US Census ACS-1 2022 (population); GDP curated

GDP (metro)
$640bn
#13 of 162
GDP / capita
$81k
Population
7.9M
AI investment
$9.0bn
#20 of 162
Notable AI orgs
18

Index & pillar read

For each metro index and pillar: what it means when high (the value) versus low (the gap), and Dallas's own standing.

Index / pillarValueStandingWhat a high vs low value means — and where Dallas sits
MPI Metro Power61.0Strong · #27/162High here — a heavyweight hub where capital, talent and AI organizations concentrate — it can anchor an entire national AI ecosystem.
▲ high: a heavyweight hub where capital, talent and AI organizations concentrate — it can anchor an entire national AI ecosystem  ·  ▼ low: limited absolute weight — a smaller node that leans on capacity built in larger hubs
MCC Metro Coefficient55.1Strong · #34/162High here — deep capability per resident — a concentrated, high-intensity ecosystem.
▲ high: deep capability per resident — a concentrated, high-intensity ecosystem  ·  ▼ low: thin intensity per resident — capability is sparse relative to the population
MDI Metro Agentic52.8Strong · #30/162High here — agents are widely deployed locally — a near-term productivity multiplier.
▲ high: agents are widely deployed locally — a near-term productivity multiplier  ·  ▼ low: agentic deployment is shallow — the local agent lever is under-used
Talent Talent46.5Moderate · #64/162Mid-pack. High would mean a deep talent pool — the scarcest input to building AI; low would mean a shallow talent base that constrains how much can be built locally.
▲ high: a deep talent pool — the scarcest input to building AI  ·  ▼ low: a shallow talent base that constrains how much can be built locally
Capital Capital46.9Strong · #26/162High here — abundant capital flowing into building cognitive infrastructure.
▲ high: abundant capital flowing into building cognitive infrastructure  ·  ▼ low: thin investment — good ideas struggle to scale locally
Research Research48.4Moderate · #51/162Mid-pack. High would mean a strong research base feeding a pipeline of ideas and people; low would mean a weak research base — fewer home-grown breakthroughs and spinouts.
▲ high: a strong research base feeding a pipeline of ideas and people  ·  ▼ low: a weak research base — fewer home-grown breakthroughs and spinouts
Infrastructure Infrastructure80.7Leading · #13/162High here — the physical and digital rails to run AI at scale are in place.
▲ high: the physical and digital rails to run AI at scale are in place  ·  ▼ low: infrastructure gaps cap how much AI can actually be run locally
Agentic Agentic52.8Strong · #30/162High here — agents are actively deployed — an early-mover productivity edge.
▲ high: agents are actively deployed — an early-mover productivity edge  ·  ▼ low: little agentic deployment — the near-term lever is unused

Strengths to build on

  • Infrastructure (80.7, Leading) — the physical and digital rails to run AI at scale are in place.
  • Capital (46.9, Strong) — abundant capital flowing into building cognitive infrastructure.
  • Agentic (52.8, Strong) — agents are actively deployed — an early-mover productivity edge.

Risk factors

  • No acute structural gaps stand out across the metro pillars.
Metro values are curated estimates (v1) on a consistent global scale — not yet measured sub-national data.