AI has transitioned from a thematic technology disruption to a primary macroeconomic variable influencing global GDP, credit markets, and industrial expansion.

AI has transitioned from a thematic technology disruption to a primary macroeconomic variable influencing global GDP, credit markets, and industrial expansion. | Academic macro-model treatment of AI capex

Key catalyst: Academic macro-model treatment of AI capex

Watch events: AI contribution to GDP growth; sell-side macro-model inclusion of AI capex; BEA/BLS AI-sector breakouts.

AI-infrastructure capex already rivals fixed investment categories of large economies; already visible in Fed Beige Book and BEA GDP data.

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

Adverse (6)

{
  "nia": false,
  "mode": "THESIS",
  "role": "Cited-Firm",
  "context": "Classification shift is itself the prediction — institutional investors must model AI as a macro factor alongside rates, commodities, FX.",
  "to_year": 2030,
  "cited_by": "Synthesis report",
  "conv_cues": "framework shift; major bank thesis",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026+",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Morgan Stanley research formally classifies AI as macro variable in 2026 outlook",
      "notes": "HIT — direct quote: 'AI is no longer a tech story — it is a macro variable influencing GDP, earnings, credit markets and geopolitics at industrial scale.'",
      "source": "Morgan Stanley: AI Market Trends Institute 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.morganstanley.com/insights/articles/ai-market-trends-institute-2026",
      "expected_date": "2026-01-15",
      "observed_date": "2026-01-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Morgan Stanley publishes research or institute note explicitly framing AI as a macro factor influencing GDP/credit/earnings, not just a sector theme"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-03-02",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-05-01",
      "observed_date": null,
      "miss_emitted_at": "2026-05-09T22:14:10.596691+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-06-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "AI capex contributes >=20% of total US GDP growth",
      "notes": "HIT — Morgan Stanley confirms ~25% of US GDP growth from AI-related spend in 2025, ~0.4ppt in 2026/2027 (~20% of total).",
      "source": "Morgan Stanley AI Market Trends Institute 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.morganstanley.com/insights/articles/ai-market-trends-institute-2026",
      "expected_date": "2026-06-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Morgan Stanley or BEA analysis confirms AI-related hardware/software/datacenter spending contributes >=0.4ppt to 2026 US GDP growth"
    },
    {
      "kind": "llm_pre_event",
      "label": "Global data-center buildout commitments cross $2.9T cumulative through 2028",
      "source": "Morgan Stanley AI Market Trends Institute 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://www.morganstanley.com/insights/articles/ai-market-trends-institute-2026",
      "expected_date": "2026-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-01-01"
      },
      "measurement_criterion": "Aggregate disclosed/announced global data center construction cost (2024-2028 cumulative) reaches Morgan Stanley's $2.9T projection"
    },
    {
      "kind": "llm_pre_event",
      "label": "Investment-grade credit spreads widen on 
... (truncated)