← Cockpit
INF_010predictionEnergyUS-power-shortfall

US data-center demand will reach 74 GW by 2028 against a projected ~49 GW power-access shortfall — structural gap driven by retiring coal/gas, aging grid, and ~7-year interconnection queues.

Predictor: Morgan Stanley

Prior probability
70.0%
Current probability
55.6%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
pending
Window
2028-01-01 – 2028-11-30
Edges in / out
6 / 0
Tickers exposed
33

Prediction text

US data-center demand will reach 74 GW by 2028 against a projected ~49 GW power-access shortfall — structural gap driven by retiring coal/gas, aging grid, and ~7-year interconnection queues. | 2026-27 interconnection approvals; firm-power contract announcements

Key catalyst: 2026-27 interconnection approvals; firm-power contract announcements

Watch events: PJM capacity auction results; nuclear restart timelines (Three Mile Island, Palisades); interconnection queue metrics

Resolution evidence

Status: pending

Confirmed via morganstanley.com 'Powering AI' (Feb 27 2026) and PJM capacity-market warnings; FT 'AI Power Crunch' visualization consistent.

Predictor: Morgan Stanley

κ + Brier as of 2026-05-22
κ (discount)
0.633
Brier
0.0442
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Morgan Stanley is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).

Reference class: energy_grid_rebuild_5y

Linked via embedding similarity 0.673

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 55.6% → blend 55.6% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 70%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 55.6%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 2 fired ✓ · 8 pending
  1. 2025-08-13hitMorgan Stanley Research formally publishes 49 GW power-shortfall forecast for 2028
    How: Morgan Stanley publishes research note quantifying about 20 percent 49 GW out of 74 GW US data-center power shortfall through 2028
    Source: Morgan Stanley - Powering AI: Markets Race to Invest in AI Energy Solutionsconf 99%
    Notes: HIT - direct anchor; Morgan Stanley Stephen Byrd publicly confirmed the forecast on YouTube and via investor notes.
  2. 2026-04-01hitHyperscalers commit 1T USD or larger cumulative AI infrastructure capex 2025-2026
    How: MSFT/META/GOOGL/AMZN cumulative reported AI infrastructure capex 2025+2026 1T USD or larger
    Source: Morgan Stanley capex tracking / Goldman Sachs 500B USD plus 2026 estimateconf 85%
  3. 2026-04-01 → 2027-12-31pending10 GW or more behind-the-meter natural gas turbine deals announced for data centers
    How: Cumulative announced behind-the-meter natural gas / fuel cell deals reach 10 GW or more for AI data centers
    Source: Morgan Stanley energy / Bloom Energy fuel cell / nuclear data center deal trackerconf 75%
    Notes: MS sees natural gas turbines adding 15-20 GW supply fuel cells 5-8 GW nuclear 5-15 GW.
  4. 2026-06-01 → 2027-12-31pendingFERC / NERC publicly flags grid reliability risk in PJM/ERCOT/MISO from data center loads
    How: Regulator FERC NERC or RTO publishes formal reliability advisory citing data-center load as material grid risk in 2027-2028 window
    Source: FERC / NERC reliability assessmentsconf 70%
  5. 2028-03-11pendingQ1 window check-in (25%)
  6. 2028-05-21pendingQ2 window check-in (50%)
  7. 2028-07-31pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2029-12-31pendingFirst documented data-center AI capacity curtailment due to grid power shortfall
    How: Top-10 hyperscaler publicly discloses delayed/curtailed AI training run or commissioning specifically due to grid power-access shortfall
    Source: Hyperscaler 10-K / 10-Q filings FERC interconnection queue reportsconf 55%
    Notes: Cascade - Morgan Stanley 49 GW shortfall implies actual curtailment events somewhere in 2027-28.

No downstream cascades — this prediction is a leaf in the dependency graph.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 56%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-10T02:00:02Z55.6%-1.2pp
Network propagation: 56.8% → 55.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z56.8%-2.3pp
Network propagation: 59.0% → 56.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z59.0%+2.7pp
Network propagation: 56.3% → 59.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z56.3%-2.7pp
reference_class_assigned bayesian_v2 inside=0.700 blend=0.563 w_in=0.30 energy_grid_rebuild_5y
LBP2026-04-30T02:18:57Z59.0%+2.7pp
Network propagation: 56.3% → 59.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z56.3%-13.7pp
reference_class_assigned bayesian_v2 inside=0.700 blend=0.563 w_in=0.30 energy_grid_rebuild_5y

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.700+0.079
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.700+0.047

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

APLDEQIXWULFFLNCFSLRIRENSITMNBISARGANCRWVVRTORCLSTXAAPLAMTAMZNETNGOOGLHUBBMETAMSFTSFTBYIRM

Adverse (3)

ARCHBTUCEIX

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2028-12-31[Energy/Regulation 2028-12] [INF_010] PJM capacity auction results; nuclear restart timelines (Three Mile Island, Palisades); interconnect [INF_012] IEA annual electricity outlook; FERC ISO load-growth filings; transformer supply chain rpending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.717manifoldWill data centers consume more than 10% of US electricity usage by EOY 2028?65%mentionspending2026-05-28
0.672manifoldWill MISO Indiana Hub 2027 day-ahead annual average exceed US$55/MWh?33%mentionspending2026-05-04
0.649manifoldWill MISO Indiana Hub 2028 day-ahead annual average exceed US$60/MWh?29%mentionspending2026-05-04
0.630manifoldWill Nord Pool 2027 system price annual average exceed €45/MWh?50%mentionspending2026-05-04
0.622manifoldWill Nord Pool 2028 system price annual average exceed €45/MWh?52%mentionspending2026-05-04
0.621manifoldWill WA SWIS 2027 annual average wholesale price exceed A$135/MWh?25%mentionspending2026-05-04
0.618manifoldWill WA SWIS 2028 annual average wholesale price exceed A$150/MWh?28%mentionspending2026-05-04
0.599manifoldIn which months will there be a day the US gas average is at $4 or below?mentionspending2026-05-06
0.582polymarketStrait of Hormuz traffic returns to normal by end of June?14%mentionspending2026-04-13
0.564edgar_8kPalo Alto Networks Inc (PANW) (CIK 0001327567)mentionspending2026-06-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "74 GW demand / 49 GW shortfall",
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "Morgan Stanley Research 'Powering AI' outlook (Feb 2026): single-site DC footprint scaling to 1-4 GW, natural gas, nuclear, off-grid solutions racing to close the deficit.",
  "to_year": 2028,
  "conv_cues": "sell-side specific GW quantification",
  "direction": "NUMERIC_TARGET",
  "from_year": 2028,
  "timeframe": "by 2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Morgan Stanley Research formally publishes 49 GW power-shortfall forecast for 2028",
      "notes": "HIT - direct anchor; Morgan Stanley Stephen Byrd publicly confirmed the forecast on YouTube and via investor notes.",
      "source": "Morgan Stanley - Powering AI: Markets Race to Invest in AI Energy Solutions",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.investing.com/news/stock-market-news/morgan-stanley-sees-up-to-20-shortage-of-us-power-for-data-centers-through-2028-4351251",
      "expected_date": "2025-12-15",
      "observed_date": "2025-08-13",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2025-08-01"
      },
      "measurement_criterion": "Morgan Stanley publishes research note quantifying about 20 percent 49 GW out of 74 GW US data-center power shortfall through 2028"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscalers commit 1T USD or larger cumulative AI infrastructure capex 2025-2026",
      "source": "Morgan Stanley capex tracking / Goldman Sachs 500B USD plus 2026 estimate",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.goldmansachs.com/insights/articles/why-ai-companies-may-invest-more-than-500-billion-in-2026",
      "expected_date": "2026-06-16",
      "observed_date": "2026-04-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2025-12-01"
      },
      "measurement_criterion": "MSFT/META/GOOGL/AMZN cumulative reported AI infrastructure capex 2025+2026 1T USD or larger"
    },
    {
      "kind": "llm_pre_event",
      "label": "10 GW or more behind-the-meter natural gas turbine deals announced for data centers",
      "notes": "MS sees natural gas turbines adding 15-20 GW supply fuel cells 5-8 GW nuclear 5-15 GW.",
      "source": "Morgan Stanley energy / Bloom Energy fuel cell / nuclear data center deal tracker",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://www.morganstanley.com/insights/articles/powering-ai-energy-market-outlook-2026",
      "expected_date": "2027-02-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Cumulative announced behind-the-meter natural gas / fuel cell deals reach 10 GW or more for AI data centers"
    },
    {
      "kind": "llm_pre_event",
      "label": "FERC / NERC publicly flags grid reliability risk in PJM/ERCOT/MISO from data center loads",
      "source": "FERC / NERC reliability assessments",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Regulator FERC NERC or RTO publishes formal reliability advisory citing data-center load as material grid risk in 2027-2028 window"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 1GW operational by Jun
... (truncated)