← Cockpit
INF_044predictionEnergyUS-energy-demand-growth

US total energy consumption will rise by approximately 10% over the next decade — the largest sustained-growth period since mid-20th-century industrialization — driven by AI data centers, electrification of transport, and reindustrialization.

Predictor: Morgan Stanley

Prior probability
75.0%
Current probability
48.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2035-11-30
Edges in / out
3 / 0
Tickers exposed
0

Prediction text

US total energy consumption will rise by approximately 10% over the next decade — the largest sustained-growth period since mid-20th-century industrialization — driven by AI data centers, electrification of transport, and reindustrialization. | EIA 2027 AEO release

Key catalyst: EIA 2027 AEO release

Watch events: EIA AEO annual updates; PJM/ERCOT/CAISO load forecasts; FERC interconnection queue statistics

Resolution evidence

Status: in_progress

EIA 2026 Annual Energy Outlook projections align within ±2pp; PJM/ERCOT/CAISO 2025-2026 load-growth forecasts confirm acceleration.

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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

5 prob_history rows
0%25%50%75%100%prior 75%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.4%

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: 5 pending
  1. 2027-09-27pendingQ1 window check-in (25%)
  2. 2029-06-22pendingQ2 window check-in (50%)
  3. 2031-03-18pendingQ3 window check-in (75%)

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: 48%)

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
LBP2026-05-17T02:00:01Z48.4%-1.3pp
Network propagation: 49.7% → 48.4%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z49.7%-2.7pp
Network propagation: 52.4% → 49.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z52.4%-5.2pp
Network propagation: 57.6% → 52.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.6%-6.4pp
Network propagation: 64.0% → 57.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z64.0%-11.0pp
Network propagation: 75.0% → 64.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.750+0.021

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importEIA 2026 Annual Energy Outlook projections align within ±2pp; PJM/ERCOT/CAISO 2025-2026 load-growth forecasts confirm acceleration.

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.719manifoldWill data centers consume more than 10% of US electricity usage by EOY 2028?65%mentionspending2026-05-28
0.634manifoldWill May 2026 U.S. real personal consumption expenditures rise at least 0.3% month-over-month?24%mentionspending2026-06-06

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "+10%",
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "Byrd / Maheshwari lead Morgan Stanley energy-megatrends team. Directly validates Musk / Schmidt / Aschenbrenner gigawatt-constraint thesis. Couples with INF_010 (74 GW DC demand by 2028) and INF_012 (126 GW/yr AI DC power).",
  "to_year": 2035,
  "conv_cues": "specific % target; institutional research",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "2026-2035",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-09-27",
      "observed_date": null
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: 50GW dedicated AI/data center grid by Dec 2027",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "S_GRID_50GW_2027",
      "expected_date": "2027-12-31",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2029-06-22",
      "observed_date": null
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 100GW national-scale by Dec 2030",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "S_COMPUTE_100GW_2030",
      "expected_date": "2030-12-31",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2031-03-18",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "US total energy consumption will rise by approximately 10% over the next decade — the largest sustained-growth period since mid-20th-century",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "INF_044",
      "expected_date": "2032-12-11",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affiliation": "Morgan Stanley Research",
  "attribution": "CITED",
  "granularity": "YEAR_RANGE",
  "source_refs": "4, 14",
  "target_date": "2030-06-15T00:00:00",
  "display_date": "2032-12-11",
  "episode_date": "2026-04-21T00:00:00",
  "key_catalyst": "EIA 2027 AEO release",
  "parse_method": "YEAR_RANGE midpoint",
  "domain_bucket": "Energy",
  "episode_title": "The Paradigm Shift in Global Power: Nuclear, Solar, Battery & EV-Charging Predictions (2023-2026)",
  "flag_repeated": false,
  "in_5yr_window": true,
  "source_report": "Energy Predictions Research Plan.md (2026-04-21)",
  "appears_in_eps": "INF-RPT",
  "futurist_phase": "Phase 2 (2027-2028)",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 4,
  "report_evidence": "Anchor section: Macroeconomic and Geopolitical Imperatives of Power.",
  "active_end_month": "2035-12",
  "recent_statement": "Morgan Stanley 2026 Thematic Megatrends: US energy +10% decade-over-decade.",
  "watch_events_raw": "EIA AEO annual updates; PJM/ERCOT/CAISO load forecasts; FERC interconnection queue statistics",
  "months_from_today": 50,
  "probability_layer": "Higher (in-flight)",
  "active_start_month": "2026-01",
  "december_dispersal": {
    "reason": "december_dispersal: domain=Energy → 11/2035",
    "new_date": "2035-11-30",
    "old_date": "2035-12-31",
    "applied_at": "2026-04-30T16:28:34.304992+00:00"
  },
  "flag_nia_bracketed": false,
  "track_record_grade": "A-",
  "track_record_notes": "Morgan Stanley sell-side macro forecasts accurate within reasonable tolerance on most directional calls; specific % numbers tend to be directionally correct.",
  "contradicting_notes": "Efficiency gains in inference compute (Vera Rubin, MI400) and heat-pump adoptio