← Cockpit
INF_048predictionEnergyglobal-DC-energy-demand

Global data-center energy demand will reach approximately 945 Terawatt-hours by 2030 — a roughly 175% increase from 2023 levels — requiring complete grid overhauls in major markets.

Predictor: IEA

Prior probability
70.0%
Current probability
47.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2030-01-01 – 2030-11-30
Edges in / out
5 / 0
Tickers exposed
29

Prediction text

Global data-center energy demand will reach approximately 945 Terawatt-hours by 2030 — a roughly 175% increase from 2023 levels — requiring complete grid overhauls in major markets. | IEA 2027 Electricity Report

Key catalyst: IEA 2027 Electricity Report

Watch events: IEA annual electricity report; hyperscaler capex guidance

Resolution evidence

Status: in_progress

IEA 2024 Electricity Report projected DC demand doubling by 2030; 2025-2026 actual trajectory is consistent with the higher end of IEA scenarios.

Predictor: IEA

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from IEA 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 0.686

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

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 47.9% → blend 47.9% 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 = 47.9%

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: 10 pending
  1. 2027-01-15 → 2027-03-31pendingIEA Electricity 2027 report updates 2030 data-center forecast vs 945 TWh baseline
    How: IEA Electricity 2027 (annual report) publishes revised 2030 DC TWh forecast; tracking band is 800-1100 TWh (substantial revision either way is leading signal)
    Source: https://iea.blob.core.windows.net/assets/de9dea13-b07d-42c5-a398-d1b3ae17d866/EnergyandAI.pdfconf 85%
  2. 2026-06-01 → 2028-06-30pendingFERC or grid operator (PJM/ERCOT/MISO) approves >5 GW dedicated DC interconnection package
    How: Single FERC order or RTO/ISO interconnection-queue update approving a coordinated >5 GW data-center load addition (Stargate Abilene-class scale)
    Source: Internal estimate aligned with Stargate program disclosuresconf 65%
  3. 2026-09-01 → 2028-12-31pendingChina State Council issues nationwide DC power-allocation cap or carbon-intensity rule
    How: PRC NDRC or State Council document tightening or releasing the 2021 Eastern-Data-Western-Compute power allocation rules in response to 175 TWh growth path
    Source: Internal estimate; current Chinese policy targets ~395 TWh DC consumption in 2030conf 50%
  4. 2027-01-01 → 2028-12-31pendingUS data-center electricity consumption crosses 250 TWh annual run rate
    How: EIA Form-861 or LBNL data-center report shows US DC consumption >250 TWh on a trailing-12-month basis (vs ~176 TWh in 2024)
    Source: https://www.spglobal.com/energy/en/news-research/latest-news/electric-power/041025-global-data-center-power-demand-to-double-by-2030-on-ai-surge-ieaconf 70%
  5. 2027-01-01 → 2029-12-31pendingCascade: 20% of planned DC projects publicly delayed citing transmission bottleneck
    How: S&P Global / Synergy Research / DCD report attributes >=20% of pipeline DC delays to transmission/grid availability (matching IEA risk warning)
    Source: https://www.iea.org/reports/energy-and-ai/energy-demand-from-aiconf 60%
  6. 2030-02-17pendingQ1 window check-in (25%)
  7. 2030-04-06pendingQ2 window check-in (50%)
  8. 2030-05-24pendingQ3 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
LBP2026-05-10T02:00:02Z47.9%-1.3pp
Network propagation: 49.3% → 47.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.3%-2.7pp
Network propagation: 51.9% → 49.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.9%-4.4pp
Network propagation: 56.3% → 51.9%
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%+4.4pp
reference_class_assigned bayesian_v2 inside=0.700 blend=0.563 w_in=0.30 energy_grid_rebuild_5y
LBP2026-04-30T02:18:57Z51.9%-4.4pp
Network propagation: 56.3% → 51.9%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.700-0.007

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (23)

FLNCFSLRNBISARGANWULFIRENCRWVVRTSITMEQIXAPLDAAPLAMTAMZNETNGOOGLHUBBIRMMETAMSFTORCLSFTBYSTX

Prerequisites (5)

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_GRID_50GW_DELAYED50GW grid expansion delayed past 2031energy_grid_expansion
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_importIEA 2024 Electricity Report projected DC demand doubling by 2030; 2025-2026 actual trajectory is consistent with the higher end of IEA scenarios.

Linked documents (8)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "945 TWh",
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "IEA projection synthesized in Sightline nuclear analysis. Couples with INF_012 (Morgan Stanley +126 GW/yr) and INF_010 (74 GW US DC demand by 2028). Provides global-scope complement to US-centric predictions.",
  "to_year": 2030,
  "conv_cues": "IEA institutional framing; specific TWh figure",
  "direction": "NUMERIC_TARGET",
  "from_year": 2030,
  "timeframe": "by 2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "IEA Electricity 2027 report updates 2030 data-center forecast vs 945 TWh baseline",
      "source": "https://iea.blob.core.windows.net/assets/de9dea13-b07d-42c5-a398-d1b3ae17d866/EnergyandAI.pdf",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2027-02-21",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-03-31",
        "from": "2027-01-15"
      },
      "measurement_criterion": "IEA Electricity 2027 (annual report) publishes revised 2030 DC TWh forecast; tracking band is 800-1100 TWh (substantial revision either way is leading signal)"
    },
    {
      "kind": "llm_pre_event",
      "label": "FERC or grid operator (PJM/ERCOT/MISO) approves >5 GW dedicated DC interconnection package",
      "source": "Internal estimate aligned with Stargate program disclosures",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2027-06-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Single FERC order or RTO/ISO interconnection-queue update approving a coordinated >5 GW data-center load addition (Stargate Abilene-class scale)"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 1GW operational by Jun 2027",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "S_COMPUTE_1GW_2027",
      "expected_date": "2027-06-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "China State Council issues nationwide DC power-allocation cap or carbon-intensity rule",
      "source": "Internal estimate; current Chinese policy targets ~395 TWh DC consumption in 2030",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-11-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "PRC NDRC or State Council document tightening or releasing the 2021 Eastern-Data-Western-Compute power allocation rules in response to 175 TWh growth path"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: 50GW dedicated AI/data center grid by Dec 2027",
      "status": "pending",
      "weight": 0.7,
      "ordinal": -6,
      "source_id": "S_GRID_50GW_2027",
      "expected_date": "2027-12-31",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "US data-center electricity consumption crosses 250 TWh annual run rate",
      "source": "https://www.spglobal.com/energy/en/news-research/latest-news/electric-power/041025-global-data-center-power-demand-to-double-by-2030-on-ai-surge-iea",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2028-01-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "EIA Form-861 or LBNL data-center report shows US DC consumption >250 TWh on a trailing-12-month basis (vs ~
... (truncated)