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
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
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
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
Major grid expansion (>50GW) within 5y of announce
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
Milestone chain
- 2027-01-15 → 2027-03-31pendingIEA Electricity 2027 report updates 2030 data-center forecast vs 945 TWh baselineHow: 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%
- 2026-06-01 → 2028-06-30pendingFERC or grid operator (PJM/ERCOT/MISO) approves >5 GW dedicated DC interconnection packageHow: 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%
- 2026-09-01 → 2028-12-31pendingChina State Council issues nationwide DC power-allocation cap or carbon-intensity ruleHow: PRC NDRC or State Council document tightening or releasing the 2021 Eastern-Data-Western-Compute power allocation rules in response to 175 TWh growth pathSource: Internal estimate; current Chinese policy targets ~395 TWh DC consumption in 2030conf 50%
- 2027-01-01 → 2028-12-31pendingUS data-center electricity consumption crosses 250 TWh annual run rateHow: 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%
- 2027-01-01 → 2029-12-31pendingCascade: 20% of planned DC projects publicly delayed citing transmission bottleneckHow: 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%
- 2030-02-17pendingQ1 window check-in (25%)
- 2030-04-06pendingQ2 window check-in (50%)
- 2030-05-24pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.700 | -0.007 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_COMPUTE_1GW_2027 | Compute: 1GW operational by Jun 2027 | compute_scale | — |
| correlate | S_GRID_50GW_2027 | 50GW dedicated AI/data center grid by Dec 2027 | energy_grid_expansion | — |
| correlate | S_COMPUTE_10GW_2028 | Compute: 10GW total by Dec 2028 | compute_scale | — |
| correlate | S_GRID_50GW_DELAYED | 50GW grid expansion delayed past 2031 | energy_grid_expansion | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | IEA 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)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.735 | manifold | Will data centers consume more than 10% of US electricity usage by EOY 2028? | 65% | mentions | pending | 2026-05-28 |
| 0.639 | manifold | Will MISO Indiana Hub 2027 day-ahead annual average exceed US$55/MWh? | 33% | mentions | pending | 2026-05-04 |
| 0.636 | manifold | How many clicks will The Global Counter have by end of May 2026 | — | mentions | pending | 2026-04-29 |
| 0.625 | manifold | Will Nord Pool 2027 system price annual average exceed €45/MWh? | 50% | mentions | pending | 2026-05-04 |
| 0.599 | manifold | Will the USD to IDR rate reach IDR 17,845 before 17th August 2026? | 69% | mentions | pending | 2026-05-12 |
| 0.585 | manifold | Will Indonesia's commissioned alumina refinery capacity exceed 15 Mt/yr on December 31, 2027? | 28% | mentions | pending | 2026-05-04 |
| 0.584 | manifold | Will Emirates Global Aluminium (EGA)'s primary aluminum production for calendar year 2027 exceed 2.8 million tonnes? | 29% | mentions | pending | 2026-05-04 |
| 0.578 | manifold | METR 80% time horizon exceeds 10h before September | 39% | mentions | pending | 2026-05-10 |
Raw metadata
{
"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)