← Cockpit
241_023predictionEnergyAI-timing

10% of US electricity will be used by data centers

Predictor: Eric Schmidt · ep#241 "Eric Schmidt on the Robotics Race, Singularity Timeline, and Energy Shortage" · source

Prior probability
60.0%
Current probability
49.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
11 / 5
Tickers exposed
36

Prediction text

10% of US electricity will be used by data centers | the current estimate of electricity use um in America is that electricity the 10% of the electricity in the United States will be used in the data centers

Verbatim quote

From episode "Eric Schmidt on the Robotics Race, Singularity Timeline, and Energy Shortage"
the current estimate of electricity use um in America is that electricity the 10% of the electricity in the United States will be used in the data centers

Predictor: Eric Schmidt

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0064
excellent
Hits / Misses
3 / 0
of 3 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Eric Schmidt 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

4 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.4%

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: 8 fired ✓ · 3 pending
  1. 2025-12-31hitData center share of US power: 4.4% (2023 baseline) → projected 12% by 2028
    How: EIA / DOE / LBL publishes US data center electricity share trajectory: 4.4% in 2023, ~12% by 2028
    Source: EIA Annual Energy Outlook 2026 + LBL data center energy reportconf 95%
    Notes: Schmidt's '10%' framing is consistent with the EIA mid-trajectory point — falls between 4.4% baseline and 12% terminal.
  2. 2026-01-13hitEIA forecasts strongest 4-year US electricity demand growth since 2000, fueled by data centers
    How: EIA Short-Term Energy Outlook publishes formal forecast of strongest 4-year electricity demand growth since 2000, with data centers as primary driver
    Source: https://www.eia.gov/pressroom/releases/press582.phpconf 99%
  3. 2026-04-08hitEIA AEO 2026 confirms data centers as dominant driver of long-term US electricity growth
    How: EIA Annual Energy Outlook 2026 (published April 8 2026) explicitly identifies data centers as dominant load growth driver through 2050
    Source: https://www.eia.gov/pressroom/releases/press587.phpconf 99%
  4. 2026-12-01 → 2027-12-31pendingUS data center power consumption surpasses 200 TWh in calendar year
    How: EIA / DOE / LBL annual data center electricity report shows >200 TWh annual consumption (≈5% of US generation)
    Source: https://www.datacenterdynamics.com/en/news/eia-projects-record-us-data-center-power-use-amid-ai-and-crypto-boom/conf 85%
  5. 2027-06-01 → 2028-12-31pendingUS data center electricity share crosses 10% threshold (Schmidt's exact target)
    How: EIA / DOE annual report shows data center share of US generation ≥10% in any calendar year
    Source: EIA AEO updates, LBL Berkeley Lab annual data center reportsconf 70%
    Notes: Cascade — direct resolution of Schmidt's prediction. EIA mid-trajectory consistent with 2027-2028 crossing.
  6. 2036-09-06pendingMoon base will exist in 10 years

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: 49%)

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
LBP2026-05-10T02:00:02Z49.4%-1.2pp
Network propagation: 50.6% → 49.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.6%-2.0pp
Network propagation: 52.6% → 50.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.6%-3.0pp
Network propagation: 55.6% → 52.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.6%-4.4pp
Network propagation: 60.0% → 55.6%
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%0.0500.600-0.087
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.051
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6000.050-0.044
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.6000.050-0.041
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6000.050-0.036

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.014
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.006
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050+0.005
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.002
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.000

Ticker exposure

36 ticker(s) linked

Beneficiaries (23)

APLDNVDAARMBBAITSMCEVAAISOUNCRWVSITMGTLBGOOGLMETAMRVLMSFTORCLIBMAMZNAVGOBABAAMDSFTBYQCOM

Adverse (6)

ACNCHGGCTSHIBMINFYWNS

Prerequisites (11)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.804manifoldWill data centers consume more than 10% of US electricity usage by EOY 2028?65%mentionspending2026-05-28
0.533edgar_8kPLUG POWER INC (PLUG) (CIK 0001093691)mentionspending2026-05-11
0.533edgar_8kPLUG POWER INC (PLUG) (CIK 0001093691)mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "10% of US electricity",
  "url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "10% of the electricity in the United States will be used in the data centers",
  "to_year": 2030,
  "verbatim": "the current estimate of electricity use um in America is that electricity the 10% of the electricity in the United States will be used in the data centers",
  "conv_cues": "current estimate",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Data center share of US power: 4.4% (2023 baseline) → projected 12% by 2028",
      "notes": "Schmidt's '10%' framing is consistent with the EIA mid-trajectory point — falls between 4.4% baseline and 12% terminal.",
      "source": "EIA Annual Energy Outlook 2026 + LBL data center energy report",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.eia.gov/outlooks/aeo/",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "EIA / DOE / LBL publishes US data center electricity share trajectory: 4.4% in 2023, ~12% by 2028"
    },
    {
      "kind": "llm_pre_event",
      "label": "EIA forecasts strongest 4-year US electricity demand growth since 2000, fueled by data centers",
      "source": "https://www.eia.gov/pressroom/releases/press582.php",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.eia.gov/pressroom/releases/press582.php",
      "expected_date": "2026-01-13",
      "observed_date": "2026-01-13",
      "research_origin": "deep_research",
      "measurement_criterion": "EIA Short-Term Energy Outlook publishes formal forecast of strongest 4-year electricity demand growth since 2000, with data centers as primary driver"
    },
    {
      "kind": "llm_pre_event",
      "label": "EIA AEO 2026 confirms data centers as dominant driver of long-term US electricity growth",
      "source": "https://www.eia.gov/pressroom/releases/press587.php",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.eia.gov/pressroom/releases/press587.php",
      "expected_date": "2026-04-08",
      "observed_date": "2026-04-08",
      "research_origin": "deep_research",
      "measurement_criterion": "EIA Annual Energy Outlook 2026 (published April 8 2026) explicitly identifies data centers as dominant load growth driver through 2050"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "238_009",
      "ex
... (truncated)