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240_034predictionEnergyAI-timing

Morgan Stanley forecasts 13-40GW data center power shortfall through 2028

Predictor: Morgan Stanley · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
55.0%
Current probability
46.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
D
Resolution
pending
Window
2026-01-01 – 2026-11-30
Edges in / out
12 / 5
Tickers exposed
36

Prediction text

Morgan Stanley forecasts 13-40GW data center power shortfall through 2028 | Morgan Stanley uh in a report recently announced there's a power short a shortfall of for 20% of the data centers. Now, the minimum they had was 13 gawatt. They also said it could be as much of a shortfall of 404 gawatt through 2028.

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
Morgan Stanley uh in a report recently announced there's a power short a shortfall of for 20% of the data centers. Now, the minimum they had was 13 gawatt. They also said it could be as much of a shortfall of 404 gawatt through 2028.

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

3 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.5%

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: 6 fired ✓ · 1 pending
  1. 2026-03-01hitMorgan Stanley publishes 13-44GW shortfall forecast
    How: Morgan Stanley research publishes US data center power shortfall through 2028 with low end ~13GW (with all Time-to-Power solutions) and high end ~44GW (without)
    Source: https://finance.yahoo.com/news/morgan-stanley-sees-20-shortage-135922617.htmlconf 99%
    Notes: HIT — Morgan Stanley confirmed 13GW (with mitigations) to 44GW (without) range; 20% shortfall figure aligns.
  2. 2026-04-01hitMorgan Stanley AI Power Supply Summit highlights off-grid trend
    How: Morgan Stanley hosts/publishes AI Power Supply Summit findings: increased off-grid preference + energy storage as standard config
    Source: https://longbridge.com/en/news/268690432conf 95%
  3. 2026-04-01 → 2026-09-30pendingMorgan Stanley revises shortfall to 72GW by 2030
    How: Morgan Stanley publishes revised data center demand forecast at 72GW or higher by 2030
    Source: https://www.linkedin.com/posts/bkindig_morgan-stanley-now-projects-data-centers-activity-7403421781509840896-jR0lconf 85%
  4. 2026-05-01 → 2026-12-31pendingTexas, Virginia, or Oregon hyperscaler announces off-grid SMR or gas peaker pact
    How: At least one hyperscaler (Microsoft, Google, Amazon, Meta) signs PPA or partnership for >=500MW of off-grid power in TX/VA/OR
    Source: Company press; Reuters; Bloomberg energy deskconf 85%
  5. 2028-12-31pendingActual 2028 grid shortfall confirmed at 13GW or worse
    How: FERC/EIA actual data shows 2028 data-center power gap >=13GW (Morgan Stanley low-end realized)
    Source: FERC Form 714; EIA grid reportsconf 55%

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: 47%)

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
LBP2026-05-03T02:00:01Z46.5%-1.6pp
Network propagation: 48.2% → 46.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.2%-2.7pp
Network propagation: 50.9% → 48.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z50.9%-4.1pp
Network propagation: 55.0% → 50.9%
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%0.0500.550-0.090
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5500.050-0.051
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.044
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5500.050-0.035
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.035

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq231_013
Math is cooked (will be solved), physics cooked, biology chaAlex Wissner-Gross
35.4%0.6200.050-0.044
prereqCMQ_002
By 2028, AI systems will reach 'independent researcher' leveSam Altman
31.4%0.5500.050-0.036
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050-0.035
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.024
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.009

Ticker exposure

36 ticker(s) linked

Beneficiaries (23)

APLDNVDAARMBBAITSMCEVAAISOUNCRWVSITMGTLBGOOGLMETAMRVLMSFTORCLIBMAMZNAVGOBABAAMDSFTBYQCOM

Adverse (6)

ACNCHGGCTSHIBMINFYWNS

Prerequisites (12)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_STARGATE_FAILUREStargate failure: <500MW by 2029compute_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
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq241_043ASI will arrive within 2 years to 5 years to this next decadeAI
prereq231_013Math is cooked (will be solved), physics cooked, biology char broiled.AI
prereqCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
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0.630manifoldWill MISO Indiana Hub 2028 day-ahead annual average exceed US$60/MWh?29%mentionspending2026-05-04
0.629manifoldWill MISO Indiana Hub 2027 day-ahead annual average exceed US$55/MWh?33%mentionspending2026-05-04
0.619manifoldWill WA SWIS 2028 annual average wholesale price exceed A$150/MWh?28%mentionspending2026-05-04
0.617manifoldWill ETH be more or less volatile than BTC this week?mentionspending2026-05-29
0.617manifoldWill somebody managram me at least 1500 mana before market close?51%mentionspending2026-05-03
0.617manifoldWill somebody managram me at least 1500 mana before market close?39%mentionspending2026-04-23
0.617manifoldWill somebody managram me at least 1500 mana before market close?47%mentionspending2026-06-02
0.616manifoldWill Nord Pool 2028 system price annual average exceed €45/MWh?52%mentionspending2026-05-04
0.615gdeltmicrosoft q3 results top expectations driven by intelligent cloud strength 1091450.htmlmentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "13GW minimum, up to 40GW shortfall (20% of data centers)",
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Firm",
  "caveats": "Transcript says 404 gawatt which appears to be a transcription error",
  "context": "Morgan Stanley uh in a report recently announced there's a power short a shortfall of for 20% of the data centers. Now, the minimum they had was 13 gawatt.",
  "to_year": 2028,
  "cited_by": "Peter Diamandis",
  "verbatim": "Morgan Stanley uh in a report recently announced there's a power short a shortfall of for 20% of the data centers. Now, the minimum they had was 13 gawatt. They also said it could be as much of a shortfall of 404 gawatt through 2028.",
  "conv_cues": "announced",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "Through 2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Morgan Stanley publishes 13-44GW shortfall forecast",
      "notes": "HIT — Morgan Stanley confirmed 13GW (with mitigations) to 44GW (without) range; 20% shortfall figure aligns.",
      "source": "https://finance.yahoo.com/news/morgan-stanley-sees-20-shortage-135922617.html",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://finance.yahoo.com/news/morgan-stanley-sees-20-shortage-135922617.html",
      "expected_date": "2026-03-15",
      "observed_date": "2026-03-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Morgan Stanley research publishes US data center power shortfall through 2028 with low end ~13GW (with all Time-to-Power solutions) and high end ~44GW (without)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Morgan Stanley AI Power Supply Summit highlights off-grid trend",
      "source": "https://longbridge.com/en/news/268690432",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://longbridge.com/en/news/268690432",
      "expected_date": "2026-04-01",
      "observed_date": "2026-04-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Morgan Stanley hosts/publishes AI Power Supply Summit findings: increased off-grid preference + energy storage as standard config"
    },
    {
      "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": -5,
      "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": -4,
      "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": -3,
      "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": -2,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Morgan Stanley revises shortfall to 72GW by 2030",
      "source": "https://www.linkedin.com/posts/bkindig_morgan-stanley-now-projects-data-centers-activity-7403421781509840896-jR0l",
      "status": "pending",
      "weight": 0.4,
      "ordina
... (truncated)