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235_028predictionBiotech/Longevity$100T

Longevity market will grow from $5 trillion to $8 trillion in next four years.

Predictor: Peter Diamandis · ep#235 "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235" · source

Prior probability
65.0%
Current probability
55.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2030-01-01 – 2030-06-30
Edges in / out
5 / 0
Tickers exposed
29

Prediction text

Longevity market will grow from $5 trillion to $8 trillion in next four years. | the market uh of longevity uh and this is going beyond just retrospective reactive health care to prospective um personalized healthcare is going from 5 trillion to 8 trillion in the next four years.

Watch events: Life Biosciences ER-100 Phase 1 first readout (likely late 2026/early 2027)

Verbatim quote

From episode "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235"
the market uh of longevity uh and this is going beyond just retrospective reactive health care to prospective um personalized healthcare is going from 5 trillion to 8 trillion in the next four years.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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 65%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 55.7%

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: 1 fired ✓ · 7 pending
  1. 2025-12-31hitNarrow longevity-biotech market exceeds $30B in 2025
    How: Multiple analyst reports (Mordor, SNS Insider, MarketResearchFuture) converge on narrow longevity biotech market valuation of $25-30B in 2025.
    Source: Mordor Intelligence — Longevity Market Share, Size & Growth Outlook to 2031conf 95%
    Notes: HIT — narrow market is ~$30B per analysts. Diamandis's $5T number is the broader healthspan/economic-value framing per LBS/Oxford/Harvard 'value of one healthy year' research.
  2. 2025-01-01 → 2027-12-31pendingHealthspan economic value studies converge on $38T-$300T figures
    How: Peer-reviewed economic studies (LBS / Oxford / Harvard / NBER) confirm or update the $38T-per-healthy-year and $300T-for-10-years global economic value estimates that underpin Diamandis's framing.
    Source: Oliver Wyman — How The Longevity Revolution Is Changing Life As We Know Itconf 70%
    Notes: These studies are the underlying sources for Diamandis's '$5T to $8T' number; they need to hold up over the 4-year window.
  3. 2026-10-31pendingDiamandis Abundance360 Longevity Trip 2026 confirms market thesis
    How: Peter Diamandis personally hosts October 2026 Abundance Longevity 5-day immersion, reaffirming his $5T to $8T longevity market thesis to attendees.
    Source: Abundance Longevity Trip 2026conf 85%
    Notes: Direct re-confirmation of the speaker's framing. Note: Diamandis's $5T-$8T figure includes broader healthspan economy, not narrow biotech revenue.
  4. 2026-06-01 → 2029-12-31pendingMajor pharma cap-ex reallocation toward longevity / aging programs
    How: At least 3 of the top-15 pharmaceutical companies (by market cap) publicly announce dedicated aging-biology / longevity divisions or pipeline programs >$1B in committed R&D spend.
    Source: Anticipated — pharma 10-K disclosures, R&D Day presentationsconf 55%
    Notes: Required to validate that the 'market growth' is real capital deployment, not just analyst enthusiasm.
  5. 2027-01-01 → 2030-06-30pendingFirst aging-as-disease ICD-11 code adoption by major payor
    How: Medicare, a major US private payor (UnitedHealth, Anthem, Aetna), or major OECD national health system formally adopts ICD-11 'aging' (XT9T)-related diagnosis codes for reimbursement.
    Source: Anticipated — CMS rulemaking, ICD-11 adoption trackingconf 30%
    Notes: Cascade — payor adoption is the bottleneck for clinical-scale revenue and validates 'prospective personalized' framing.
  6. 2030-02-07pendingQ1 window check-in (25%)
  7. 2030-03-17pendingQ2 window check-in (50%)
  8. 2030-04-24pendingQ3 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: 56%)

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
LBP2026-05-03T02:00:01Z55.7%-1.4pp
Network propagation: 57.2% → 55.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.2%-2.7pp
Network propagation: 59.9% → 57.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z59.9%-5.1pp
Network propagation: 65.0% → 59.9%
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
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.650-0.087
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.650-0.057
killerTK12
Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Revers
8.0%0.0500.650+0.045
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.650+0.021
killerTK13
Biotech/Synbio Safety Event
15.0%0.0500.650+0.003

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (23)

SOUNCRCLIRBTRIOTMARASYMFANUYNVDABBAIGTLBAIABBNYAMZNCOINGOOGLHOODIBMMETAMSFTORCLSHOPTSLAXYZ

Adverse (5)

HYGEMBMUBTLTLQD

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK13Biotech/Synbio Safety Event
killerTK10$100T Sovereign Debt Crisis
killerTK12Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2031-03-31[Biology 2031-03] diverse a market as AI (multi-trillion) [235_028] Life Biosciences ER-100 Phase 1 first readout (likely late 2026/early 2027) [247_050] Virtual cell achievable through classical scaling without quantum computingpending

Linked documents (5)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.625manifoldWill this market get between 55-75 unique traders?26%mentionspending2026-05-10
0.608manifoldWill this market get between 50-100 unique traders?47%mentionspending2026-05-24
0.596manifoldWill this market get between 75-150 unique traders?61%mentionspending2026-06-01
0.589manifoldWill Christian Affiliation in the United States Increase Over Five Years?24%mentionspending2026-04-25
0.572manifoldWill an Average New Zealander born in the year 2000 live to 150? (RESOLVES IN A WEEK)38%mentionspending2026-06-03

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$5T to $8T",
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "FORECAST",
  "role": "Host",
  "context": "the market uh of longevity uh and this is going beyond just retrospective reactive health care to prospective um personalized healthcare is going from 5 trillion to 8 trillion in the next four years.",
  "to_year": 2030,
  "verbatim": "the market uh of longevity uh and this is going beyond just retrospective reactive health care to prospective um personalized healthcare is going from 5 trillion to 8 trillion in the next four years.",
  "conv_cues": "is going",
  "direction": "NUMERIC_TARGET",
  "from_year": 2030,
  "timeframe": "2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Narrow longevity-biotech market exceeds $30B in 2025",
      "notes": "HIT — narrow market is ~$30B per analysts. Diamandis's $5T number is the broader healthspan/economic-value framing per LBS/Oxford/Harvard 'value of one healthy year' research.",
      "source": "Mordor Intelligence — Longevity Market Share, Size & Growth Outlook to 2031",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.mordorintelligence.com/industry-reports/longevity-market",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Multiple analyst reports (Mordor, SNS Insider, MarketResearchFuture) converge on narrow longevity biotech market valuation of $25-30B in 2025."
    },
    {
      "kind": "llm_pre_event",
      "label": "Healthspan economic value studies converge on $38T-$300T figures",
      "notes": "These studies are the underlying sources for Diamandis's '$5T to $8T' number; they need to hold up over the 4-year window.",
      "source": "Oliver Wyman — How The Longevity Revolution Is Changing Life As We Know It",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.oliverwyman.com/our-expertise/insights/2025/apr/how-governments-harness-growth-in-longevity-market.html",
      "expected_date": "2026-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2025-01-01"
      },
      "measurement_criterion": "Peer-reviewed economic studies (LBS / Oxford / Harvard / NBER) confirm or update the $38T-per-healthy-year and $300T-for-10-years global economic value estimates that underpin Diamandis's framing."
    },
    {
      "kind": "llm_pre_event",
      "label": "Diamandis Abundance360 Longevity Trip 2026 confirms market thesis",
      "notes": "Direct re-confirmation of the speaker's framing. Note: Diamandis's $5T-$8T figure includes broader healthspan economy, not narrow biotech revenue.",
      "source": "Abundance Longevity Trip 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://longevity.abundance360.com/",
      "expected_date": "2026-10-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Peter Diamandis personally hosts October 2026 Abundance Longevity 5-day immersion, reaffirming his $5T to $8T longevity market thesis to attendees."
    },
    {
      "kind": "llm_pre_event",
      "label": "Major pharma cap-ex reallocation toward longevity / aging programs",
      "notes": "Required to validate that the 'market growth' is real capital deployment, not just analyst enthusiasm.",
      "source": "Anticipated — pharma 10-K disclosures, R&D Day presentations",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2028-03-16",
      "research_origin": "training",
      "expected_date_range": {
      
... (truncated)