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What will be the largest source of global primary energy consumption in 2030? — Oil

KXPRIMEENGCONSUMPTION-30-OIL · Climate and Weather · 2026-08-01
86%
Agent
60%
Market Price
+26.0%
Edge
medium
Confidence
Volume: 45,975
Spread: 3.0c
Days to resolution: 2342
Markets in event: 10
Final Rationale
Fundamentals are overwhelming: oil leads coal by ~34 EJ (33.6% vs 27.9% in 2024) and every cited outlook (IEA STEPS/CPS, OPEC WOO, EIA) keeps oil the single largest source through and beyond 2030; even aggressive renewables-growth extrapolation leaves oil ~5pts ahead of coal, and under a substitution-method accounting renewables would still land near ~15%, far short of oil. The critique's methodology and settlement-ambiguity concerns are legitimate but bounded — under essentially any mainstream convention (Energy Institute direct-equivalent or IEA physical-content total energy supply) oil remains #1, so the residual 'No' mass is mostly adjudication/data-source weirdness rather than a real physical flip; the coal-catch-up tail is implausible given coal is converging with gas, not oil. The 60% Kalshi anchor is a thin (~126 contracts/day), six-year-lockup market whose 36-80% range signals noise and cost-of-carry compression toward 50% more than information, so I deviate materially above it but not to Forecast 1's 89%. Landing at 0.86 splits toward the fundamentals-heavy view while pricing ~14% for methodology/resolution-source risk and the unquantified rules gap.
Price vs. prediction
How the market moved after the agent's call. Solid blue line is the actual market price; dashed line is the agent's static forecast at $t{=}0$.
$n = 32$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-07-13 82% 56% 50%
2026-07-06 79% 52% 50%
2026-06-29 80% 57% 50%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: kalshi_direct kalshi_related polymarket_related claude_news gdelt_news wikipedia code_execution
Sub-questions (Fermi decomposition)
  1. What is the current (latest year) share of global primary energy consumption held by oil, coal, natural gas, and renewables per the Energy Institute Statistical Review / IEA?
  2. How large is the gap between oil and the second-place source (coal), and how has that gap trended over the past 10 years?
  3. What do IEA WEO 2024/2025, EIA IEO, and OPEC WOO project for oil vs coal vs gas shares of primary energy in 2030 under stated-policies scenarios?
  4. Is there any plausible scenario (rapid EV adoption, coal surge in China/India, methodology change to 'substitution method' accounting) in which oil is not #1 in 2030?
  5. What resolution source and accounting method (direct equivalent vs substitution) does Kalshi specify, and could that change the ranking (e.g., inflating renewables)?
  6. What are the current Kalshi prices across all outcomes in KXPRIMEENGCONSUMPTION-30, and do they sum coherently after de-vigging?
Planner reasoning
Oil has been the world's largest primary energy source for over half a century (~30-32% share vs coal ~26% and gas ~23%), so the base rate for it remaining #1 in 2030 is very high; the key research is confirming current shares, the trajectory of coal (China/India) and gas, and which data source resolves the market. The Kalshi market price across all sibling outcomes is the primary anchor, plus authoritative outlooks (IEA WEO, EI Statistical Review, EIA IEO).
2. Research Parallel tool calls
ToolStatusTimeItemsSummary
kalshi_direct OK 0.2s 1 ## This Market's Kalshi Data **Oil** (KXPRIMEENGCONSUMPTION-30-OIL) - Current price (probability): 60.00% - 7-day price change: -2.00% - 30-day price change: +9.00% - Average daily volume: 126 contracts - Price range: 36.00% - 80.00% - Data points: 175 days
kalshi_related OK 21.7s 3 3 related markets / summaries. series KXPRIMEENGCONSUMPTION: 0 markets (skipped 10 no-signal) | keyword 'primary energy consumption': ok | keyword 'largest energy source': ok | keyword 'oil demand peak': ok
polymarket_related OK 21.8s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'primary energy': 0 markets | keyword 'oil demand': 0 markets | keyword 'energy transition': 0 markets | keyword 'coal': 0 markets
claude_news OK 26.8s 13 ## Findings **Latest historical data (Energy Institute Statistical Review of World Energy 2025 & 2026):** - In 2024, oil had the largest share (199 exajoules, or 33.6%), followed by coal (165 exajoules, or 27.9%), and natural gas (149 exajoules, or 25.2%) . (blog.friendsofscience.org) - Full brea
gdelt_news OK 130.9s 20 GDELT: 20 articles across 3 queries (lookback=365d). 'global primary energy consumption oil share 2030': 10 hits | 'IEA World Energy Outlook coal peak oil demand 2030': error GDELT rate-limited after retries (429) | 'Energy Institute Statistical Review world energy fuel mix': 10 hits
wikipedia FAILED 21.8s 0 http error:
code_execution OK 31.1s 0 ## Key Findings **Baseline extrapolation (2024 → 2030, 6-year horizon)** - Applying stated growth rates (oil +0.7%/yr, coal +0.5%/yr, gas +1.5%/yr, other renewables +9%/yr, plus assumed hydro +1.5%/yr and nuclear +2%/yr), total primary energy grows from **621 EJ (2024) to 689 EJ (2030)**. - Project
3. Evidence Brief Sonnet · 7679 chars
# Current state The market resolves based on which energy source (oil, coal, gas, renewables, etc.) has the largest share of global primary energy consumption in calendar year 2030, per data expected to be published (likely via Energy Institute Statistical Review) sometime in 2031. As of the latest available data (2024/2025 Energy Institute Statistical Review), oil is the clear #1 source with a ~33-34 EJ lead over coal (#2); no credible forecast (IEA, EIA, OPEC) shows this lead closing enough for oil to lose the top spot by 2030. # Timeline of key events - 2024-XX: Energy Institute Statistical Review 2025 data (for 2024): oil 199 EJ (33.6%), coal 165 EJ (27.9%), gas 149 EJ (25.2%) — oil #1 by wide margin. (confirmed, claude_news/blog.friendsofscience.org) - 2024 (WEO-2024): IEA STEPS scenario projects oil, gas, coal demand all peaking by ~2030. (confirmed, iea.org) - 2025-06/07: Energy Institute Statistical Review 2025/2026 confirms fossil fuels still ~86% of total energy supply in 2025; oil, gas, coal all grew in 2025 (oil +2.5 EJ, gas +2.4 EJ, coal +1.1 EJ); coal (166 EJ) and gas (150.7 EJ) converging near each other but both well behind oil (~199+ EJ). (confirmed, dieselnet.com/blog.friendsofscience.org) - 2025-11: IEA WEO-2025 revises tone — under Current Policies Scenario, no longer forecasts peak oil/gas demand before 2050; under STEPS, oil still projected to peak ~2030 at ~102 mb/d (still dominant). (reported, instituteforenergyresearch.org, carbonbrief.org) - 2025 (OPEC WOO-2025): Reference Case sees oil and gas demand growing strongly through 2050, no oil peak; OPEC frames IEA's shift as vindication of "no peak oil" view. (reported, opec.org, cnbc.com) - 2026-07: Multiple outlets (Fox News, ZeroHedge, Cyprus Mail) report fossil fuels still ~86% of global primary energy per newest Statistical Review, reinforcing oil's continued dominance; clean power framed as "largest source of NEW energy added" in 2025 (not largest overall). (reported, various July 2026 news) # Event Will Oil be the largest source of global primary energy consumption in 2030 (Kalshi: KXPRIMEENGCONSUMPTION-30-OIL)? # Outcomes to forecast Yes / No # Kalshi market anchor Current YES price: **60%** (as of latest data). 7-day change: -2pts. 30-day change: +9pts. Price range over 175 days: 36%-80%. Average daily volume: ~126 contracts (thin market). Trend shows meaningful volatility but recent upward momentum (30d) despite a small pullback in the last week. # Sub-question answers 1. **Current shares (Energy Institute Statistical Review 2025, 2024 data)**: Oil 33.6% (199 EJ), Coal 27.9% (165 EJ), Gas 25.2% (149 EJ), nuclear 5.2%, hydro 2.7%, other renewables 5.6%. [claude_news/blog.friendsofscience.org] 2. **Oil-coal gap**: ~33-34 EJ absolute gap in 2024/2025, roughly 5-6 percentage points. Coal and gas are converging with each other (166 EJ vs 150.7 EJ in 2025) but neither is closing on oil. [claude_news; code_execution extrapolation confirms ~5.0-6.5pt oil lead persisting to 2030] 3. **2030 projections**: IEA WEO-2024/2025 STEPS scenario projects oil, gas, coal demand all peaking around 2030 but oil remains far above coal/gas in absolute energy-equivalent terms (~102 mb/d oil demand at peak). OPEC WOO-2025 Reference Case sees oil and gas continuing to grow with no peak through 2050, implying oil stays #1. No major outlook (IEA, OPEC, EIA referenced) shows coal or gas overtaking oil by 2030. [claude_news] 4. **Plausible flip scenarios**: None identified with meaningful probability under standard direct-equivalent accounting; renewables' fast growth (9%/yr assumed) erodes oil's overall percentage share (31.6%→29.7% in code_execution extrapolation) but doesn't unseat it as the single largest discrete source. A "substitution method" accounting change (crediting renewables with a fossil-fuel-equivalent multiplier) could inflate renewables' apparent share, but no evidence Kalshi/resolution source uses this method. [code_execution, inferred] 5. **Resolution source/methodology**: Not explicitly stated in rules (blank). Likely defaults to Energy Institute Statistical Review or similar (direct-equivalent) methodology, consistent with sub-question 1 data sourcing. No confirmation found on substitution-method risk. [gap — no explicit rules text] 6. **Kalshi related-outcome pricing**: Oil ticker itself shows 60% (primary source) vs. an illustrative/sample distribution (code_execution) of Oil 66%, Gas 16%, Coal 14%, Other 5% (sums to ~101%, ~1% vig); de-vigged Oil ≈65.4%. Actual full-series Kalshi outcome prices for coal/gas/renewables not directly retrieved via kalshi_related (returned unrelated markets). [code_execution estimate, kalshi_direct] # Key facts (high-confidence, factual) 1. [claude_news] 2024: Oil 33.6% > Coal 27.9% > Gas 25.2% of global primary energy (Energy Institute). 2. [claude_news] 2025: all fuels grew; fossil fuels = 86% of total energy supply. 3. [claude_news] IEA WEO-2025 STEPS: oil peaks ~2030 at ~102 mb/d, still dominant. 4. [claude_news] OPEC WOO-2025: no oil peak seen through 2050 under Reference Case. 5. [code_execution] Extrapolation to 2030: oil ≈29.7% vs coal ≈24.7%, oil retains ~5pt lead. # Cross-market signals - Kalshi related: No true arbitrage markets found; keyword search returned unrelated political/energy-corporate markets (NextEra/Dominion takeover, Speaker of House, etc.) — no useful signal. - Polymarket: Zero matching markets found (primary energy, oil demand, energy transition, coal all returned 0). No cross-market check possible. - Sportsbook implied: N/A (not applicable to this event type). # Analyst opinions and speculation - Carbon Brief (2025): Coal near/at peak, oil to follow ~2030, gas ~2035 — under stated-policy assumptions only. [carbonbrief.org] - IER/OPEC framing: IEA's softened "no peak oil" stance in WEO-2025 seen as validating continued oil dominance well past 2030. [instituteforenergyresearch.org, cnbc.com] - Renewables-focused outlets (Carbon Brief, CleanTechnica) emphasize clean power as fastest-growing *new* energy addition in 2025, but do not claim renewables overtake oil in total share by 2030. # Directional lean per outcome - **Yes (Oil #1 in 2030)**: Strongly supported — current ~34 EJ / 5-6pt lead over coal, all major outlooks (IEA STEPS, OPEC WOO) project oil retains largest share through/beyond 2030; extrapolation models confirm persistence of lead even under aggressive renewables growth assumptions. - **No (Oil not #1)**: Weakly supported — requires either (a) unprecedented coal/gas surge, (b) accounting methodology change inflating renewables (not evidenced in rules), or (c) IEA Current Policies vs STEPS divergence somehow flipping ranking (no source suggests this). Market's own 60% (down from ~80% 30-day high, up from 36% low) reflects some structural uncertainty/thin liquidity rather than strong "No" case. # Gaps / unknowns - Exact resolution source/methodology not specified in rules (defaults uncertain). - Full Kalshi outcome distribution (coal/gas/renewables tickers) not retrieved — only Oil ticker confirmed. - No Polymarket cross-check available. - Long resolution horizon (close 2032) with data availability lag (2030 data likely published 2031) adds settlement-timing uncertainty. # Calibration anchors - Kalshi current YES price: **60%** (anchor), range 36-80% over past 175 days — indicates market has repriced up significantly (+9pts over 30 days) but remains below historical high. - Precedent: Oil has been the largest primary energy source globally continuously since post-WWII era; no historical precedent of coal/gas/renewables surpassing it in a 6-year window absent major methodology shift.
4. Forecasters Opus + GPT · in parallel
claude-opus-5
medium
Yes 89%
No 11%
Oil led coal by ~34 EJ (33.6% vs 27.9%) in 2024 and roughly 5-6 percentage points, and every major outlook (IEA WEO-2025 STEPS, OPEC WOO-2025, EIA) keeps oil as the single largest source through and beyond 2030 — IEA's STEPS has oil merely plateauing near ~102 mb/d, while OPEC sees no peak at all. Extrapolation with aggressive renewables growth still leaves oil ~29.7% vs coal ~24.7% in 2030, and there is no historical precedent for a flip within six years absent an accounting-methodology change (substitution method would still leave renewables ~15%, far behind oil). The Kalshi anchor of 60% is the main counterweight, but the market is extremely thin (~126 contracts/day), has swung 36-80% over 175 days, and has a ~6-year capital lockup that biases long-dated contracts toward 50%. I therefore weight fundamentals heavily while retaining meaningful probability for resolution-source/methodology ambiguity noted as a gap in the brief.
gpt-5.5
medium
Yes 72%
No 28%
The Kalshi YES price anchors at 60%, but the evidence points above that because oil currently leads coal by roughly 33-34 EJ / 5-6 percentage points and no cited IEA, EIA, or OPEC outlook shows coal, gas, or renewables overtaking oil by 2030. The current-share and oil-coal-gap evidence point toward Yes because the gap is large relative to plausible six-year demand shifts. The 2030 projection evidence points toward Yes because IEA STEPS has oil peaking around 2030 while still remaining dominant, and OPEC sees continued oil growth. The main No cases are an unexpected accounting-methodology change or an extreme coal/gas/renewables surge, but the brief gives little concrete evidence for either, so I move materially above the market anchor while retaining uncertainty due to thin liquidity and unspecified resolution methodology.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasters dismiss the 60% Kalshi price too quickly as purely a liquidity/structural artifact, but neither seriously engages with why the market has been range-bound 36-80% with a +9pt 30-day swing — this volatility could reflect genuine information (e.g., traders pricing in methodology risk or long-horizon settlement uncertainty) that the fundamentals-only analysis underweights, especially since Forecast 1's 89% implies the market is dramatically mispriced without strong justification for why sophisticated traders would leave 29 points on the table. 2. Neither forecast adequately weighs the resolution methodology gap flagged in the brief itself: "Exact resolution source/methodology not specified in rules" and the possibility of a "substitution method" that could inflate renewables' apparent share — this is dismissed with a single parenthetical in each rationale despite being explicitly listed as an unresolved gap, and Forecast 1 asserts "no evidence" this would flip the outcome while simultaneously admitting the accounting basis is unconfirmed. 3. The long resolution horizon (close 2032, data likely published 2031) introduces settlement/adjudication risk (source unavailable, dispute over which review to use, potential restatement of data) that neither forecaster explicitly prices in as a distinct "No" or ambiguous-resolution scenario, even though the brief flags "settlement-timing uncertainty" as a named gap. 4. Both forecasts converge on similar qualitative reasoning but diverge sharply in output (89% vs 72%), a 17-point spread; neither explains why their confidence in the exact same fundamental evidence set should differ so much, suggesting one or both are not fully justifying their numeric calibration — this divergence should itself be flagged as a sign of unstable extrapolation from qualitative evidence to precise probabilities. 5. Neither forecaster considers the tail scenario where IEA's WEO-2025 shift (Current Policies Scenario "no longer forecasts peak oil/gas demand before 2050") could actually cut both ways — while framed as bullish for oil's continued lead, an environment where all fossil fuels grow together could also allow coal (already at 166 EJ vs oil's 199 EJ, converging with gas) to close the gap faster than the STEPS-only scenario implies, a nuance both treat as unambiguously oil-supportive. 6. Both anchor heavily on the Energy Institute Statistical Review as the presumptive resolution source without flagging that Kalshi's own rules are blank on this point, and neither assigns explicit probability mass to a scenario where the resolution source differs from Energy Institute data (e.g., IEA's own accounting, which sometimes uses different primary energy conventions), which could alter the oil-coal gap comparison.
6. Aggregator Opus · final calibrated forecast
86% (medium confidence)
Yes: 86% No: 14%
Fundamentals are overwhelming: oil leads coal by ~34 EJ (33.6% vs 27.9% in 2024) and every cited outlook (IEA STEPS/CPS, OPEC WOO, EIA) keeps oil the single largest source through and beyond 2030; even aggressive renewables-growth extrapolation leaves oil ~5pts ahead of coal, and under a substitution-method accounting renewables would still land near ~15%, far short of oil. The critique's methodology and settlement-ambiguity concerns are legitimate but bounded — under essentially any mainstream convention (Energy Institute direct-equivalent or IEA physical-content total energy supply) oil remains #1, so the residual 'No' mass is mostly adjudication/data-source weirdness rather than a real physical flip; the coal-catch-up tail is implausible given coal is converging with gas, not oil. The 60% Kalshi anchor is a thin (~126 contracts/day), six-year-lockup market whose 36-80% range signals noise and cost-of-carry compression toward 50% more than information, so I deviate materially above it but not to Forecast 1's 89%. Landing at 0.86 splits toward the fundamentals-heavy view while pricing ~14% for methodology/resolution-source risk and the unquantified rules gap.
Pipeline Timing
Total pipeline time: 224.7s
Per-tool research timings shown in the Research section above.