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Will Kentucky’s total coal production for 2027 be above 22 million short tons?

KXKYCOAL-28APR30-T22 · Economics · 2026-08-31
48%
Agent
70%
Market Price
-22.0%
Edge
55%
Confidence
Volume: 15,867
Spread: 3.0c
Days to resolution: 608
Markets in event: 6
Final Rationale
Extrapolating from Q1 seasonality (Q1 ≈ 27% of annual in 2024), 2025 likely landed near ~22.3M and 2026's flat Q1 implies a similar ~22-22.5M full-year — meaning production is already hugging the 22M threshold, not sitting at the ~24M run-rate Forecast 2 assumed. Applying even the national -3.7% STEO decline for 2027 (which likely understates KY's decline given Eastern KY's outsized -16.8% drop and continued job losses) pushes the central estimate to ~21.5-22M, making this a genuine coin flip with a slight bearish tilt. The critique is right that both forecasts anchored heavily to Kalshi's 51%, but the market's repricing from 77% to 51% is directionally consistent with this fundamental math, so I don't treat it as pure noise. Stabilization in Q1 2026 (+0.9%) and KY's coal-heavy generation base keep Yes plausible, so I stay near the anchor with a mild lean to No.
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 $t{=}0$.
$n = 3$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-08-24 65% 68% 56%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: kalshi_direct kalshi_related polymarket_related claude_news gdelt_news fred code_execution
Sub-questions (Fermi decomposition)
  1. What was Kentucky's total coal production in 2023, 2024, and 2025 according to EIA, and what is the year-over-year rate of decline?
  2. What does EIA's most recent weekly/quarterly coal production data imply for Kentucky's 2026 annualized run-rate?
  3. Have any significant Kentucky coal mines announced closures, idlings, expansions, or reopenings recently that would shift 2027 output?
  4. What do EIA Short-Term Energy Outlook or Annual Energy Outlook projections say about Appalachian/Interior region coal production through 2027?
  5. Has recent policy (e.g., pro-coal executive actions, EPA rule changes, coal plant retirement delays) materially changed the demand outlook for Kentucky coal?
  6. What probabilities do the other threshold markets in the KXKYCOAL series imply about the distribution of 2027 Kentucky production around 22M tons?
Planner reasoning
Kentucky coal production has been in secular decline for over a decade (from ~90M tons in 2011 to under 30M tons recently), so the key is establishing the current run-rate from EIA weekly/quarterly data and projecting to 2027. The market price on Kalshi is the primary anchor, and sibling threshold markets in the same KXKYCOAL series will reveal the implied distribution. News on mine closures/openings, coal demand, and policy shifts will inform trend adjustments.
2. Research Parallel tool calls
ToolStatusTimeItemsSummary
kalshi_direct OK 0.1s 1 ## This Market's Kalshi Data **Above 22 million short tons** (KXKYCOAL-28APR30-T22) - Current price (probability): 51.00% - 7-day price change: -25.00% - 30-day price change: -25.00% - Average daily volume: 1717 contracts - Price range: 47.00% - 78.00% - Data points: 7 days
kalshi_related OK 2.7s 2 2 related markets / summaries. series KXKYCOAL: 0 markets (skipped 6 no-signal) | keyword 'coal production': ok | keyword 'Kentucky coal': ok
polymarket_related OK 2.7s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'coal production': 0 markets | keyword 'Kentucky coal': 0 markets | keyword 'coal': 0 markets
claude_news OK 20.1s 11 - **Kentucky 2024 total production**: Kentucky Total · 94 mines · 24,309 thousand short tons, with Kentucky (East) 90 mines · 10,332 thousand short tons and Kentucky (West) 4 mines · 13,976 thousand short tons — https://www.eia.gov/coal/annual/pdf/table6.pdf - **2024 vs 2023 decline**: Kentucky
gdelt_news OK 86.5s 20 GDELT: 20 articles across 3 queries (lookback=90d). 'Kentucky coal production': 10 hits | 'Kentucky coal mine closure': error HTTPSConnectionPool(host='api.gdeltproject.org', port=443): Read timed out. (read timeout=30) | 'EIA coal production forecast 2027': 10 hits
fred OK 4.2s 4 Fetched 4 FRED series (lookback=730d) (via search 'Kentucky coal mining employment').
code_execution OK 59.8s 0 **Key quantitative findings (using approximate KY coal production data: 2019≈36M, 2020≈24M, 2021≈28M, 2022≈28M, 2023≈28M short tons)** - **Linear trend (2019–2023):** slope ≈ ‑1.20 M tons/yr → 2027 point estimate ≈ **21.6 M tons** (right at the 22 M threshold). With residual σ ≈ 4.6 M tons, P(2027
3. Evidence Brief Sonnet · 6721 chars
# Current state Kentucky coal production has been declining for years but appears to be stabilizing around ~24M short tons/year (2024: 24.3M), well above the 22M threshold; the resolution depends on EIA's official 2027 Annual Coal Report, not due until late 2028. Kalshi currently prices YES at 51%, down sharply (-25pts) over the past week/month, signaling growing market skepticism despite recent production data still running above threshold. # Timeline of key events - 2023: Kentucky total coal production ≈28.3M short tons (implied from 2024's reported -14% YoY drop) — confirmed (EIA Annual Coal Report via LPM/WEKU). - 2024: Kentucky total production = 24.309M short tons across 94 mines (down from 112 mines in 2023), a 14% YoY decline; Eastern KY fell 16.8% — confirmed (EIA Annual Coal Report 2024). - 2025-Q1: Kentucky produced 6.053M short tons, down 8.2% YoY from Q1 2024 (6.592M) — confirmed (EIA Quarterly Coal Report). - 2025 (mid-year): Kentucky Coal Association president notes production "in line with 2020 (COVID) levels," framing recent years as stable in the "20-million-ton range" — reported/opinion (WEKU). - 2026-06: Trump administration announces $700M–$850M in coal-sector investment (DPA authority, new coal plants, export terminal) — confirmed announcement, uncertain KY-specific impact (CBS/Fox/ZeroHedge). - 2026-Q1: Kentucky produced 6.105M short tons, up 0.9% YoY vs Q1 2025 (6.053M); Western KY +5.0%, Eastern KY -5.6% — confirmed (EIA Quarterly Coal Report, most recent data). - 2026-07: Report shows ~500 additional KY coal jobs lost since early 2025 despite pro-coal federal policy — reported (WKMS). - 2026-07: "Slack demand, surging inventory" pressuring US coal prices — reported (Hellenic Shipping News). - 2026-07 (STEO, July): EIA projects US coal production falling from 511 MMst (2026) to 492 MMst (2027), -3.7% YoY nationally — confirmed (EIA STEO). # Event Will Kentucky's total coal production for calendar year 2027 (per EIA) be above 22 million short tons? # Outcomes to forecast - Yes (>22M short tons) - No (≤22M short tons) # Kalshi market anchor YES currently priced at **51%** (near coin-flip). Sharp negative momentum: -25 points over both 7-day and 30-day windows (range 47%-78%), suggesting a recent repricing from an initially bullish ~75-78% down to near 50%. Average daily volume ~1,717 contracts — reasonably liquid. No other KXKYCOAL threshold buckets found with live data, limiting distributional cross-checks. # Sub-question answers 1. **2023-2025 production and YoY decline**: 2023 ≈28.3M tons; 2024 = 24.309M tons (-14% YoY); full-year 2025 total not directly reported, but Q1 2025 (6.053M) was down 8.2% YoY from Q1 2024 [EIA/LPM/WEKU]. 2. **2026 run-rate implied by recent data**: Q1 2026 = 6.105M short tons, +0.9% YoY vs Q1 2025 — implies rough annualized run-rate near ~24M tons if sustained, i.e., stabilizing rather than continuing steep decline [EIA Quarterly Coal Report]. 3. **Mine closures/expansions**: Mine count fell from 112 (2023) to 94 (2024); ~500 more KY coal jobs lost since early 2025 despite federal pro-coal push; no specific large mine reopening/closure named in research beyond aggregate job/mine-count declines [LPM/WKMS]. 4. **EIA STEO/AEO regional projections**: National coal production projected to fall from 511 MMst (2026) to 492 MMst (2027), -3.7% YoY; Appalachian region fell 4.7% in 2024 alone (Eastern KY -16.8%). No KY-specific 2027 STEO figure found in research [EIA STEO, EIA ACR]. 5. **Policy impact**: Trump administration announced $700M-$850M coal investment (DPA, new plants, export terminal) in June 2026, but job losses in KY continued through July 2026, suggesting limited near-term KY-specific benefit; national coal demand/generation outlook has been revised *downward* in EIA's April 2026 STEO [Argus Media, WKMS]. 6. **KXKYCOAL series distribution**: No other threshold buckets returned usable data — series appears to consist mainly (or only) of this T22 market, limiting ability to infer market-implied probability distribution around 22M. # Key facts (high-confidence) 1. [EIA ACR 2024] KY 2024 total production: 24.309M short tons (94 mines). 2. [LPM/WEKU] 2024 production down 14% YoY from 2023 (~28.3M). 3. [EIA Quarterly] Q1 2026 (6.105M) up 0.9% YoY vs Q1 2025 (6.053M) — recent stabilization. 4. [EIA STEO July 2026] US coal production forecast: 511 MMst (2026) → 492 MMst (2027), -3.7%. 5. [LPM] KY remains 67% coal-dependent for electricity generation (2024) — sustained domestic demand base. # Cross-market signals - Kalshi related: only this KXKYCOAL-T22 market found; no sibling threshold buckets with data for distributional comparison. - Polymarket: no matching markets found. - Sportsbook implied: n/a (not applicable to this event type). # Analyst opinions and speculation - Kentucky Coal Association (industry voice) frames recent years as a stable "~20M ton range," implying confidence production holds near/above threshold, though this undersells the 24M 2024 print [WEKU]. - National narrative (WKMS, Hellenic Shipping) is bearish: continued job losses, "slack demand, surging inventory" despite federal pro-coal actions. - Federal policy actions (DPA-based $700-850M coal investment, June 2026) could support longer-term demand but effects would lag 2027 output decisions and are untargeted to KY specifically. # Directional lean per outcome - **Yes (>22M)**: Supported by 2024 actual (24.3M, comfortably above threshold) and Q1 2026 run-rate showing stabilization/slight YoY growth; KY's high coal-reliant power generation provides demand floor. - **No (≤22M)**: Supported by multi-year structural decline (mine count nearly halved 2023→2024), continued 2025-2026 job losses, national STEO showing accelerating 2027 production decline (-3.7%), and Eastern KY's steep 2024 drop (-16.8%) that could continue disproportionately. # Gaps / unknowns - Full-year 2025 KY production figure not directly available in research (only Q1 2025 given). - No KY-specific (only national) STEO 2027 production forecast found. - No confirmed major 2026-2027 mine closure/reopening announcements specific to Kentucky. - Kalshi's sharp 7-day/30-day -25pt price drop is unexplained by any single news catalyst in the research — could reflect thin-market noise or private information. # Calibration anchors - Kalshi current YES price: **51%** (primary anchor; down from ~76-78% a month ago). - 2024 actual EIA data (24.3M) sits comfortably above 22M threshold (+10.5%); Q1 2026 data trend (+0.9% YoY) suggests no acceleration of decline through the most recent reporting period — modestly favors Yes, tempered by structural multi-year decline pattern and bearish national 2027 STEO outlook.
4. Forecasters Opus + GPT · in parallel
claude-fable-5
0.45
Yes 48%
No 52%
The 22M threshold sits right in the plausible landing zone: 2024 came in at 24.3M, but Q1 2025 fell 8.2% YoY (implying ~22-23M for 2025), and Q1 2026 was only flat (+0.9%) vs that lower base. Applying EIA's July 2026 STEO national 2027 decline of -3.7% to a ~22-23M 2026 base puts 2027 output near or just below 22M, consistent with Kalshi's sharp repricing from ~77% to 51%. Structural headwinds (mine count down from 112 to 94, ~500 more KY jobs lost in 2025-26, Eastern KY declining faster, slack demand/high inventories) slightly outweigh stabilization signals and KY's coal-heavy generation base. I stay close to the Kalshi anchor with a mild bearish tilt given accelerating national decline forecasts.
gpt-5.6-sol
0.64
Yes 55%
No 45%
The 2024 total of 24.309M tons and Q1 2026 annualized run-rate near 24M point toward Yes because production could decline moderately and remain above 22M. Applying EIA’s projected 3.7% national decline for 2027 to that run-rate still yields roughly 23M, although Kentucky could underperform given mine-count reductions, continued job losses, and Eastern Kentucky’s sharper contraction. Federal investment and Kentucky’s coal-dependent electricity sector provide some support, but no identified Kentucky-specific expansion offsets the structural pressures. I therefore move modestly above the 51% Kalshi YES anchor, while treating its unexplained 25-point decline as a reason for caution.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasters anchor tightly to Kalshi's 51% without adequately probing why the market dropped 25pts unexplained by any news catalyst in the brief—Forecast 2 even flags this as "reason for caution" but then barely deviates (55% vs 51%), effectively treating an unexplained anomaly as informative rather than potentially noise from a thin/illiquid market (~1,717 avg volume). 2. Forecast 1's math is internally inconsistent: it says Q1 2025 "implies ~22-23M for 2025" then applies -3.7% to get "near or just below 22M" for 2027, but this compounds two full years of decline from an already-uncertain interpolated 2025 base, effectively double-counting the STEO's single-year national decline rate across a multi-year Kentucky-specific trajectory—an extrapolation error not flagged as such. 3. Neither forecaster addresses the gap explicitly noted in the brief: "No KY-specific (only national) STEO 2027 production forecast found"—both apply the national -3.7% decline directly to KY without adjusting for the fact that Eastern KY has been declining much faster (-16.8% in 2024) than the national average, which could argue for a more bearish KY-specific adjustment than either forecast makes. 4. Both largely ignore the full-year 2025 data gap ("Full-year 2025 KY production figure not directly available") and instead build estimates on Q1-only YoY comparisons, treating a single quarter as representative of full-year trend without acknowledging seasonal/other risks in that inference. 5. Neither forecast seriously engages the tail scenario where the $700-850M federal coal investment (June 2026) could produce a positive surprise for 2027 specifically (new plants requiring near-term contracted supply), nor the tail risk of a sharp Eastern KY mine closure cascade continuing the -16.8% pace, which would push production well below 22M—both cluster forecasts near 50% without acknowledging the bimodal risk profile implied by "stabilizing" vs "accelerating decline" narratives in the brief. 6. Forecast 2's confidence (0.64) seems miscalibrated relative to its own admission that "no identified Kentucky-specific expansion offsets the structural pressures" and that the Kalshi drop should prompt "caution"—the rationale reads more bearish than the stated 55% Yes / high confidence would suggest.
6. Aggregator Opus · final calibrated forecast
48% (55% confidence)
Yes: 48% No: 52%
Extrapolating from Q1 seasonality (Q1 ≈ 27% of annual in 2024), 2025 likely landed near ~22.3M and 2026's flat Q1 implies a similar ~22-22.5M full-year — meaning production is already hugging the 22M threshold, not sitting at the ~24M run-rate Forecast 2 assumed. Applying even the national -3.7% STEO decline for 2027 (which likely understates KY's decline given Eastern KY's outsized -16.8% drop and continued job losses) pushes the central estimate to ~21.5-22M, making this a genuine coin flip with a slight bearish tilt. The critique is right that both forecasts anchored heavily to Kalshi's 51%, but the market's repricing from 77% to 51% is directionally consistent with this fundamental math, so I don't treat it as pure noise. Stabilization in Q1 2026 (+0.9%) and KY's coal-heavy generation base keep Yes plausible, so I stay near the anchor with a mild lean to No.
7. Entry Decision Opus Trader
Side
NO
Position Size
$1,100
Contracts
3056
Trader Confidence
55%
Trade Rationale
The bot forecasts 48% vs the market's 66% — an 18pp edge with genuine direction disagreement (bot below 50%, market above), which is historically the cleanest setup class (~63% hit rate). The fundamental math is specific and recent: 2025-2026 production is hugging the 22M threshold (~22-22.5M run-rate), and applying even the conservative national -3.7% STEO decline for 2027 pushes the central estimate to ~21.5-22M, with Eastern KY's -16.8% decline arguing the KY-specific number could be worse. Both ensemble members (48% and 55%) sit below the 66% market price, so the NO edge holds even at the optimistic end of the ensemble. The Devil's Advocate's flags cut both ways — the KY-vs-national decline gap actually argues for a MORE bearish adjustment than the forecast made — though the interpolated 2025 base and the unaddressed $700-850M federal coal investment tail keep me from sizing at the top of the range.
Allocation Logic
The 18pp edge and direction disagreement would normally support $1500+, but I'm sizing down to $1100 given the 608-day horizon, moderate forecaster confidence (0.55), the data gaps flagged by the critic (no full-year 2025 figure, Q1-only extrapolation), and the acknowledged bimodal tail risk in both directions.
Entry price: $0.36
Current: $0.34
Status: OPEN
P&L: -$61.11
Pipeline Timing
Total pipeline time: 182.3s
Per-tool research timings shown in the Research section above.