← Back to scans

How bad will CO2 atmospheric concentration get before 2030? — At least 450

KXCO2LEVEL-30-450 · World · 2026-08-07
4%
Agent
21%
Market Price
-17.0%
Edge
high
Confidence
Volume: 3,982
Spread: 7.0c
Days to resolution: 1242
Markets in event: 5
Final Rationale
(aggregator returned no rationale)
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 $t{=}0$.
$n = 27$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-07-31 3% 20% 80%
2026-07-21 3% 13% 80%
2026-07-12 5% 21% 80%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: kalshi_direct kalshi_related claude_news code_execution wikipedia gdelt_news polymarket_related
Sub-questions (Fermi decomposition)
  1. What exact measurement source and metric does Kalshi use to resolve KXCO2LEVEL (NOAA Mauna Loa monthly mean, daily average, weekly, or global mean)?
  2. What is the most recent monthly-mean and daily CO2 reading at Mauna Loa / NOAA global as of late 2025?
  3. What has the annual CO2 growth rate been over 2015-2025, and what was the record single-year increase (e.g., 2024 at ~3.5 ppm)?
  4. Extrapolating the seasonal cycle, what is the projected May 2029 monthly-mean and peak daily Mauna Loa value, and what growth rate would be needed to reach 450 ppm before Jan 2030?
  5. Is there any plausible mechanism (mega El Nino, massive wildfire/permafrost release) that could add 20+ ppm above trend within four years?
  6. What is the current Kalshi price on the 450 threshold and on the adjacent thresholds (e.g., 430, 435, 440, 445) in the same event?
Planner reasoning
This is a physical-science extrapolation question: current Mauna Loa CO2 is ~425-430 ppm growing ~2.3-3.5 ppm/yr, so 450 ppm by Dec 2029 requires an implausible acceleration unless the resolution source uses daily/hourly peaks rather than monthly or annual means. The decisive research items are (a) the exact Kalshi resolution source and metric, (b) the latest observed values and recent growth rates, and (c) an arithmetic extrapolation to the May 2029 seasonal peak.
2. Research Parallel tool calls
ToolStatusTimeItemsSummary
kalshi_direct OK 0.2s 1 ## This Market's Kalshi Data **At least 450** (KXCO2LEVEL-30-450) - Current price (probability): 21.00% - 7-day price change: +0.00% - 30-day price change: -1.00% - Average daily volume: 59 contracts - Price range: 12.00% - 26.00% - Data points: 33 days
kalshi_related OK 2.1s 1 1 related markets / summaries. series KXCO2LEVEL: 0 markets (skipped 5 no-signal) | keyword 'CO2 atmospheric concentration': ok | keyword 'carbon dioxide ppm': no matches
claude_news OK 20.9s 15 Based on research, here are the key findings: - **2024 record annual increase**: NOAA reported the global average carbon dioxide set a new record high in 2024 at 422.7 parts per million, with an increase over 2023 of 3.75 ppm—the largest one-year increase on record . At Mauna Loa specifically, th
code_execution OK 53.1s 0 **Key quantitative findings** - **Baseline:** Using late‑2025 monthly mean ≈427.5 ppm (midpoint of 425–430) as the annual‑mean‑equivalent, with May seasonal offset ≈+3 ppm and daily‑peak extra ≈+2.5 ppm (peak‑daily ≈+5.5 ppm above annual mean). - **Projected May 2029 values under fixed annual grow
wikipedia OK 2.2s 3 Fetched 3 Wikipedia entries (0 missing pages).
gdelt_news OK 98.9s 20 GDELT: 20 articles across 2 queries (lookback=180d). 'Mauna Loa CO2 record 450 ppm': 10 hits | 'atmospheric carbon dioxide concentration 2025 record increase': 10 hits
polymarket_related OK 2.1s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'CO2 concentration': 0 markets | keyword 'carbon dioxide ppm': 0 markets | keyword 'climate': 0 markets
3. Evidence Brief Sonnet · 6499 chars
# Current state Global/Mauna Loa CO2 is running at roughly 424-430 ppm as of 2025 (annual avg ~424.6 ppm for 2024, May 2025 seasonal peak ~430.2-430.5 ppm), far below the 450 ppm threshold this market requires before Jan 2030. Kalshi currently prices "Yes" (≥450 ppm) at 21%, which appears sharply mispriced relative to physical trend extrapolation. # Timeline of key events - 2024-annual: NOAA/WMO confirm global average CO2 hit 422.7 ppm, a record 3.75 ppm annual increase (largest since 1957 record began); Mauna Loa annual average 424.61 ppm (confirmed, NOAA/WMO/UN News). - 2025-04: Mauna Loa monthly mean 429.64 ppm, vs 426.51 ppm April 2024 (confirmed, NOAA trends). - 2025-05: Seasonal peak exceeds 430 ppm for first time — Scripps 430.2 ppm, NOAA 430.5 ppm (+3.6 ppm YoY) (confirmed, NOAA/Scripps via phys.org). - 2025 (Met Office forecast): 2025 annual average forecast 426.6±0.6 ppm; May 2025 peak forecast 429.6±0.6 ppm (close to actual) (reported, Met Office). - 2026 (Met Office forecast): 2026 annual average forecast 429.4±0.6 ppm; May 2026 peak forecast 432.2±0.6 ppm; La Niña conditions expected to produce a smaller-than-recent-years rise, ~12th largest on record (reported, Met Office). - 2026 (Wikipedia snapshot, dated claim): concentration "reached 432 ppm" in 2026 — consistent with Met Office 2026 trajectory (reported). - Independent academic estimate: 450 ppm breach expected between summer 2032–2035 (95% CI), central estimate ~April 2034±16 months — i.e., after this market's close (reported, unnamed analysis via claude_news). # Event Kalshi market KXCO2LEVEL-30-450: will atmospheric CO2 concentration reach at least 450 ppm before January 2030? # Outcomes to forecast Yes / No (binary) # Kalshi market anchor Current YES price: 21% (down from ~22% 30 days ago, flat 7-day). Price range over observation window: 12%-26%. Average daily volume: only 59 contracts — thin, low-liquidity market. This 21% appears to significantly overstate the physical probability given trend data. # Sub-question answers 1. **Measurement source/metric** — Rules text does not specify; description says "atmospheric concentration of CO2" generically. No explicit NOAA Mauna Loa vs. global-mean specification found in research; presumed NOAA Mauna Loa (standard reference series, per Keeling Curve/Wikipedia framing). 2. **Most recent readings** — Mauna Loa monthly mean April 2025: 429.64 ppm; May 2025 seasonal peak: 430.2-430.5 ppm (Scripps/NOAA); 2024 annual average Mauna Loa: 424.61 ppm; global average 2024: 422.7 ppm (NOAA/WMO). 3. **2015-2025 growth rate** — Averaged ~2.4-2.6 ppm/yr over the decade, with El Niño-driven spikes to 3.4-3.7 ppm/yr (2016, 2023); record single-year increase was 2024 at 3.5-3.75 ppm (NOAA/WMO, code_execution analysis). 4. **May 2029 projection** — Under fixed growth of 2.3-4.5 ppm/yr, projected May 2029 monthly mean ranges ~438-446 ppm, peak daily ~441-448 ppm — all below 450 ppm even in aggressive scenarios. Reaching 450 ppm by end-2029 requires ~5.0-5.7 ppm/yr sustained growth, roughly double the historical average (code_execution). 5. **Mechanism for 20+ ppm surge** — No identified plausible mechanism found in research; strongest documented driver (2023-24 El Niño + weakened carbon sinks) produced only ~3.5-3.75 ppm/yr, far short of needed ~5+ ppm/yr sustained for 4 years. No wildfire/permafrost mega-release scenario surfaced in sources. 6. **Kalshi adjacent thresholds** — Not retrieved; kalshi_related search returned only the 450 market itself (0 other KXCO2LEVEL markets found in this pull). # Key facts (high-confidence, factual) 1. [NOAA/WMO/UN News] 2024 annual global CO2 average: 422.7 ppm; record YoY increase 3.5-3.75 ppm. 2. [NOAA/Scripps] May 2025 Mauna Loa monthly peak: 430.2-430.5 ppm, first time exceeding 430 ppm. 3. [Met Office] 2026 forecast: annual avg 429.4 ppm, May peak 432.2 ppm ppm, smaller rise due to La Niña. 4. [code_execution] Reaching 450 ppm by 2030 requires ~5.0-5.7 ppm/yr sustained growth — roughly 2x the historical average and >4σ above trend. 5. [independent estimate, claude_news] 450 ppm breach more plausibly expected 2032-2035, central estimate ~April 2034. # Cross-market signals - Kalshi related: No other KXCO2LEVEL threshold markets surfaced in this search (likely exist at 430/435/440/445 but not retrieved). - Polymarket: No matching CO2/climate markets found (0 matches across keyword searches). - Sportsbook implied: N/A (not applicable to this event type). # Analyst opinions and speculation - Met Office decadal forecasts (institutional, credible) project only gradual increases (~2.3-2.9 ppm/yr) through 2026, consistent with trend, not acceleration. - One independent academic-style projection (unnamed source, via claude_news) puts 450 ppm arrival at 2032-2035 — several years past this market's close. - No credible source in research suggests any near-term mechanism (extreme El Niño, permafrost/wildfire feedback) capable of adding the required 20+ ppm within 4 years. # Directional lean per outcome - **Yes (≥450 ppm before 2030)**: Opposing evidence dominates — current levels (~430 ppm peak in 2025) are ~20 ppm short with only ~4 years left; required growth rate (~5-5.7 ppm/yr) is roughly double any historical rate ever recorded, including the 2024 record year (3.75 ppm/yr). No supporting evidence found for a plausible mechanism to close this gap. - **No (<450 ppm before 2030)**: Strongly supported — trend extrapolation, Met Office forecasts, and independent 450-ppm-breach estimates (2032-2035) all place actual 2030 levels around 435-440 ppm at most, well under threshold. # Gaps / unknowns - Exact Kalshi resolution source/methodology (Mauna Loa vs. global mean, monthly vs. daily) not confirmed in rules text. - Adjacent Kalshi threshold prices (430/435/440/445) not retrieved — would help calibrate market's internal consistency. - No data retrieved on 2027-2029 actual readings (obviously, as they're in the future relative to available research, though GDELT articles dated 2026 suggest a forward-shifted retrieval date — treat with caution). # Calibration anchors - Kalshi current YES price: 21% (anchor) — appears overpriced relative to physical/statistical model (which yields ~1-3%). - Quantitative model (code_execution): P(≥450 ppm by 2030) ≈ 0-3% based on required growth rate sitting 4-5σ above historical mean. - Precedent: largest-ever annual increase (2024, 3.75 ppm) still falls far short of the ~5+ ppm/yr needed sustained for 4 years.
4. Forecasters Opus + GPT · in parallel
claude-opus-5
high
Yes 4%
No 96%
May 2025 Mauna Loa peaked at ~430.2-430.5 ppm, leaving a ~20 ppm gap to 450 with only four years remaining; that requires ~5.0-5.7 ppm/yr sustained growth versus the all-time record single year of 3.75 ppm (2024) and a decadal average of ~2.4-2.6 ppm/yr. Met Office forecasts only 429.4 ppm annual/432.2 ppm May peak for 2026 (La Nina damping), and independent estimates put the 450 ppm breach at 2032-2035. No plausible mechanism for a 20+ ppm surge was identified. The Kalshi YES price of 21% is almost certainly an artifact of a thin, low-volume market (59 contracts/day) rather than genuine information, so I depart sharply from the anchor, retaining a few points only for resolution-definition ambiguity.
gpt-5.5
high
Yes 4%
No 96%
Kalshi YES is anchored at 21%, but the brief gives strong physical reasons to move far below that thin-market price. Current readings around 430 ppm at the May 2025 seasonal peak point toward No because the threshold is still about 20 ppm away with less than five years remaining. Historical growth of roughly 2.4–2.6 ppm/year, even with record El Niño spikes near 3.7 ppm/year, points toward No because reaching 450 before 2030 would require about 5.0–5.7 ppm/year sustained, roughly double the historical average. Met Office 2026 forecasts and independent estimates placing the 450 ppm breach around 2032–2035 also point toward No, and no credible mechanism for a near-term 20+ ppm surge is identified; the main uncertainty is the unspecified resolution source/metric.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasters converge on identical 0.04/0.96 splits, but neither explains why they landed above the model's own quantitative estimate of "0-3%" and the stated 4-5σ deviation — if the physics implies ~1-3%, settling at 4% needs justification beyond generic "resolution ambiguity" hand-waving. 2. Neither forecast addresses the "measurement source/metric" gap in depth: the brief flags that Mauna Loa daily/monthly readings can spike above the annual mean, and if resolution uses a daily or single-station peak reading rather than annual average, the effective gap-to-450 could be smaller than the ~20 ppm figure both use — this is a real tail scenario they dismiss too quickly. 3. Both ignore the "Kalshi adjacent thresholds" sub-question entirely — the brief notes 430/435/440/445 markets likely exist but weren't retrieved; internal consistency across that ladder could sanity-check whether 21% on the 450 market is an outlier or part of a systematically mispriced strip (thin volume, possible arbitrage), which would strengthen confidence in departing from the anchor. 4. Neither forecast considers the possibility of a data/rules surprise (e.g., a mid-cycle definitional change, revised NOAA baseline, or the market resolving on "global average" vs "Mauna Loa peak," which the brief explicitly flags as unresolved) — this ambiguity could justify a marginally higher residual probability than 4%, but neither explains their residual as tied to this specific channel. 5. Both treat the 21% Kalshi price as pure noise from thin liquidity without asking whether some traders might have information about a resolution technicality (e.co., "at least 450 ppm" possibly interpretable via CO2-equivalent/all-GHG forcing metrics used in some IPCC contexts, which already exceed 450 ppm CO2e) — this is a plausible mechanism for mispricing that neither considered, and would materially change the answer if true. 6. Given the quantitative model states 0-3% and both land at 4%, they are slightly over-weighting residual uncertainty without decomposing it (e.g., splitting between "resolution ambiguity" vs "tail growth acceleration") — a more granular breakdown would better justify their shared departure point from the model's ceiling.
6. Aggregator Opus · final calibrated forecast
4% (high confidence)
Yes: 4% No: 96%
(aggregator returned no rationale)
Pipeline Timing
Total pipeline time: 778.5s
Per-tool research timings shown in the Research section above.