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

KXCO2LEVEL-30-450 · World · 2026-06-14
4%
Agent
12%
Market Price
-8.0%
Edge
80%
Confidence
Volume: 3,669
Spread: 8.0c
Days to resolution: 1297
Markets in event: 5
Final Rationale
~20 ppm gap requires ~4.4 ppm/yr sustained, exceeding any observed rate. Scientific 95% CI starts in 2032. Kalshi 12% is generous and declining.
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 $t{=}0$.
$n = 31$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-05-11 4% 24% 92%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: kalshi_direct claude_news kalshi_related polymarket_related code_execution wikipedia
Sub-questions (Fermi decomposition)
  1. What is the current Kalshi market price for KXCO2LEVEL-30-450?
  2. What is the most recent monthly atmospheric CO2 concentration (Mauna Loa/NOAA)?
  3. What has been the annual CO2 growth rate over the past 5-10 years?
  4. Linearly extrapolating current ppm + annual growth rate, when would 450 ppm be reached?
  5. Are there any related prediction markets on CO2 levels or climate milestones?
Planner reasoning
This event resolves YES if atmospheric CO2 hits at least 450 ppm before Jan 2030. Current levels are around 425 ppm with annual growth ~2-3 ppm, so this is a key empirical question about trajectory. Need to anchor on Kalshi price plus get latest NOAA/Mauna Loa data.
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): 12.00% - 7-day price change: -10.00% - 30-day price change: -4.00% - Average daily volume: 69 contracts - Price range: 12.00% - 26.00% - Data points: 34 days
claude_news OK 24.6s 9 Here are the key findings for this forecasting question: --- **Current CO2 Levels** - For the first time, the seasonal peak at Mauna Loa exceeded 430 ppm in May 2025: Scripps measured a monthly average of **430.2 ppm**, and NOAA reported **430.5 ppm** — increases of 3.5 and 3.6 ppm respectively
kalshi_related OK 5.0s 2 2 related markets / summaries. series KXCO2LEVEL: 0 markets (skipped 5 no-signal) | keyword 'CO2': ok | keyword 'carbon': no matches | keyword 'climate': ok
polymarket_related OK 5.0s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'CO2': 0 markets | keyword 'carbon dioxide': 0 markets | keyword 'climate ppm': 0 markets
code_execution FAILED 90.0s 0 timeout after 90.0s
wikipedia OK 5.1s 2 Fetched 2 Wikipedia entries (0 missing pages).
3. Evidence Brief Sonnet · 4106 chars
# Event Will atmospheric CO2 concentration reach at least 450 ppm before January 2030? # Outcomes to forecast - **Yes**: CO2 ≥ 450 ppm before Jan 1, 2030 - **No**: CO2 stays below 450 ppm through Jan 1, 2030 # Kalshi market anchor **Current YES price: 12%** — down 10% over 7 days, down 4% over 30 days. Range over 34 days: 12%–26%. Avg daily volume: 69 contracts. Market is moving decisively toward No. # Sub-question answers 1. **Kalshi price for KXCO2LEVEL-30-450** — 12% YES, recently declining sharply from a 26% high. [Kalshi direct] 2. **Most recent monthly CO2 (Mauna Loa/NOAA)** — May 2025 seasonal peak: NOAA 430.5 ppm, Scripps 430.2 ppm. February 2025 monthly avg: 427.09 ppm. 2024 annual avg: ~430 ppm. [phys.org, co2.earth, Wikipedia] 3. **Annual CO2 growth rate (past 5–10 years)** — ~2.6–3.6 ppm/year; current estimate ~2.60 ± 0.28 ppm/yr; recent 2024–2025 spike ~3.5–3.6 ppm/yr. [Cambridge MLG, Scripps] 4. **Linear extrapolation to 450 ppm** — Gap from ~430 ppm: ~20 ppm needed. At 3.6 ppm/yr: ~5.6 years → ~2031 (seasonal peak); at 2.6 ppm/yr: ~7.7 years → ~2033. Annual averages lag seasonal peaks by ~3–4 ppm. Central estimate for annual avg reaching 450: April 2034 ± 17 months. [Cambridge MLG] 5. **Related prediction markets on CO2/climate** — No Polymarket CO2 markets found. Kalshi has only this one CO2 market. [Kalshi related, Polymarket scan] # Key facts (high-confidence, factual) 1. [Wikipedia/NOAA] 2024 annual average CO2: ~430 ppm — a 54% increase since pre-industrial (~280 ppm) 2. [phys.org] May 2025 seasonal peak: 430.5 ppm (NOAA), first time exceeding 430 ppm 3. [Cambridge MLG] Central projection for 450 ppm: April 2034 ± 17 months; 95% CI = summer 2032–summer 2035 4. [Scripps] At 2.9–3.6 ppm/yr, 450 ppm arrives "as soon as 2035" 5. [NASA] NASA projects 450 ppm by ~2040 6. **Required rate to hit 450 by Jan 2030**: ~20 ppm in ~4.5 years = ~4.4 ppm/yr — well above any observed trend # Cross-market signals - **Kalshi related**: Only CO2 market is this one. EU/India/US climate goal markets unrelated to CO2 ppm level. - **Polymarket**: No CO2 concentration markets active. - **Sportsbook**: N/A # Analyst opinions and speculation - [Cambridge MLG] Explicitly models 450 ppm as a 2032–2035 event with high confidence; no credible pathway to pre-2030 - [Scripps] "As soon as 2035" framing treats early arrival as optimistic/fast-scenario - No analyst sources suggest pre-2030 450 ppm is plausible without unprecedented acceleration (e.g., >4.4 ppm/yr sustained) # Directional lean per outcome - **Yes (≥450 ppm before 2030)**: - *Supporting*: 2024–2025 growth rate elevated at ~3.5–3.6 ppm/yr; El Niño and wildfire years can spike growth - *Opposing*: Gap is ~20 ppm; required rate (~4.4 ppm/yr) far exceeds observed maximums; all scientific projections place 450 ppm in 2032–2040; Kalshi price falling sharply - **No (stays below 450)**: - *Supporting*: Strong scientific consensus, all credible projections, current trend math, declining market price - *Opposing*: Tail risk of sudden emissions spike or measurement change (negligible) # Gaps / unknowns - How exactly the market defines "concentration" (annual mean vs. monthly peak vs. seasonal peak) — matters at the margin but not enough to change outcome given ~20 ppm gap - Whether an extreme year could temporarily spike readings (e.g., 2023 saw anomalous +3.6 ppm); even so, a single year at 5+ ppm would still leave 450 out of reach by 2030 - Possibility of measurement methodology changes (very unlikely to shift 20 ppm) # Calibration anchors - **Kalshi YES price: 12%** (anchor, declining trend) - **Scientific consensus central estimate**: 450 ppm in ~2034; 95% CI doesn't include pre-2030 - **Required growth rate**: 4.4 ppm/yr vs. observed max ~3.6 ppm/yr — ~20% above historical peak - **Precedent**: No year on record has seen sustained CO2 growth above ~3.7 ppm/yr; the math essentially rules out pre-2030 **Assessment**: The 12% Kalshi price is generous. The scientific data strongly suggests ~3–5% is more appropriate for this outcome given the ~20 ppm gap and 4.5-year window.
4. Forecasters Opus + GPT-5.5 in parallel
claude-opus-4-7
high
Yes 4%
No 96%
Gap of ~20 ppm in 4.5 years requires ~4.4 ppm/yr, exceeding any observed rate. Scientific consensus places 450 ppm in ~2032-2035. Kalshi at 12% appears overpriced.
gpt-5.5
high
Yes 5%
No 95%
Kalshi anchors Yes at 12%, but the scientific evidence points materially lower because current CO2 is only about 430 ppm and reaching 450 before 2030 would require roughly 4.4 ppm/year sustained growth. Recent growth of ~2.6–3.6 ppm/year, including elevated El Niño-period rates, still implies arrival around 2031–2033 at the earliest for seasonal peaks, with Cambridge MLG’s central estimate around 2034 and 95% CI starting in 2032. The May 2025 seasonal peak near 430.5 ppm points toward No because even unusually high annual increases would not plausibly close a ~20 ppm gap in 4.5 years. I therefore move below the declining Kalshi 12% Yes price, while leaving a small tail for extreme measurement or growth anomalies.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasters correctly identify the ~20 ppm gap and required 4.4 ppm/yr rate, but neither explicitly notes that the *seasonal peak* (already at 430.5 ppm in May 2025) is ~3-4 ppm above the annual average, meaning if the question resolves on any instantaneous or monthly reading rather than annual average, the effective gap could be as small as ~16-17 ppm — still insurmountable but worth flagging as the definitional ambiguity the brief identifies. 2. Neither forecaster adequately engages with why the Kalshi price was as high as 26% just 34 days ago and has since fallen to 12%; this sharp decline suggests the market itself is correcting an earlier mispricing, and both forecasters' estimates (4-5%) diverge significantly from even the corrected 12% price without fully accounting for why sophisticated market participants might still hold 12%. 3. Both forecasters treat the tail risk of an unprecedented emissions/growth spike too dismissively — the brief notes 2024-2025 saw ~3.5-3.6 ppm/yr and that El Niño/wildfire years can spike growth, but neither quantifies what probability mass should attach to a scenario where 4+ ppm/yr is sustained for 4+ consecutive years, even if historically unprecedented. 4. The brief's key calibration note that "no year on record has seen sustained CO2 growth above ~3.7 ppm/yr" is crucial and both forecasters mention it, but neither explicitly computes the compound probability of multiple consecutive high-growth years needed — this would further justify sub-5% rather than merely citing the average rate. 5. Both forecasters anchor heavily on the Cambridge MLG 95% CI (2032-2035) without noting that this CI explicitly excludes pre-2030, which is itself a strong quantitative argument that even the "scientific tail" lands well after 2030, making the 4-5% estimates potentially still slightly generous rather than correctly calibrated.
6. Aggregator Opus · final calibrated forecast
4% (80% confidence)
Yes: 4% No: 96%
~20 ppm gap requires ~4.4 ppm/yr sustained, exceeding any observed rate. Scientific 95% CI starts in 2032. Kalshi 12% is generous and declining.
Pipeline Timing
Total pipeline time: 161.1s
Per-tool research timings shown in the Research section above.