← Back to scans

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

KXCO2LEVEL-30-450 · World · 2026-06-28
2%
Agent
22%
Market Price
-19.5%
Edge
80%
Confidence
Volume: 3,853
Spread: 9.0c
Days to resolution: 1283
Markets in event: 5
Final Rationale
Physical evidence overwhelmingly supports No: ~430 ppm now with a ~20 ppm gap requiring an unprecedented 5.5 ppm/yr sustained, and 500k Monte Carlo runs hit 450 zero times. The Kalshi 22% appears driven by thin liquidity. I set Yes at 2%, slightly below the forecasters' average to reflect the critique that even 2.5-3% is generous, while retaining a small tail for resolution ambiguity and compounding shocks.
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 $t{=}0$.
$n = 17$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-06-21 3% 13% 80%
2026-06-14 4% 12% 80%
2026-05-11 4% 24% 92%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: kalshi_direct claude_news code_execution kalshi_related polymarket_related
Sub-questions (Fermi decomposition)
  1. What is the current atmospheric CO2 concentration (Mauna Loa / NOAA monthly mean) as of late 2024/2025?
  2. What is the recent annual growth rate of CO2 (ppm/year) over the last 5-10 years?
  3. Does the seasonal maximum (typically May) put any monthly reading above 450 before 2030 even if the annual mean is lower?
  4. How does the resolution criterion define '450' — monthly mean, annual mean, or any instantaneous reading?
  5. What does linear/accelerating extrapolation imply for whether 450 ppm is reached before Jan 2030?
Planner reasoning
CO2 atmospheric concentration follows a well-known upward trajectory with strong seasonal cycles; the question is whether the monthly/annual mean crosses 450 ppm before 2030. Current levels (~425 ppm in 2024-25) and the steady ~2.5 ppm/year growth rate are the key inputs. I need the latest reading and a trend extrapolation to compute the probability of hitting 450 by then.
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): 22.00% - 7-day price change: +10.00% - 30-day price change: +0.00% - Average daily volume: 68 contracts - Price range: 12.00% - 26.00% - Data points: 35 days
claude_news OK 21.8s 11 Here are the key findings relevant to the forecasting question: --- **Current CO2 Levels (2024–2025)** - At Mauna Loa Observatory, the annual average CO2 in 2024 was **424.61 ppm**, a new record. - The global average CO2 set a new record high in 2024: **422.7 ppm**. The increase over 2023 was
code_execution OK 77.9s 2 ## Key Findings - **Annual mean CO2 trajectory (2025–2029):** Under all plausible scenarios, the annual mean rises from ~425 ppm (2025) to **434–437 ppm by 2029** — a gain of only ~10–12 ppm over four years. Even the most aggressive (accelerating) scenario reaches just **435.9 ppm** as an annual me
kalshi_related OK 3.7s 2 2 related markets / summaries. series KXCO2LEVEL: 0 markets (skipped 5 no-signal) | keyword 'CO2 concentration': ok | keyword 'carbon dioxide': no matches | keyword 'climate': ok
polymarket_related OK 3.7s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'CO2 concentration': 0 markets | keyword 'carbon dioxide ppm': 0 markets
3. Evidence Brief Sonnet · 4958 chars
# Current state The resolution criterion asks whether atmospheric CO2 reaches ≥450 ppm before Jan 2030. Current Mauna Loa readings (May 2025) are ~430 ppm; the gap to 450 is ~20 ppm. The market resolves Yes only if that 20-ppm gap closes in ~4.5 years. # Timeline of key events - **2024 annual**: Mauna Loa annual mean = 424.61 ppm (record high) [NOAA, confirmed] - **2024**: Global average CO2 = 422.7 ppm; year-over-year increase = 3.75 ppm (largest single-year rise on record) [WMO, confirmed] - **2025-02**: Mauna Loa monthly mean = 427.09 ppm [NOAA, confirmed] - **2025-05**: Mauna Loa monthly mean = 430.5 ppm (NOAA); Scripps = 430.2 ppm [confirmed] - **2025 full-year projection**: ~426.6–427.5 ppm annual mean [Met Office / Statista, reported] - **2026 forecast**: Met Office projects +2.37 ± 0.55 ppm → ~429.4 ± 0.6 ppm annual mean [reported] --- # Event Will atmospheric CO2 concentration reach at least 450 ppm before January 2030? # Outcomes to forecast - **Yes**: CO2 ≥ 450 ppm (by some reading) before Jan 1, 2030 - **No**: CO2 stays below 450 ppm through Dec 2029 # Kalshi market anchor - **Current YES price: 22%** — up +10pp over 7 days, flat over 30 days - Volume: ~68 contracts/day; price range 12–26% over 35 days - ⚠️ This price appears **dramatically overpriced** relative to physical evidence (see below) # Sub-question answers 1. **Current CO2 concentration?** — May 2025 Mauna Loa monthly mean = **430.5 ppm** (NOAA), 430.2 ppm (Scripps). 2025 annual mean on track for ~427–428 ppm. [NOAA/Scripps, confirmed] 2. **Recent annual growth rate?** — Long-term average ~2.4 ppm/yr (2011–2020); 2023→2024 surge was **3.75 ppm** (record); 2024→2025 increase tracking ~3.0–3.5 ppm. Baseline planning rate: ~2.4–2.9 ppm/yr. [WMO/NOAA, confirmed] 3. **Does seasonal maximum (May) cross 450 before 2030?** — May readings run ~3.25 ppm above annual mean. Under the most aggressive linear scenario (2.9 ppm/yr), May 2029 peak ≈ **439.9 ppm** — still ~10 ppm below 450. Under Monte Carlo with 500k simulations, **zero** simulations reached 450. [code_execution, confirmed] 4. **How is '450' defined?** — Market description simply states "atmospheric concentration of CO2 is at least 450." No explicit monthly vs. annual distinction; likely any official Mauna Loa reading. [Kalshi market rules, ambiguous but moot given gap] 5. **What does extrapolation imply?** — Starting from ~428 ppm (end 2025), reaching 450 by late 2029 requires **~5.5 ppm/yr sustained** — 2× the record 2024 surge and ~37× the plausible acceleration. Under all scenarios, 2029 annual mean tops out at ~434–438 ppm; May 2029 peak tops out at ~440 ppm. [code_execution, confirmed] # Key facts (high-confidence, factual) 1. [NOAA] May 2025 Mauna Loa = 430.5 ppm 2. [WMO] Record 2023→2024 increase = 3.75 ppm; driven by El Niño + wildfire anomalies 3. [Met Office] 2026 annual mean forecast = 429.4 ± 0.6 ppm 4. [code_execution] Gap to 450 = ~20 ppm; closing it by 2029 requires >5.4 ppm/yr sustained 5. [code_execution] 500,000 Monte Carlo simulations: **0** reach 450 before Jan 2030; 99th percentile of May 2029 peak ≈ 443 ppm # Cross-market signals - **Kalshi** (this market): 22% YES — implausibly high vs. physical data - **Kalshi related CO2**: No other CO2 sub-threshold markets found for arbitrage - **Polymarket**: No matching markets - **Sportsbook**: N/A # Analyst opinions and speculation - Met Office and NOAA forecasts show no pathway to 450 before 2030 under any published emissions scenario [Met Office, confirmed] - The 2024 record growth spike (3.75 ppm) was attributed to El Niño + wildfires — a transient, not a new baseline [WMO, confirmed] - Even under the "accelerating" scenario (+0.05 ppm/yr² per year), the annual mean in 2029 reaches only ~437 ppm [code_execution] # Directional lean per outcome - **Yes (≥450)**: No credible physical pathway; would require historically unprecedented 5.5+ ppm/yr sustained through 2029; zero model runs support it - **No (<450)**: Strongly supported by all physical extrapolations, forecasts, and Monte Carlo analysis; gap is ~20 ppm with ~4.5 years remaining # Gaps / unknowns - Resolution criterion ambiguity (monthly mean vs. any instantaneous reading) — moot since even extreme outliers don't approach 450 - Unknown: whether a catastrophic volcanic/anthropogenic event could spike readings (not historically precedented at this scale) - Unknown: why Kalshi market trades at 22% — possible thin liquidity / uninformed trading # Calibration anchors - **Kalshi current YES price: 22%** — treat as significant overestimate - **Physical model upper bound**: May 2029 peak ≈ 440 ppm (99th percentile ≈ 443 ppm); 450 is ~3σ+ beyond plausible range - **Precedent**: No year has ever recorded >4 ppm annual growth; a 5.5 ppm/yr sustained rate has no historical analog - **Fair value estimate**: ~1–2% YES probability; Kalshi at 22% likely reflects market thinness (68 contracts/day) not genuine uncertainty
4. Forecasters Opus + GPT-5.5 in parallel
claude-opus-4-8
high
Yes 3%
No 97%
Current Mauna Loa CO2 is ~430 ppm with ~20 ppm gap to 450 and only ~4.5 years remaining. Reaching 450 requires >5.4 ppm/yr sustained, double the record 2024 surge; 500k Monte Carlo simulations show zero reaching 450, with 99th percentile May 2029 peak ~443 ppm. The Kalshi 22% YES price appears driven by thin liquidity rather than physical evidence, so I anchor well below it.
gpt-5.5
high
Yes 2%
No 98%
Kalshi's YES anchor is 22%, but the physical evidence points strongly toward No: current Mauna Loa is only ~430.5 ppm in May 2025 and the 2025 annual mean is tracking ~427–428 ppm, leaving roughly a 20 ppm gap. Recent growth rates of ~2.4–3.75 ppm/yr imply 2029 levels far below 450, and reaching 450 before 2030 would require ~5.5 ppm/yr sustained, well above any historical precedent. The seasonal May peak being ~3.25 ppm above annual mean still only gets to about 440 ppm under aggressive extrapolation, and the cited 500k-simulation Monte Carlo had zero reaches with a 99th percentile near 443 ppm. This evidence points toward No despite the market price, likely due to thin liquidity or misunderstanding of the threshold.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasters appropriately discount the 22% Kalshi price but may still be anchoring too high: the brief states "fair value estimate ~1–2% YES" and Monte Carlo 99th percentile barely reaches 443 ppm, making even 2.5–3% arguably generous given the evidence shows essentially zero physical pathway. 2. Neither forecaster explicitly addresses the resolution ambiguity (monthly mean vs. instantaneous spike) and whether an extreme volcanic or anthropogenic event could produce a short-duration anomalous reading—the brief flags this as an unknown, and while likely moot, it represents the primary residual tail risk that could justify any non-zero probability above ~0.5%. 3. Both forecasters treat the 2024 record 3.75 ppm surge as an extreme bound, but neither explicitly weights the scenario where El Niño-scale events compound repeatedly across 2025–2029; the brief notes this was a transient anomaly, and failing to model compounding transient shocks means the tail may be slightly underestimated, not overestimated. 4. The forecasters diverge slightly (3.0% vs 2.5%) without identifying why—there is no substantive disagreement in their reasoning, suggesting the gap reflects rounding/anchoring noise rather than any genuine differential assessment of a specific sub-question, which undermines the claim of independent analysis. 5. Neither forecaster interrogates the Kalshi market mechanics deeply: at 68 contracts/day and a 10pp move in 7 days, the brief hints at possible informed trading or a news event driving the recent spike—this warrants more explicit treatment as a potential update signal rather than dismissal as "uninformed trading."
6. Aggregator Opus · final calibrated forecast
2% (80% confidence)
Yes: 2% No: 98%
Physical evidence overwhelmingly supports No: ~430 ppm now with a ~20 ppm gap requiring an unprecedented 5.5 ppm/yr sustained, and 500k Monte Carlo runs hit 450 zero times. The Kalshi 22% appears driven by thin liquidity. I set Yes at 2%, slightly below the forecasters' average to reflect the critique that even 2.5-3% is generous, while retaining a small tail for resolution ambiguity and compounding shocks.
Pipeline Timing
Total pipeline time: 145.0s
Per-tool research timings shown in the Research section above.