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Building an Enterprise Climate Intelligence OS

Community description: How We Won 1st Place at CodeFest Datathon 2026: Building an Enterprise Carbon Intelligence...

Dev.to | Sep 24, 2026 | Malawige Inusha Thathsara Gunasekara

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We were given historical climate, emissions, energy mix, and carbon pricing datasets spanning 2000 to 2026, across 5 international emissions trading systems and 50 countries. 30-Day Allowance Price Forecasting (Classical ARIMA achieving 2. 64% average MAPE). But today, under statutory Cap-and-Trade compliance systems (EU ETS, UK ETS, California Cap-and-Trade, China ETS), carbon is a statutory, multi-billion-dollar financial liability. Figure 2: 30-Day out-of-sample price forecast comparison across all 5 international allowance markets.

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