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Replication Data for: Governance Reform Breaks Decarbonization Dead Zones in Public Procurement

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Zenodo2026-04-07 更新2026-05-26 收录
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Replication Package Complete data and code for the Nature Sustainability article analysing competition–carbon relationships in 21.6 million government contracts across 27 countries (2012–2023). Key Findings EU-context carbon premium: −4.3% (d = −0.08, t = −110; N = 13,638,933) 22 Decarbonization Dead Zones locking €190–250 billion annually beyond GPP reach Staggered DiD (Directive 2014/24/EU): ATT = −5.6 pp (permutation p = 0.042, pre-trend F = 1.32, p = 0.27) RDD at €139k threshold: +15.2% bidders, −0.33% carbon intensity Six converging within-sector evidence lines: Eurostat sectoral GHG, E-PRTR facility matching, within-supplier paired analysis, EU ETS headroom, UK PPN 06/21, measurement-error sensitivity Cross-continental corroboration: US (r = 0.555, p = 0.002), Canada (d = −0.56), Australia (d = 0.19), World Bank GPPD (22 countries, p = 0.016) Contents Data/processed/gprd_with_carbon.parquet: Main analysis dataset (21.6M contracts × EXIOBASE 3.8.2 carbon intensity) Data/reference/: CPV-to-EXIOBASE crosswalks, emission factors, country metadata Data/external/: SBTi targets, Eurostat GHG, Canada/Australia/Chile procurement, OECD governance Data/raw/: EXIOBASE 3.8.2, EU ETS verified emissions, Eurostat sectoral accounts, AusTender analysis/: All computation scripts (read parquet → produce results/*.json) scripts/: Data processing pipeline (parse → harmonize → link carbon) results/: 70 JSON output files from each analysis figures/: Publication-quality figures (3 PDFs) reanalysis/: 12-step robustness verification suite src/: Library modules (causal analysis, RDD, data acquisition) tests/: Unit tests for core modules Reproduction See REPRODUCE.md for step-by-step instructions. All analysis scripts read from Data/processed/gprd_with_carbon.parquet and write to results/. Key entry points: python reproduce_manuscript_claims.py — verifies all 6 key manuscript claims python reproduce_data_comprehensive.py — comprehensive data audit python scripts/run_full_pipeline.py — master orchestration (steps 1–8) No hardcoded values in primary analysis — all statistics computed from data. Note on raw data Raw EU TED XML (>90 GB) must be downloaded separately from https://ted.europa.eu. The processed parquet files contain the complete analysis-ready dataset. See Data/raw/README.md for download instructions. Related Publication Ashuraliyev, A. (2025). Governance Reform Breaks Decarbonization Dead Zones in Public Procurement. Nature Sustainability. (Under review)

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2026-04-07
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