$npx -y skills add vaquarkhan/data-engineering-agent-skills --skill esg-and-sustainability-regulatory-reportingGuides agents through ESG, sustainability, and regulatory reporting data products. Use when building governed metrics, traceable evidence, and audit-ready data pipelines for frameworks such as CSRD/ESRS, BRSR, climate disclosures, or similar sustainability reporting obligations.
| 1 | # ESG And Sustainability Regulatory Reporting |
| 2 | |
| 3 | ## Overview |
| 4 | |
| 5 | Use this skill when sustainability reporting becomes a governed data-engineering problem instead of a spreadsheet exercise. It helps agents build traceable data pipelines, materiality and methodology records, value-chain inputs, approval paths, and assurance-ready evidence for ESG or sustainability disclosures. |
| 6 | |
| 7 | ## When to Use |
| 8 | |
| 9 | - building data products for `CSRD`, `ESRS`, `BRSR`, climate, or investor-facing sustainability disclosures |
| 10 | - managing emissions, workforce, supplier, governance, or value-chain metrics |
| 11 | - preparing ESG datasets for audit, assurance, or board reporting |
| 12 | - replacing spreadsheet-driven sustainability reporting with governed pipelines |
| 13 | - aligning sustainability metrics with finance, ERP, procurement, and operational source systems |
| 14 | |
| 15 | Do not treat ESG reporting as presentation-layer work only. |
| 16 | |
| 17 | ## Workflow |
| 18 | |
| 19 | 1. Define the reporting perimeter and framework. |
| 20 | Clarify: |
| 21 | - reporting framework and audience |
| 22 | - legal entity and consolidation scope |
| 23 | - materiality or relevance process |
| 24 | - required disclosures, KPIs, and narrative dependencies |
| 25 | |
| 26 | 2. Map each disclosure to source systems and owners. |
| 27 | Include: |
| 28 | - source documents and systems |
| 29 | - transformation logic |
| 30 | - estimation or proxy rules |
| 31 | - approvers and accountable owners |
| 32 | - value-chain or supplier-supplied data |
| 33 | |
| 34 | 3. Make methodology versioned and reviewable. |
| 35 | Record: |
| 36 | - calculation rules |
| 37 | - emission factors or external reference sets |
| 38 | - thresholds and materiality criteria |
| 39 | - change logs |
| 40 | - exception handling |
| 41 | |
| 42 | 4. Build controls and evidence around the data product. |
| 43 | Require: |
| 44 | - lineage to source evidence |
| 45 | - approval workflow |
| 46 | - segregation of duties where needed |
| 47 | - reconciliation and reasonableness checks |
| 48 | - locked reporting snapshots |
| 49 | |
| 50 | 5. Design for assurance and publication. |
| 51 | Confirm: |
| 52 | - every datapoint can be traced |
| 53 | - reported outputs can be regenerated |
| 54 | - narrative and metric versions are aligned |
| 55 | - publication format and archival requirements are known |
| 56 | |
| 57 | ## Common Rationalizations |
| 58 | |
| 59 | | Rationalization | Reality | |
| 60 | | --- | --- | |
| 61 | | "The ESG team owns this, not engineering." | Sustainability reporting becomes an engineering problem once metrics, lineage, controls, and assurance matter. | |
| 62 | | "We only need annual reporting, so spreadsheets are fine." | Annual disclosures still require traceability, version control, and repeatable evidence. | |
| 63 | | "We can clean the data before audit." | Assurance failures usually come from weak source mapping and methodology control, not last-minute cleanup. | |
| 64 | |
| 65 | ## Red Flags |
| 66 | |
| 67 | - ESG metrics have no accountable data owner |
| 68 | - source evidence and published values cannot be traced end to end |
| 69 | - methodology changes are made with no version history |
| 70 | - value-chain or supplier inputs are used with no provenance or confidence rating |
| 71 | - reporting scope and financial consolidation boundaries do not match |
| 72 | |
| 73 | ## Verification |
| 74 | |
| 75 | - [ ] Reporting framework, scope, and materiality logic are explicit |
| 76 | - [ ] Each KPI is mapped to sources, methodology, and owners |
| 77 | - [ ] Lineage, controls, and approval evidence exist |
| 78 | - [ ] The reporting output is assurance-ready and reproducible |