Sustainability Data & Analytics
Build the datasets, dashboards and models sustainability teams run on.
Sustainability data teams build datasets, dashboards and models that show whether environmental and social targets are being met. It's standard data engineering applied to unusual inputs: emission factors, supplier surveys, satellite feeds and unstructured disclosure text.
Disclosure rules are pushing emissions data into the same warehouses and BI stacks companies already run, so data skills transfer into this path faster than most. The domain knowledge is what separates generic data people from climate data people. It shows up when you explain why a Scope 3 spend estimate needs uncertainty bands, or how CSRD datapoints shape a warehouse schema.
Typical job titles
Skills needed
Requirement levels feed the matching engine: mandatory gaps block the score, recommended gaps shape upskilling, differentiators set seniors apart.
| Skill | Requirement | Weight |
|---|---|---|
| Scope 3 accounting (spend & activity based) | Mandatory | 2.5 |
| Public climate datasets (EDGAR, Climate TRACE) | Recommended | 1.5 |
| Skill | Requirement | Weight |
|---|---|---|
| CSRD / ESRS implementation | Recommended | 2.0 |
| Skill | Requirement | Weight |
|---|---|---|
| Python & SQL | Mandatory | 3.0 |
| BI dashboards (Power BI / Tableau) | Mandatory | 2.0 |
| Data pipelines & modeling (dbt, Snowflake) | Recommended | 2.0 |
| ESG reporting platforms (Workiva, Watershed, Persefoni) | Recommended | 1.5 |
| ML & forecasting for climate data | Differentiator | 1.5 |
| Skill | Requirement | Weight |
|---|---|---|
| LCA (ISO 14040/44, openLCA / SimaPro) | Differentiator | 1.0 |
| Skill | Requirement | Weight |
|---|---|---|
| Product thinking & stakeholder translation | Recommended | 1.5 |
Key frameworks & regulations
- GHG Protocol
- CSRD / ESRS datapoints
- ISSB S2
- Climate TRACE / EDGAR
Typical entry backgrounds
- Data / Analytics
- Engineering
- Environmental Science
Proof-of-work portfolio projects
Recommended certifications
| Certification | Provider | Level | Study time |
|---|---|---|---|
| GHG Protocol Corporate Standard | WRI / WBCSD | beginner | 6–10 h |
| Google Data Analytics Certificate | Coursera / Google | beginner | 6 months |
| Microsoft PL-300: Power BI Data Analyst | Microsoft | intermediate | 40–60 h |
Related paths
- Carbon Markets & Climate FinanceOpen the Carbon Markets & Climate Finance roadmap
- Environmental ConsultingOpen the Environmental Consulting roadmap
- ESG & Sustainability ReportingOpen the ESG & Sustainability Reporting roadmap