Data Warehousing Specialists
Machines can already do 74% of this job's tasks. By 2035 that rises to 94%. Most of the work is changing now.
Share of the work machines can do
Worldwide baseline, 2026 to 2050
Data Warehousing Specialists in 2026: the short answer
- Today: machines can do 74% of this job's tasks, and AI use is already seen in 58% of them.
- Forecast: machines can already do half of its tasks, and 94% by 2035, according to the 311 Strategic Intelligence Unit.
- Size: 67,140 people do this job in the United States, on a median pay of $139,500 a year.
- Contact with people: it scores 54% for contact with people.
- Also called: Data Warehouse Analyst, Data Warehouse Solution Architect.
Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.
How the work changes, task by task
The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.
| Task | Share of the day | Machines can do | 2026 to 2035 |
|---|---|---|---|
| Verify the structure, accuracy, or quality of warehouse data | 9% | 70% to 95% | |
| Develop and implement data extraction procedures from other systems, such as administration, billing, or claims | 9% | 80% to 97% | |
| Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies | 9% | 82% to 97% | |
| Develop data warehouse process models, including sourcing, loading, transformation, and extraction | 8% | 75% to 95% | |
| Design and implement warehouse database structures | 8% | 78% to 97% | |
| Provide or coordinate troubleshooting support for data warehouses | 8% | 78% to 97% | |
| Map data between source systems, data warehouses, and data marts | 7% | 82% to 97% | |
| Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements | 7% | 76% to 96% |
The skills this job runs on
The skills data warehousing specialists use most, most used first.
Safer jobs nearby
Jobs with a similar skill shape where machines can do less of the work by 2035.
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- Data Scientists84% of tasks by 2035 · US median $120,230
- Web Developers87% of tasks by 2035 · US median $92,650
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Questions
When will machines do half of the tasks of Data Warehousing Specialists?
Machines can already do half of its tasks. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.
Will AI take the job of data warehousing specialists?
Machines can do 74% of the tasks of data warehousing specialists today and 94% by 2035. Most of the routine work moves to machines, and the people in the job move to oversight, judgement and client work.
Sources and citing
Tasks and their share of the day: O*NET 31.0, occupation 15-1243.01 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.
Cite as: 311 Institute (2026). Data Warehousing Specialists: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/data-warehousing-specialists/