Somewhat Resilient
Last Update: 10/7/2026
AI Resilience Score for Data Warehousing Spec.:
47.9%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Low
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
High
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
AI Resilience Report forData Warehousing Specialists
$139,500 median salary•3,900 annual openings•SOC Code: 15-1243.01
Data Warehousing Specialists are somewhat less resilient to AI impacts than most occupations, according to our analysis of 6 sources.
Data Warehousing Specialists land in "Somewhat Resilient" because AI is genuinely changing how a lot of the day-to-day work gets done, especially the more routine tasks like writing ETL scripts, mapping data fields, and generating documentation. Tools that handle these tasks automatically are already being sold and used by companies right now, which means the job is shifting rather than staying the same.
Learn more about how you can thrive in this position
This role is somewhat resilient
Data Warehousing Specialists land in "Somewhat Resilient" because AI is genuinely changing how a lot of the day-to-day work gets done, especially the more routine tasks like writing ETL scripts, mapping data fields, and generating documentation. Tools that handle these tasks automatically are already being sold and used by companies right now, which means the job is shifting rather than staying the same.
Read full analysisAnalysis of current AI resilience
Data Warehousing Spec.
Updated quarterly
How can Data Warehousing Spec. prepare for AI?
Latest AI news for Data Warehousing Spec.
These articles provide valuable insights for future Data Warehousing Specialists. The article on energy use at data centers highlights the growing demand for efficient data management as energy needs rise, suggesting a need for innovative solutions in data warehousing. Additionally, the piece on AI in warehouse management showcases how AI can optimize operations, offering career opportunities for specialists to leverage technology for improved efficiency. Understanding the potential risks of AI, as noted in the article about job displacement, can help students focus on developing AI resilience and adapting their skills for the future.
Will AI Replace Data Warehousing Specialists? 72% Risk
www.aijobchecker.com • 9/20/2026
Data Warehousing Specialists face a 72/100 AI replacement risk. See which tasks are most vulnerable, key timelines, and how to future-proof your career.
AI in Warehouse Management: Real-World Applications and Career Opportunities
www.coursera.org • 4/15/2026
Explore how AI in warehouse management can help you optimize your warehouse with benefits like improved efficiency, reduced costs, and more.
Unpacking the Talent Shift That AI Could Spark: Interview with Joseph Fuller
www.library.hbs.edu • 2/26/2026
Generative AI could open more roles to AI-savvy candidates who lack credentials or experience, says research by Joseph Fuller.
Amazon layoffs highlight impact of AI, some experts say: 'Wake-up call’
abcnews.com • 10/28/2025
Amazon said Tuesday it will lay off thousands of corporate workers, citing AI. 2:45. What Amazon's cutting of 14,000 jobs means for the...
What we know about energy use at U.S. data centers amid the AI boom
www.pewresearch.org • 10/24/2025
Data centers accounted for 4% of total U.S. electricity use in 2024. Their energy demand is expected to more than double by 2030.
More Career Info
Career: Data Warehousing Specialists
They organize and store large amounts of data so businesses can easily find and use the information they need to make smart decisions.
Parent Careers
Similar Careers
Employment & Wage Data
Median Wage
$139,500
Jobs (2025)
69,500
Growth (2025-35)
+9.4%
Annual Openings
3,900
Education
Bachelor's degree
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Select methods, techniques, or criteria for data warehousing evaluative procedures.
2
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.
3
Provide or coordinate troubleshooting support for data warehouses.
4
Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.
5
Design and implement warehouse database structures.
6
Implement business rules via stored procedures, middleware, or other technologies.
7
Test software systems or applications for software enhancements or new products.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
