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15-1243.01

Data Warehousing Specialists

Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users.

4.0OUT OF 10SAFEHIGH RISK
Moderate Risk

AI will start nibbling at this role

Safer than 37% of occupations we track

Frey & Osborne (2013) estimated 50% probability of automation for this role
paper →
37%
of jobs safer
639
jobs riskier than this
+8.7%
projected growth

Disruption Vector

Disruption Type

Software & AI

AI software systems—language models, automation tools, and intelligent algorithms—are the primary vector of disruption for this role.

AI-assisted ETL tools and platforms like Databricks AutoML can now suggest schema designs, detect data quality issues, and auto-generate pipeline code, reducing manual warehousing work. Complex multi-source integration, performance tuning for high-throughput production systems, and governance decisions about sensitive data flows still require skilled engineers. Through 2027 the role is evolving rather than disappearing; specialists who can architect AI-ready data platforms and govern LLM training datasets will be in high demand.

Disrupted byGitHub CopilotChatGPT / GPT-4oSalesforce Einstein

Salary & Job Outlook

Median Annual Pay
$135,980
US Bureau of Labor Statistics
10-Year Job Growth
+8.7%
Faster than average
Education Required
Bachelor's degree
Job Zone 4 / 5

AI Risk Timeline

4.0
4.3
4.6
5.2
Today
5 Years
10 Years
20 Years

Projection model: Based on current AI capability growth rates. High-risk occupations are projected to see compounding automation pressure, while human-centric roles show slower risk accumulation. These are statistical projections, not guarantees.

Skills Analysis — AI Vulnerability

AI can replicate (0)
AI-resistant (1)
Mixed
Critical Thinking80%
Active Learning75%
Complex Problem Solving78%
Judgment and Decision Making82%
Reading Comprehension72%

Career Pivot Paths

If you're a Data Warehousing Specialists, consider pivoting toward these lower-risk roles:

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Data Warehousing Specialists

4.0
/ 10
Moderate Risk
40% automation risk

"Safe-ish. AI is your coworker, not your replacement. Yet."

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DATA WAREHOUSING SPECIALISTS
4.0

/ 10

MODERATE RISK

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You're safer than a Barbers but riskier than a Aerospace Engineers.

This analysis is for informational purposes only and is based on statistical models and academic research. It does not constitute career advice and is not a guarantee of future employment outcomes. AI impact varies significantly by employer, region, and individual circumstances. Learn about our methodology →