Takeover Tracker

vs

35 shared · 28 different

core competencies

Side-by-Side Comparison

MetricOperations Research AnalystsData Warehousing Specialists
Risk Score31.9%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile51th82th
Tasks at Risk (>50%)6 / 158 / 15
Median Salary$91,290N/A
Employment108KN/A

Skill Comparison

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Sorted by largest difference

MathematicsAI-Vulnerable
Mathematical Reasoning
MathematicsAI-Vulnerable
Number Facility
Estimating the Quantifiable Characteristics of Products, Events, or Information
Communicating with Persons Outside Organization
Selling or Influencing Others
Making Decisions and Solving Problems
ProgrammingAI-Vulnerable
Provide Consultation and Advice to Others
English Language
Operations Analysis

Protective Factors

Higher values indicate stronger protection against AI displacement

Operations Research Analysts

30%

total discount

Data Warehousing Specialists

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Operations Research Analysts

6 of 15 at risk
59%Review research literature.
53%Specify manipulative or computational methods to be applied to models.
52%Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
52%Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
51%Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

Data Warehousing Specialists

8 of 15 at risk
87%Verify the structure, accuracy, or quality of warehouse data.
86%Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
71%Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
55%Review designs, codes, test plans, or documentation to ensure quality.
54%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.

Wage Comparison

Operations Research AnalystsData Warehousing Specialists
10th
$53,910N/A
25th
$66,910N/A
Median
$91,290N/A
75th
$124,120N/A
90th
$159,280N/A

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