Occupation baseline · Research consensus
Will AI replace Business Operations Specialists, All Other?
Baseline AI displacement risk for Business Operations Specialists, All Other, aggregated from 8 research sources.
What this score means
Business Operations Specialists, All Other sits in the middle of the exposure range for Business & Operations. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 48 out of 100 it sits close to the Business & Operations average of 47. Across the 8 sources behind this baseline, individual estimates run from 14 to 64, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
The research behind this score
This baseline aggregates 8 research sources that scored Business Operations Specialists, All Other for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Crashing Waves vs. Rising Tides: Preliminary Findings on AI Automation from Thousands of Worker Evaluations of Labor Market Tasks · 2026Mertens, Thompson et al., MIT FutureTech (2026)
- 03The AI Jobs Transition Framework: Mapping AI's Near-Term Impact on Jobs · 2026OpenAI Economic Research (2026)
- 04Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 05Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 06A new future of work: The race to deploy AI and raise skills in Europe and beyond · 2024McKinsey Global Institute (2024)
- 07AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
- 08Generative AI and the Future of Work in America · 2023McKinsey Global Institute (2023)
Common questions
- How likely is AI to replace Business Operations Specialists, All Other?
- Published research puts Business Operations Specialists, All Other at 48 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 8 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Business Operations Specialists, All Other?
- Only partly. Individual estimates for Business Operations Specialists, All Other run from 14 to 64 out of 100 across the 8 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which business & operations roles face similar AI exposure?
- The closest published business & operations roles to Business Operations Specialists, All Other by score are Purchasing Agents, Except Wholesale, Retail, and Farm Products (48/100), Business Continuity Planners (49/100), and Logistics Engineers (49/100). Each has its own page with the research behind its number.
Also covers
Administrative Analyst · Administrative Assistant · Attendance Officer · Bar Examiner · Branch Operation Evaluation Manager · Business Agent · Business Development Assistant · Business Opportunity and Property Investment Broker and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More business & operations occupations
- Claims Adjusters, Examiners, and Investigators50/100
- Business Continuity Planners49/100
- Logistics Engineers49/100
- Purchasing Agents, Except Wholesale, Retail, and Farm Products48/100
- Cost Estimators47/100
- Logisticians47/100
- Agents and Business Managers of Artists, Performers, and Athletes46/100
- Compensation, Benefits, and Job Analysis Specialists46/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.