Name: Financial Controllers — published AI exposure indices
Creator: AI Changing Work

AI exposure

Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery high
Group-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
Source dataset (XLSX download)
Data source: AnthropicPublished: 2026-03
0.391
0.000Range of values carried here0.745
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Source dataset

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 42 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Develop or direct development of offering documents or marketing materials. 11-3031	0.090027.3	0.01003.6
Evaluate data pertaining to costs to plan budgets. 11-3031	0.060018.2	0.01003.6
Advise management on short-term and long-term financial objectives, policies, and actions. 11-3031	0.040012.1	0.00000.0
Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential. 11-3031	0.03009.1	0.100035.7
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed. 11-3031	0.02006.1	0.01003.6
Review reports of securities transactions or price lists to analyze market conditions. 11-3031	0.01003.0	0.050017.9
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter. 11-3031	0.01003.0	0.040014.3
Prepare operational or risk reports for management analysis. 11-3031	0.01003.0	0.030010.7
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies. 11-3031	0.01003.0	0.00000.0
Provide direction and assistance to other organizational units regarding accounting and budgeting policies and procedures and efficient control and utilization of financial resources. 11-3031	0.01003.0	0.00000.0
Perform tax planning work. 11-3031	0.01003.0	0.00000.0
Present investment information, such as product risks, fees, or fund performance statistics. 11-3031	0.01003.0	0.00000.0
Evaluate financial reporting systems, accounting or collection procedures, or investment activities and make recommendations for changes to procedures, operating systems, budgets, or other financial control functions. 11-3031	0.01003.0	—0
Review collection reports to determine the status of collections and the amounts of outstanding balances. 11-3031	0.01003.0	—0
Verify regulatory compliance of transaction reporting. 11-3031	0.00000.0	0.01003.6
Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation. 11-3031	0.00000.0	0.01003.6
Recruit staff members.	—0	0.01003.6
Show 7 more tasks ▾Show less ▴

Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

Occupation information

US

Recent Changes Affecting This Occupation

Mar 2026: Published evergreen blog analysis: AI exposure 62%, automation risk 46/100 in 2025.

[Source: AI Changing Work Blog]