Financial Controllers

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

Business & Financial Operations

We are checking this occupation's data links, so some figures are temporarily hidden.

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 21 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Develop or analyze information to assess the current or future financial status of firms. 11-3031	0.068337.6	0.059231.9
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards. 11-3031	0.025414.0	0.00492.6
Analyze and classify risks and investments to determine their potential impacts on companies. 11-3031	0.01468.0	0.033418.0
Review reports of securities transactions or price lists to analyze market conditions. 11-3031	0.01156.3	0.022612.2
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed. 11-3031	0.01045.7	0.00150.8
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies. 11-3031	0.00633.5	0.00351.9
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter. 11-3031	0.00522.9	0.023512.7
Plan, direct, and coordinate risk and insurance programs of establishments to control risks and losses. 11-3031	0.00492.7	0.00482.6
Examine, evaluate, or process loan applications. 11-3031	0.00472.6	0.01689.1
Advise management on short-term and long-term financial objectives, policies, and actions. 11-3031	0.00392.1	—0
Recruit staff members. 11-3031	0.00362.0	0.00432.3
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	0.00321.8	0.00281.5
Oversee the flow of cash or financial instruments. 11-3031	0.00291.6	0.00241.3
Compute, withhold, and account for all payroll deductions. 11-3031	0.00271.5	0.00170.9
Develop internal control policies, guidelines, and procedures for activities such as budget administration, cash and credit management, and accounting. 11-3031	0.00251.4	—0
Prepare financial or regulatory reports required by laws, regulations, or boards of directors. 11-3031	0.00251.4	—0
Evaluate data pertaining to costs to plan budgets. 11-3031	0.00241.3	—0
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures. 11-3031	0.00181.0	0.00191.0
Submit delinquent accounts to attorneys or outside agencies for collection. 11-3031	0.00170.9	—0
Direct insurance negotiations, select insurance brokers or carriers, and place insurance. 11-3031	0.00170.9	—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	0.00150.8	—0
Prepare operational or risk reports for management analysis.	—0	0.00201.1
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Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

Occupation information

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]