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 25 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Develop or analyze information to assess the current or future financial status of firms. 11-3031	0.041938.8	0.080841.0
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards. 11-3031	0.015314.2	0.00251.3
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed. 11-3031	0.011110.3	0.00462.3
Analyze and classify risks and investments to determine their potential impacts on companies. 11-3031	0.00746.8	0.034517.5
Review reports of securities transactions or price lists to analyze market conditions. 11-3031	0.00736.7	0.01557.8
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies. 11-3031	0.00666.1	0.00251.3
Examine, evaluate, or process loan applications. 11-3031	0.00302.8	0.01567.9
Develop internal control policies, guidelines, and procedures for activities such as budget administration, cash and credit management, and accounting. 11-3031	0.00302.8	—0
Plan, direct, and coordinate risk and insurance programs of establishments to control risks and losses. 11-3031	0.00282.6	0.00291.5
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	0.00252.3	—0
Advise management on short-term and long-term financial objectives, policies, and actions. 11-3031	0.00201.8	—0
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter. 11-3031	0.00181.6	0.028214.3
Review collection reports to determine the status of collections and the amounts of outstanding balances. 11-3031	0.00181.6	—0
Evaluate data pertaining to costs to plan budgets. 11-3031	0.00171.5	—0
Approve, reject, or coordinate the approval or rejection of lines of credit or commercial, real estate, or personal loans.	—0	0.00361.8
Recruit staff members.	—0	0.00321.6
Direct insurance negotiations, select insurance brokers or carriers, and place insurance.	—0	0.00170.9
Prepare operational or risk reports for management analysis.	—0	0.00160.8
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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]