Innovation Managers

Management

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AI exposure

Data source: BLSPublished: 2026-08
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
0.069
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 157 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Present investment information, such as product risks, fees, or fund performance statistics. 11-9199	0.097022.7	0.02774.0
Analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment. 11-9199	0.045410.6	0.199128.6
Identify, investigate, or resolve security breaches. 11-9199	0.04179.7	0.110415.9
Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential. 11-9199	0.03387.9	0.01091.6
Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation. 11-9199	0.02245.2	0.03034.4
Develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources. 11-9199	0.02245.2	0.02343.4
Develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools. 11-9199	0.02084.9	0.02764.0
Identify potential for loss and develop strategies to eliminate it. 11-9199	0.01964.6	0.01922.8
Assess risks to mitigate potential consequences of incidents and develop a plan to respond to incidents. 11-9199	0.01633.8	0.02012.9
Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals. 11-9199	0.01293.0	0.01462.1
Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products. 11-9199	0.01283.0	0.00731.1
Develop or implement fund investment policies or strategies. 11-9199	0.01022.4	0.00230.3
Select specific investments or investment mixes for purchase by an investment fund. 11-9199	0.01002.3	0.01181.7
Collect and analyze security data to determine security needs, security program goals, or program accomplishments. 11-9199	0.00952.2	0.075510.9
Conduct threat or vulnerability analyses to determine probable frequency, criticality, consequence, or severity of natural or man-made disasters or criminal activity on the organization's profitability or delivery of products or services. 11-9199	0.00631.5	0.02153.1
Write or review security-related documents, such as incident reports, proposals, and tactical or strategic initiatives. 11-9199	0.00611.4	0.00600.9
Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities. 11-9199	0.00501.2	—0
Develop or direct development of offering documents or marketing materials. 11-9199	0.00481.1	0.00180.3
Monitor and ensure a sound, ethical environment. 11-9199	0.00390.9	0.01652.4
Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met. 11-9199	0.00340.8	0.00620.9
Develop or implement procedures or systems to evaluate or select suppliers. 11-9199	0.00340.8	—0
Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information. 11-9199	0.00310.7	—0
Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents. 11-9199	0.00230.5	0.00420.6
Advise internal management or business partners on the implementation or operation of compliance programs. 11-9199	0.00230.5	—0
Identify group or individual target investors for a specific fund. 11-9199	0.00220.5	0.01442.1
Verify that software technology is in place to adequately provide oversight and monitoring in all required areas. 11-9199	0.00210.5	0.00380.5
Conduct or direct the internal investigation of compliance issues. 11-9199	0.00200.5	—0
Review or evaluate proposals or bids to make recommendations regarding awarding of contracts. 11-9199	0.00180.4	0.00721.0
Investigate product complaints and prepare documentation and submissions to appropriate regulatory agencies as necessary. 11-9199	0.00170.4	0.00550.8
Contribute to the development or implementation of business unit strategic and operating plans. 11-9199	0.00170.4	—0
Advise retail managers on compliance with applicable codes, laws, regulations, or standards. 11-9199	0.00160.4	—0
Manage investment funds to maximize return on client investments.	—0	0.00650.9
Select or direct the execution of trades.	—0	0.00540.8
Monitor security policies, programs or procedures to ensure compliance with internal security policies, licensing requirements, or applicable government security requirements, policies, and directives.	—0	0.00420.6
Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.	—0	0.00340.5
Verify that all firm and regulatory policies and procedures have been documented, implemented, and communicated.	—0	0.00330.5
Communicate security status, updates, and actual or potential problems, using established protocols.	—0	0.00320.5
Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.	—0	0.00220.3
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Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

AI exposure

Task-level exposure

Occupation information