All sectorsThe same grid as text
Business and Financial Operations
How far apart the occupations inside this sector are.
AI finishes988 tasks
5%
of this sector's tasks, at L2 or above. The middle sector is at 3%.
Spread inside48
43pt
points between its widest and its narrowest occupation, among the 21 anything was read about.
The work in this sector, as 100 squares
One square, one task, filled to the lowest level covering it.
of 988
- L5 · Full automationemptyAI delivers alone in any setting, with no defined scope limiting it.
- L4 · High automationemptyAI delivers alone inside a defined scope, running in real business.
- L3 · Conditional automation3AI completes it; a person spot-checks rather than reviews each one.
- L2 · Partial automation49AI produces the bulk; a person reviews and corrects every item.
- L1 · Assisted47AI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown251part of this work has no evidence either way
- Untouched638no update in the collected window mentions it
What moved it
Updates that left evidence on work reaching this sector.
2026-08-2446 days recorded2026-10-08
- 10-08Ignite Vision builds AI creator matching on Qwen, cutting screening from hours to minutesAnalyze role requirements and source candidates
- 10-06Nano Banana 2.1 now live in StitchCreate advertising copy and visual assets
- 10-06Google launches Nano Banana 2.1 image generation and editing modelCreate advertising copy and visual assets
- 09-28Advance AI uses Alibaba Cloud for fraud detection modelsReview unusual transactions and customer compliance records
- 09-25Antigravity 2.0 adds dedicated planning modeAssess system options and integration plans
- 09-25Gemini 3.8 Live integrates with Salesforce AgentforceHandle product inquiries and online after-sales service
and 34 more
What AI does here
The work reaching this sector, furthest first.
- Manage onboarding departures and personnel recordsL3 · Conditional automation
- Administer staffing arrangements and personnel service recordsL3 · Conditional automation
- Design improvements and track implementationL2 · Partial automation
- Analyze asset information and investment scenariosL2 · Partial automation
- Request quotations negotiate and manage purchase ordersL2 · Partial automation
- Process online orders and fulfillment exceptionsL2 · Partial automation
- Migrate and configure enterprise systems and hand over operationsL2 · Partial automation
- Analyze research data and derive user insightsL2 · Partial automation
- Configure campaigns and analyze performanceL2 · Partial automation
- Handle product inquiries and online after-sales serviceL2 · Partial automation
- Develop audience strategies and advertising conceptsL2 · Partial automation
- Prepare budgets forecasts and variance analysisL2 · Partial automation
Inside this sector
Occupations48
The same hundred squares, once per occupation, ranked.
- WidestPersonal Financial Advisors43%
- NarrowestSecurity Management Specialists0%
- 43 points apart no update in the collected window mentions this occupation 27 more have no evidence at all.
- Personal Financial Advisors21 tasks43%
- Financial and Investment Analysts26 tasks31%
- Online Merchants34 tasks29%
- Search Marketing Strategists36 tasks28%
- Human Resources Specialists26 tasks15%
- Fraud Examiners, Investigators and Analysts23 tasks9%
- Management Analysts11 tasks9%
- Market Research Analysts and Marketing Specialists13 tasks8%
- Labor Relations Specialists28 tasks7%
- Wholesale and Retail Buyers, Except Farm Products16 tasks6%
- Project Management Specialists20 tasks5%
- Purchasing Agents, Except Wholesale, Retail, and Farm Products19 tasks5%
- Logistics Analysts31 tasks3%
- Logistics Engineers30 tasks3%
- Accountants and Auditors30 tasks0%
- Agents and Business Managers of Artists, Performers, and Athletes14 tasks0%
- Appraisers and Assessors of Real Estate28 tasks0%
- Appraisers of Personal and Business Property14 tasks0%
- Budget Analysts13 tasks0%
- Business Continuity Planners21 tasks0%
- Buyers and Purchasing Agents, Farm Products9 tasks0%
- Claims Adjusters, Examiners, and Investigators29 tasks0%
- Compensation, Benefits, and Job Analysis Specialists22 tasks0%
- Compliance Officers16 tasks0%
- Coroners20 tasks0%
- Cost Estimators14 tasks0%
- Credit Analysts11 tasks0%
- Credit Counselors23 tasks0%
- Customs Brokers23 tasks0%
- Environmental Compliance Inspectors26 tasks0%
- Equal Opportunity Representatives and Officers18 tasks0%
- Farm Labor Contractors7 tasks0%
- Financial Examiners17 tasks0%
- Financial Quantitative Analysts21 tasks0%
- Financial Risk Specialists30 tasks0%
- Fundraisers28 tasks0%
- Government Property Inspectors and Investigators13 tasks0%
- Insurance Appraisers, Auto Damage7 tasks0%
- Insurance Underwriters7 tasks0%
- Loan Officers30 tasks0%
- Logisticians22 tasks0%
- Meeting, Convention, and Event Planners21 tasks0%
- Regulatory Affairs Specialists30 tasks0%
- Security Management Specialists23 tasks0%
- Sustainability Specialists14 tasks0%
- Tax Examiners and Collectors, and Revenue Agents21 tasks0%
- Tax Preparers12 tasks0%
- Training and Development Specialists20 tasks0%
median 0% · share of tasks AI produces the bulk of, leaving a person to check