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AI Work Index

Headline risk

23%

Moderate Risk

E-Commerce Seller

United States role viewSynthetic blend · 3 occupationsISCO 3322

This page reuses the same role shell as Singapore, but the component occupations are mapped onto the United States layer so the score, context, and support bundle reflect US public evidence.

Median wage: USD 74,96021.5 currentConfidence medium

Why this score

Exposure 81%

Weighted overlap across component occupations

Bottleneck 61%

Human coordination and physical presence protection

Demand resilience 28%

Blended local-market buffer for this role

Confidence 54%

Component coverage and mapping quality

Workflow profile

Heuristic workflow context blended from the role mix. This explains the score; it is not used as a direct local-market forecast.

CreativeAmbiguityInstitutionalRelationshipsRegulatoryPhysicalCoordinationTool Speed

Workflow dimensions (0 = low, 1 = high)

United States support

Evidence bundle

Task coverage

Weighted task overlap from O*NET statements and Anthropic penetration

Wage context USD 74,960

Median annual wage from BLS OEWS

Demand outlook 2%

Employment projections and openings from BLS

Preparation High school diploma or equivalent

Preparation and entry requirements from O*NET and BLS

Support sources
7/11 source families Updated from O*NET 30.2 / OEWS 2024 / ORS 2025 / OOH 2025-08-28 / Projections 2024-34 / CPS 2025 / Anthropic task penetration

Support snapshot

Job zone

n/a

No preparation summary published.

Median wage

USD 74,960

USD 51,860 to USD 90,600

Openings

2.1K

1.6% projected change

Median age

46.8

288K employed

Occupation profile

All protective service supervisors not listed separately above.

No job zone published.

Task primitives

Task primitive coverage is not published for this occupation.

Wage context

Median annual

USD 74,960

Mean annual

USD 73,320

Hourly median: USD 36

Employment: 20,460 workers

10th percentile: USD 40,750

90th percentile: USD 102,360

Demand outlook

2024 employment

21.5K

2034 employment

21.8K

Openings: 2.1K

Projected change: 1.6%

Education: High school diploma or equivalent

Work experience: —

On-the-job training: —

Median wage in projections: USD 74,960

Requirements and friction

Telework: <0.5%Telework: >99.5%Credentials: 66.0%Credentials: 34.0%Credentials: <0.5%Credentials: >99.5%Credentials: 23.0%Credentials: 77.0%

Telework: <0.5% · Telework: >99.5% · Credentials: 66.0%

Narrative and skills

AdaptabilityLeadershipInterpersonal

All protective service supervisors not listed separately above.

Tasks and tools

No task context published.

AdaptabilityLeadershipInterpersonal

Work context

No work-context data published.

Worker profile

Median age: 46.8

Total employed: 288K · Under 25: 3% · 25 to 54: 70% · 55+: 27%

Support note

Built from O*NET occupation descriptions, task statements, technology skills, work context, Job Zones, Anthropic task penetration, BLS OEWS wages, BLS projection tables, BLS ORS requirements, BLS OOH narrative content, BLS skills data, and BLS CPS occupation age tables.

Source vintage

O*NET 30.2 / OEWS 2024 / ORS 2025 / OOH 2025-08-28 / Projections 2024-34 / CPS 2025 / Anthropic task penetration

Component occupations

First-line supervisors of protective service workers, all other

33-1099 · 40% weight

Open

Online sales channel executive

Support bundle: published

Public relations specialists

27-3031 · 30% weight

Open

Digital marketing professional

Support bundle: Moderate preparation

Transportation, storage, and distribution managers

11-3071 · 30% weight

Open

Supply and distribution/Logistics manager

Support bundle: Moderate preparation

Methodology

Shared spine

structural_pressure = exposure × (1 - bottleneck)

Country layer

headline_risk = structural_pressure × (1 - country_demand_resilience)

Published limitations

This is a synthetic role view built from mapped occupations. It reuses the same shell and visual components as the Singapore role pages, but only the US sources that actually exist are rendered here.