Country diagnostic

United States

A guided country diagnostic on automation exposure, advanced-service routines, and high-income scale.

The United States sits high in the country-conditioned exposure distribution and leans more toward substitution than augmentation, but it does not read like a narrow manufacturing case. The strongest signals concentrate in tellers, billing, brokerage, reception, customer service, scheduling, and other document-heavy routines, making it a useful diagnostic for how advanced service work appears inside the atlas.

The United States is the first North America country diagnostic and completes the first broad geographic spread of the program. It also gives the United States-China comparison a stronger anchor by showing what is distinctive about the US profile on its own terms.

What stands out

Headline takeaways

01

High exposure in a high-income service economy

The United States sits near the upper part of the exposure distribution even though the country story is not reducible to one goods-producing sector.

02

Substitution leans ahead of augmentation

The current country profile tilts more toward substitution than augmentation, while still remaining a descriptive task-based measure rather than realized adoption or labor-market displacement.

03

Transaction-heavy service routines dominate

The strongest signals sit in tellers, billing, brokerage, reception, customer service, scheduling, and related document-heavy routines that scale across a large advanced service economy.

Country in context

Peer comparison

Peer set

Metric

Average task exposure

United StatesUnited KingdomCanadaNorth America medianLog GDP per capitaAverage exposure

North America peers plus the regional median. Average task exposure summarizes the country task bundle under the shared atlas framework.

What stands out

Occupations, industries, and skills

Top occupations

Tellers89.2% substitution
2.89
Billing and Posting Clerks86.0% substitution
2.86
Brokerage Clerks72.0% substitution
2.68
Receptionists and Information Clerks82.0% substitution
2.67
Customer Service Representatives69.6% substitution
2.66
Telemarketers73.2% substitution
2.65
Word Processors and Typists83.5% substitution
2.63
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive70.3% substitution
2.61
Office Clerks, General79.8% substitution
2.59
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders78.9% substitution
2.58

These are the occupations with the strongest modeled exposure signal after transporting tasks through the weighted SOC-to-ISCO bridge.

Technology profile

Technology channels and implementation

Technology channels

These shares describe the dominant technology channel across exposed tasks in the country bundle.

The current public bundle does not surface a stable technology-channel split for this country yet. Use the related comparison and the goods-facing view for the clearest structural read.