Comparative diagnostic

United States and China: similarly high exposure, different pathway intensity

Two countries near the top of the exposure distribution do not tell the same substitution story.

The United States and China both sit near the top of the country-conditioned exposure distribution. China is somewhat higher on average exposure and on the share of highly exposed tasks, but the more useful distinction is that China also leans more strongly toward substitution and goods-side intensity. The point is not only that both countries are highly exposed. It is that they are not highly exposed in exactly the same way.

What changes when two countries both sit near the top of the exposure distribution, but one is more substitution-heavy and more goods-intense than the other?

At a glance

The baseline comparison is clear.

At the headline level, both countries belong near the top of the global exposure distribution. China's average exposure score is 1.659, compared with 1.609 in the United States. The high-exposure shares are also close, at 19.4% in China and 17.4% in the United States. That similarity matters because it shows why the comparison cannot stop at ranking. Once two countries are already close near the top, the real question becomes what kind of exposure is dominating the profile.

Average exposure score

Both countries sit near the top of the core country-conditioned benchmark.

United States1.609
China1.659

High-exposure share

China carries the larger share of tasks in the high-exposure range.

United States17.4%
China19.4%

Substitution share

China also leans more strongly toward substitution-oriented exposure.

United States22.0%
China25.6%

Goods-facing automation exposure

The goods-side layer is stronger in China.

United States1.742
China2.021

Direct-execution goods share

The United States has the larger direct-execution share within the goods layer.

United States0.7%
China0.4%
Role and pathway overview from the atlas

Pathway proof point

The pathway layer helps separate countries that would otherwise look similar once we focus only on average exposure.

Why the average is not the whole story

China's highly exposed bundle is more substitution-heavy.

The pathway layer separates the two countries more clearly than the average alone. China's substitution share is 25.6%, compared with 22.0% in the United States, and its substitution-minus-augmentation balance is also larger. The comparison therefore does not say only that China is slightly more exposed. It says that China's high-exposure bundle tilts more strongly toward replacement-oriented exposure once tasks are classified by pathway.

Open United States country profileOpen China country profileSee how the country-conditioned layer is built

Where the signals concentrate

The occupational emphasis is not identical even when both countries rank high.

The standout occupations point to a shared information-handling world of work, but not to the same concentration. In the United States, the top signal sits in bookkeeping, accounting, and auditing clerks. In China, the top signal appears in graders and sorters of agricultural products, alongside claims processing and switching roles. The comparison suggests that both countries combine clerical and routine information-processing exposure, but the exposed task bundle is organized somewhat differently across office and production-linked roles.

United States

Bookkeeping, Accounting, and Auditing Clerks

Occupation
Bookkeeping, Accounting, and Auditing Clerks
Industry
Refined petroleum products
Skill
Organize documents, maintain customer records, and prepare administrative forms

China

Graders and Sorters, Agricultural Products

Occupation
Graders and Sorters, Agricultural Products
Industry
Refined petroleum products
Skill
Collect public transportation fares and return correct change

What to remember

Highly exposed countries do not form one common policy category.

The useful lesson is not that the United States and China are both near the top and therefore tell the same story. The more useful lesson is that similarly high exposure can still arrive through different pathway balances and different goods-side structures. That matters for interpretation. The policy and adjustment questions raised by a more substitution-heavy, goods-intense profile are not identical to those raised by a similarly exposed but somewhat less substitution-heavy one.

01

Both countries are highly exposed on the core benchmark

The United States and China both sit near the top of the country-conditioned exposure distribution.

02

China leans more strongly toward substitution

China's exposed task bundle is more substitution-heavy, so similar aggregate exposure does not imply the same pathway balance.

03

The goods-side layer does not separate countries in only one way

China is higher on overall goods-facing automation intensity, while the United States has a larger direct-execution share inside the goods layer.

What to compare next

Keep the comparison moving.

The comparative diagnostics should open back out into the atlas rather than end on a single story page. These are the most useful next steps from this pair.

Open United States country profileOpen China country profileInspect the products-and-trade layer