How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Purchase the highest quality merchandise at the lowest possible price and in correct amounts.74
- Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.74
- Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.74
- Review catalogs, industry periodicals, directories, trade journals, and Internet sites and consult with other department personnel to locate necessary goods and services.74
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Monitor changes affecting supply and demand, tracking market conditions, price trends, or futures markets.01
- Monitor shipments to ensure that goods come in on time, and resolve problems related to undelivered goods.02
- Purchase the highest quality merchandise at the lowest possible price and in correct amounts.03
- Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.04
- Analyze price proposals, financial reports, and other data and information to determine reasonable prices.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Wholesale and Retail Buyers, Except Farm Products
Closely related work
Compare these careers →Logisticians
Related work
Compare these careers →Supply Chain Managers
Related work
Compare these careers →Cost Estimators
Related work
Compare these careers →Transportation, Storage, and Distribution Managers
Shares some work
Compare these careers →Customer Service Representatives
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
