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Wholesale Trade

Sector · NAICS 42

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Wholesale Trade is a U.S. industry in the NAICS classification. The Bureau of Labor Statistics estimates about 6,036,020 workers across 503 detailed occupations in it. A typical worker earns around $66,538 a year (Singulariki estimate, see below).

The Sector as a Whole The Wholesale Trade sector comprises establishments engaged in wholesaling merchandise, generally without transformation, and rendering services incidental to the sale of merchandise. The merchandise described in this sector includes the outputs of agriculture, mining, manufacturing, and certain information industries, such as publishing. The wholesaling process is an intermediate step in the distribution of merchandise. Wholesalers are organized to sell or arrange the purchase or sale of (a) goods for resale (i.e., goods sold to other wholesalers or retailers), (b) capital or durable nonconsumer goods, and (c) raw and intermediate materials and supplies used in production. Wholesalers sell merchandise to other businesses and normally operate from a warehouse or office. These warehouses and offices are characterized by having little or no display of merchandise. In addition, neither the design nor the location of the premises is intended to solicit walk-in traffic. Wholesalers do not normally use advertising directed to the general public. Customers are generally reached initially via telephone, in-person marketing, or by specialized advertising that may include Internet and other electronic means. Follow-up orders are either vendor-initiated or client-initiated, generally based on previous sales, and typically exhibit strong ties between sellers and buyers. In fact, transactions are often conducted between wholesalers and clients that have long-standing business relationships. This sector comprises two main types of wholesalers: merchant wholesalers that sell goods on their own account and agents and brokers that arrange sales and purchases for others generally for a commission or fee. (1) Establishments that sell goods on their own account are known as wholesale merchants, distributors, jobbers, drop shippers, and import/export merchants. Also included as wholesale merchants are sales offices and sales branches (but not retail stores) maintained by manufacturing, refining, or mining enterprises apart from their plants or mines for the purpose of marketing their products, and group purchasing organizations primarily purchasing and selling goods on their own account. Merchant wholesale establishments typically maintain their own warehouse, where they receive and handle goods for their customers. Goods are generally sold without transformation, but may include integral functions, such as sorting, packaging, labeling, and other marketing services. (2) Establishments arranging for the purchase or sale of goods owned by others or purchasing goods, generally on a commission basis are known as business-to-business electronic markets, agents and brokers, commission merchants, import/export agents and brokers, auction companies, group purchasing organizations (acting as agents), and manufacturers' representatives. These establishments operate from offices and generally do not own or handle the goods they sell. Some wholesale establishments may be connected with a single manufacturer and promote and sell the particular manufacturer's products to a wide range of other wholesalers or retailers. Other wholesalers may be connected to a retail chain, or limited number of retail chains, and only provide a variety of products needed by that particular retail operation(s). These wholesalers may obtain the products from a wide range of manufacturers. Still other wholesalers may not take title to the goods, but act as agents and brokers for a commission. Although, in general, wholesaling normally denotes sales in large volumes, durable nonconsumer goods may be sold in single units. Sales of capital or durable nonconsumer goods used in the production of goods and services, such as farm machinery, medium- and heavy-duty trucks, and industrial machinery, are always included in wholesale trade.

Employment is national May 2024 OEWS. "Typical pay" is Singulariki's own figure — the employment-weighted average of each occupation's national median wage — a rough center of the industry, not an official BLS number.

How exposed this industry is to AI

Weighting every occupation in this industry by its employment and its unified AI-exposure index (the OpenAI "GPTs are GPTs" human-rated task overlap folded with the Felten/Raj/Seamans AIOE index), this industry sits in the High band — 69th percentile across all industries.

Exposure measures how much of the work overlaps with what today's AI can do, not a prediction of automation; high-exposure industries are where AI is most likely to reshape tasks. Employment-weighted across 412 occupations that carry an exposure score. Compare every industry on the AI exposure hub.

How AI is actually used in this industry

Among measured Claude.ai (Free and Pro) conversations mapped to O*NET task statements (Anthropic Economic Index, 2026-01-15), these patterns are most associated with the occupations in this industry, weighted by its employment mix. They are shares of observed AI conversations — not of worker time, revenue, or what could be automated — and reflect one AI assistant's consumer sample, not all AI.

Signal coverage 66.7% of employment · 232/443 occupations have AEI task data
Augmentation vs. automation 45.8% working with AI · 38.2% handed to AI
Most common pattern Directive · AI does it; you give the instruction
Typical AI autonomy 3.4 / 5 · higher = AI acts more independently

Tasks driving the signal

The task families that account for the most AI activity across this industry's occupations (employment × observed usage), each attributed to the occupation it comes from.

Task Occupation How Share of signal
Troubleshoot problems involving office equipment, such as computer hardware and software. Office Clerks, General Feedback loop 22.2%
Answer customers' questions about products, prices, availability, product uses, and credit terms. Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products Learning 15.0%
Answer customers' questions about products, prices, availability, or credit terms. Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products Directive 7.2%
Use computers for various applications, such as database management or word processing. Secretaries and Administrative Assistants, Except Legal, Medical, and Executive Directive 2.4%
Conduct searches to find needed information, using such sources as the Internet. Secretaries and Administrative Assistants, Except Legal, Medical, and Executive Directive 2.2%
Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work. First-Line Supervisors of Office and Administrative Support Workers Iteration 1.9%
Develop or maintain internal or external company Web sites. Secretaries and Administrative Assistants, Except Legal, Medical, and Executive Directive 1.7%
Prepare sales presentations or proposals to explain product specifications or applications. Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products Iteration 1.5%
Study documentation or other information for new scientific or technical products. Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products Directive 1.4%
Answer customers' questions, and provide information on procedures or policies. Cashiers Directive 1.4%
Recommend products to customers, based on customers' needs and interests. Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products Iteration 1.3%
Provide information and advice to the public regarding the selection, purchase, and care of products. Farmworkers and Laborers, Crop, Nursery, and Greenhouse Directive 1.1%

Occupations behind the signal

The occupations whose AI-touched tasks contribute most to this industry's signal, by employment here.

Occupation Workers Share How they use AI
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products 808,710 13.4% Directive
General and Operations Managers 269,910 4.5% Iteration
Heavy and Tractor-Trailer Truck Drivers 268,970 4.5% Directive
Customer Service Representatives 172,500 2.9% Directive
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products 171,180 2.8% Directive
Shipping, Receiving, and Inventory Clerks 135,030 2.2% Iteration
Office Clerks, General 132,290 2.2% Feedback loop
Sales Managers 123,910 2.1% Iteration
Bookkeeping, Accounting, and Auditing Clerks 116,260 1.9% Directive
Driver/Sales Workers 99,460 1.7% none
First-Line Supervisors of Office and Administrative Support Workers 70,310 1.2% Iteration
Market Research Analysts and Marketing Specialists 65,680 1.1% Directive

This rollup is only as complete as the occupation-task matches available for the industry; the coverage figure above is shown so sparse industries do not look falsely precise. AI exposure is not the same as replacement.

Skill & tool metabolism

What this industry's work actually runs on. Each figure is the share of the industry's workers in occupations that significantly rely on a skill, knowledge area, or ability (O*NET importance ≥ 3 of 5), or that use a tool category — its employment reach. This is a measure of how widespread a requirement is across the workforce, not how intensively any one worker uses it. Shares are independent and need not add to 100%.

Based on 93.3% of this industry's employment that maps to a detailed occupation with an O*NET skill profile.

Skills

Skill Employment reach Workers
Active Listening 84.7% 5,111,150
Reading Comprehension 77.8% 4,695,530
Speaking 77.2% 4,660,220
Critical Thinking 76.7% 4,630,630
Time Management 75.1% 4,530,700
Monitoring 72.5% 4,373,200
Writing 57.8% 3,487,090
Coordination 55.5% 3,347,730
Complex Problem Solving 55.1% 3,325,710
Judgment and Decision Making 54.5% 3,288,920
Social Perceptiveness 54.2% 3,274,170
Service Orientation 49.9% 3,013,070

Knowledge areas

Knowledge area Employment reach Workers
English Language 86.6% 5,229,580
Customer and Personal Service 80.7% 4,871,140
Mathematics 55.4% 3,342,670
Computers and Electronics 51.5% 3,110,020
Administration and Management 49.0% 2,957,940
Administrative 32.9% 1,986,100
Sales and Marketing 30.3% 1,831,750
Production and Processing 27.0% 1,630,620
Transportation 25.1% 1,512,860
Public Safety and Security 21.4% 1,290,800
Education and Training 20.9% 1,258,770
Economics and Accounting 17.0% 1,028,470

Abilities

Abilitie Employment reach Workers
Near Vision 93.3% 5,629,240
Oral Comprehension 92.8% 5,600,170
Oral Expression 91.3% 5,510,540
Information Ordering 90.5% 5,464,640
Speech Recognition 82.6% 4,983,350
Problem Sensitivity 81.5% 4,918,240
Speech Clarity 79.8% 4,819,160
Written Comprehension 79.8% 4,817,680
Deductive Reasoning 77.2% 4,662,590
Category Flexibility 74.6% 4,503,950
Inductive Reasoning 69.2% 4,179,340
Written Expression 61.5% 3,714,890

Tool categories

Tool category Employment reach Workers
Spreadsheet software 94.5% 5,704,940
Office suite software 93.8% 5,661,040
Electronic mail software 89.7% 5,415,600
Word processing software 88.5% 5,342,010
Data base user interface and query software 85.7% 5,170,810
Enterprise resource planning ERP software 82.0% 4,952,090
Operating system software 73.5% 4,434,500
Internet browser software 67.7% 4,084,990
Presentation software 65.8% 3,973,710
Document management software 58.1% 3,508,120
Project management software 55.2% 3,330,480
Desktop publishing software 54.2% 3,270,550
Analytical or scientific software 51.4% 3,100,950
Accounting software 50.7% 3,060,830
Customer relationship management CRM software 50.0% 3,019,260

Reach = share of industry employment in occupations where the requirement is significant; it is not a per-worker usage or proficiency measure. Skill, knowledge, and ability importance is from O*NET; tool use is reported presence of a technology category.

Largest occupations

Exposure quadrant: AI task-overlap percentile vs Median pay AI task-overlap (horizontal) versus median pay (vertical), each as a percentile across all scored occupations, for 37 occupations in Wholesale Trade. Overlap measures shared tasks with AI, not automation. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Industrial Truck and Tractor Operators Laborers and Freight, Stock, and Material Movers, Hand Packers and Packagers, Hand Bus and Truck Mechanics and Diesel Engine Specialists Mobile Heavy Equipment Mechanics, Except Engines Maintenance and Repair Workers, General Heavy and Tractor-Trailer Truck Drivers Light Truck Drivers Merchandise Displayers and Window Trimmers First-Line Supervisors of Mechanics, Installers, and Repairers General and Operations Managers Retail Salespersons Sales Managers Business Operations Specialists, All Other Computer User Support Specialists First-Line Supervisors of Office and Administrative Support Workers Secretaries and Administrative Assistants, Except Legal, Medical, and Executive Bookkeeping, Accounting, and Auditing Clerks Customer Service Representatives AI task-overlap percentile → ↑ Median pay
The largest occupations in this industry with both an AI task-overlap score and a wage, plotted by task-overlap percentile (horizontal) and median-pay percentile (vertical). Overlap measures shared tasks with AI, not automation.

The occupations that employ the most people in this industry, with their share of the industry's workforce and national median pay for the occupation (not industry-specific pay).

Occupation Workers Share National median pay
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products 808,710 13.4% $65,110
Laborers and Freight, Stock, and Material Movers, Hand 408,770 6.8% $39,990
General and Operations Managers 269,910 4.5% $108,370
Heavy and Tractor-Trailer Truck Drivers 268,970 4.5% $57,260
Stockers and Order Fillers 260,000 4.3% $40,470
Customer Service Representatives 172,500 2.9% $47,530
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products 171,180 2.8% $100,680
Light Truck Drivers 152,990 2.5% $43,710
Shipping, Receiving, and Inventory Clerks 135,030 2.2% $43,720
Office Clerks, General 132,290 2.2% $44,610
Sales Managers 123,910 2.1% $135,530
Bookkeeping, Accounting, and Auditing Clerks 116,260 1.9% $48,810
First-Line Supervisors of Transportation and Material Moving Workers, Except Aircraft Cargo Handling Supervisors 102,750 1.7% $63,810
Driver/Sales Workers 99,460 1.6% $46,690
Industrial Truck and Tractor Operators 89,310 1.5% $45,110
Miscellaneous Assemblers and Fabricators 73,570 1.2% $40,750
Buyers and Purchasing Agents 71,900 1.2% $69,830
First-Line Supervisors of Office and Administrative Support Workers 70,310 1.2% $71,590
Market Research Analysts and Marketing Specialists 65,680 1.1% $77,870
Accountants and Auditors 65,490 1.1% $82,400
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive 64,090 1.1% $46,470
Software Developers 63,860 1.1% $131,640
Retail Salespersons 63,020 1.0% $37,440
Industrial Machinery Mechanics 62,970 1.0% $62,340
First-Line Supervisors of Non-Retail Sales Workers 60,300 1.0% $87,680
Merchandise Displayers and Window Trimmers 59,180 1.0% $40,860
Packers and Packagers, Hand 53,620 0.9% $36,630
Parts Salespersons 50,070 0.8% $48,600
Mobile Heavy Equipment Mechanics, Except Engines 49,720 0.8% $66,470
Computer User Support Specialists 45,590 0.8% $60,980
Project Management Specialists 45,430 0.8% $96,270
Bus and Truck Mechanics and Diesel Engine Specialists 43,110 0.7% $62,370
First-Line Supervisors of Mechanics, Installers, and Repairers 41,680 0.7% $80,830
Maintenance and Repair Workers, General 41,680 0.7% $51,890
Business Operations Specialists, All Other 40,900 0.7% $79,180
Marketing Managers 40,030 0.7% $158,120
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel 39,120 0.6% $75,610
Transportation, Storage, and Distribution Managers 36,200 0.6% $95,340
Inspectors, Testers, Sorters, Samplers, and Weighers 35,390 0.6% $46,400
Financial Managers 35,120 0.6% $156,940

Showing the top 40 of 503 occupations by employment.

Most distinctive occupations

The occupations most unusually concentrated in this industry compared with the economy as a whole. The location quotient is how many times more common an occupation is here versus its economy-wide share (a value of 5 means five times as concentrated).

For a sector this broad, the location quotient has a ceiling set by the sector's own share of national employment, so the top values tend to cluster near that limit.

Occupation Concentration Workers
Farm Equipment Mechanics and Service Technicians 18.97× 27,390
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products 16.31× 808,710
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products 14.88× 171,180
Medical Equipment Repairers 9.05× 21,540
Agricultural Equipment Operators 7.89× 9,560
Merchandise Displayers and Window Trimmers 7.85× 59,180
Electric Motor, Power Tool, and Related Repairers 7.77× 5,040
Computer, Automated Teller, and Office Machine Repairers 7.53× 21,520
Fashion Designers 7.24× 5,930
Mobile Heavy Equipment Mechanics, Except Engines 7.05× 49,720
First-Line Supervisors of Non-Retail Sales Workers 7.03× 60,300
Order Clerks 7.02× 22,920
Sales Engineers 6.95× 15,430
Driver/Sales Workers 6.09× 99,460
Agricultural Workers, All Other 5.69× 1,110
Sales Managers 5.24× 123,910
Farmworkers, Farm, Ranch, and Aquacultural Animals 4.98× 6,910
Conveyor Operators and Tenders 4.91× 5,010
Parts Salespersons 4.83× 50,070
Precision Instrument and Equipment Repairers, All Other 4.54× 1,720

Sub-industries

More detailed industries within Wholesale Trade.

Write a report on thisheadline · factoids · citation

The Wholesale Trade workforce sits at the 69th percentile of AI task overlap — 6,036,020 U.S. workers

  • Weighting every occupation by its real share of Wholesale Trade employment, the industry's workforce ranks in the 69th percentile (High band) for AI task overlap — overlap with what AI can attempt, not a measure of jobs at risk.Eloundou et al. + Felten AIOE, weighted by BLS OEWS
  • The industry employs about 6,036,020 U.S. workers across 503 occupations.BLS OEWS (May 2024)
  • Employment-weighted typical annual pay is about $66,538.BLS OEWS (May 2024)
  • Of AI use observed across this industry's occupations, 46% looks like augmentation rather than automation — from a Claude.ai sample, not a census.Anthropic Economic Index
Copy the whole kit
The Wholesale Trade workforce sits at the 69th percentile of AI task overlap — 6,036,020 U.S. workers

• Weighting every occupation by its real share of Wholesale Trade employment, the industry's workforce ranks in the 69th percentile (High band) for AI task overlap — overlap with what AI can attempt, not a measure of jobs at risk. (Eloundou et al. + Felten AIOE, weighted by BLS OEWS)
• The industry employs about 6,036,020 U.S. workers across 503 occupations. (BLS OEWS (May 2024))
• Employment-weighted typical annual pay is about $66,538. (BLS OEWS (May 2024))
• Of AI use observed across this industry's occupations, 46% looks like augmentation rather than automation — from a Claude.ai sample, not a census. (Anthropic Economic Index)

Source: Singulariki — "Wholesale Trade". https://singulariki.com/industries/42
Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.

AssetsShare imageMethodology & sourcesPress & newsroomThe newsroom

Every line is built only from figures this page already shows and cites. AI task overlap means what today's AI can attempt — not automation, job loss, or a forecast.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 3, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Wholesale Trade." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026. https://singulariki.com/industries/42

APA

Singulariki. (2026). Wholesale Trade. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/industries/42

BibTeX
@misc{singulariki-42,
  title  = {Wholesale Trade},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026},
  url    = {https://singulariki.com/industries/42}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.