# Retail Salespersons

US SOC code 41-2031. Markdown version of https://futurehistory.earth/timeline/41-2031

Also called: Retail sales associate, Sales associate, Sales floor associate, Retail consultant, Sales advisor.

## In brief

In May 2025, [BLS](https://www.bls.gov/oes/special-requests/oesm25nat.zip) counted **3,897,860** US retail salespersons, with median pay of **$35,410** a year. Of the BLS counts since 2003, the highest was **4,612,510**, in May 2015. The earliest figure here is [an estimate](https://wams.nyhistory.org/industry-and-empire/labor-and-industry/shop-girls/) of **8,000** from 1880, not measured the same way as today's count. The last full technology era for retail salespersons: BOPIS + loss prevention technology, 2015 to 2023.

## What the sources say

### Official outlook

BLS projects little or no change in employment from 2025 to 2035 (-0.3%). Source: [BLS Employment Projections 2025-35](https://data.bls.gov/projections/nationalMatrix?queryParams=41-2031&ioType=o).

### AI exposure studies

- **35.5%** of this job's tasks are exposed to large language models. Not a forecast of job losses. [Eloundou and others, 2023](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv)
- **0.92** estimated probability that the whole occupation could be computerised, over an unspecified number of years. Not a forecast of job losses. [Frey and Osborne, 2013](https://oms-www.files.svdcdn.com/production/downloads/academic/The_Future_of_Employment.pdf)

### Since the 2013 prediction

In 2013, Frey and Osborne put this job's probability of computerisation at 0.92. BLS counted **4,485,180** of these jobs in May 2013 and **3,897,860** in May 2025 (-13%, a change derived by Future History).

Data as of BLS OEWS May 2025; BLS Employment Projections 2025-35. BLS publishes these counts as yearly survey snapshots and cautions against reading them as a precise trend. In May 2021 BLS changed how it estimates these counts (a model-based method using three years of survey data) and moved fully to the 2018 occupation codes, so part of a change across 2021 can come from the method rather than the work.

## Retail Salespersons employment and pay by year

- On record since: 1858
- Latest US employment: 3,897,860 (May 2025). Source: BLS OEWS May 2025 [4]
- Latest US median pay: $35,410 (May 2025). Source: BLS OEWS May 2025 [11]
- Outlook: -0.3% by 2035. Source: BLS Employment Projections 2025-35 [32]

### In other countries

The latest figure each country's statistics agency publishes for this job. Each uses its own occupation definition, survey basis and currency, so the numbers are not directly comparable with each other or with the US figures.

- **Canada** (NOC 64100)
  - Employment, 2020: 629,295. Source: Statistics Canada Census 2021 [5]. Statistics Canada Census of Population 2021: number of persons with employment income in NOC 64100 Retail salespersons and visual merchandisers, Canada, reference year 2020. A recipients basis (anyone with employment income during the year), slightly broader than a point-in-time employed count. Statistics Canada Open Licence.
  - Median pay, 2020: C$42,000. Source: Statistics Canada Census 2021 [13]. Statistics Canada Census of Population 2021 (Table 98-10-0586): median employment income for NOC 64100 Retail salespersons and visual merchandisers, Canada, reference year 2020, full-year full-time workers (the basis comparable to the US OEWS full-time median). Statistics Canada Open Licence.
- **United Kingdom** (UK SOC 7111)
  - Employment, 2025: 895,000. Source: ONS ASHE 2025 [6]. ONS Annual Survey of Hours and Earnings (Table 14): employee jobs in SOC 7111 Sales and retail assistants, United Kingdom, 2025 (ASHE "number of jobs", thousands x1000; excludes self-employment). Open Government Licence v3.0.
  - Median pay, 2025: £14,491. Source: ONS ASHE 2025 [14]. ONS Annual Survey of Hours and Earnings (Table 14.7a): median gross annual pay for all employee jobs in SOC 7111 Sales and retail assistants, United Kingdom, 2025. Open Government Licence v3.0.
- **Australia** (ANZSCO 6211)
  - Employment, 2025: 561,900. Source: ABS Labour Force Survey March 2026 [7]. ABS Labour Force Survey (Detailed), table EQ08: employed persons in ANZSCO 6211 Sales Assistants (General), national (summed across sex and state/territory), annual average of 4 quarterly estimates.
  - Median pay, 2025: A$64,532. Source: ABS Employee Earnings May 2025 [15]. Annualised (x52) from A$1,241 median weekly earnings. ABS Survey of Employee Earnings and Hours, May 2025: median pay for full-time non-managerial employees paid at the adult rate, before tax. Surfaced via the Jobs and Skills Australia occupation profile for ANZSCO 6211.

### All 29 years of cited US data

| Year | US employment | Annual pay (median unless marked) | Source |
| --- | --- | --- | --- |
| 1880 | 8,000 (estimate) | n/a | Est., New-York Historical Society [1] |
| 1890 | 58,000 (estimate) | n/a | Est., New-York Historical Society [1] |
| 1950 | 2,200,000 | n/a | Decennial Census 1950 [2] |
| 1956 | n/a | $2,800 | BLS historical bulletin October 1956 [8] |
| 1997 | n/a | $17,970 (average) | BLS OEWS 1997 [9] |
| 2000 | 3,964,680 | $16,670 | BLS OEWS 2000 [3] |
| 2003 | 3,992,930 | $18,090 | BLS OEWS May 2003 [4] |
| 2004 | 4,130,470 | $18,680 | BLS OEWS May 2004 [4] |
| 2005 | 4,344,770 | $19,140 | BLS OEWS May 2005 [4] |
| 2006 | 4,374,230 | $19,760 | BLS OEWS May 2006 [4] |
| 2007 | 4,429,060 | $20,150 | BLS OEWS May 2007 [4] |
| 2008 | 4,426,280 | $20,510 | BLS OEWS May 2008 [4] |
| 2009 | 4,209,500 | $20,260 | BLS OEWS May 2009 [4] |
| 2010 | 4,155,190 | $20,670 | BLS OEWS May 2010 [4] |
| 2011 | 4,270,550 | $21,010 | BLS OEWS May 2011 [4] |
| 2012 | 4,340,000 | $21,110 | BLS OEWS May 2012 [4] |
| 2013 | 4,485,180 | $21,140 | BLS OEWS May 2013 [4] |
| 2014 | 4,562,160 | $21,390 | BLS OEWS May 2014 [4] |
| 2015 | 4,612,510 | $21,780 | BLS OEWS May 2015 [4] |
| 2016 | 4,528,550 | $22,680 | BLS OEWS May 2016 [4] |
| 2017 | 4,442,090 | $23,210 | BLS OEWS May 2017 [4] |
| 2018 | 4,448,120 | $24,200 | BLS OEWS May 2018 [4] |
| 2019 | 4,317,950 | $25,250 | BLS OEWS May 2019 [4] |
| 2020 | 3,659,670 | $27,080 | BLS OEWS May 2020 [4] |
| 2021 | 3,693,490 | $29,120 | BLS OEWS May 2021 [4] |
| 2022 | 3,640,040 | $30,600 | BLS OEWS May 2022 [4] |
| 2023 | 3,684,740 | $33,680 | BLS OEWS May 2023 [4] |
| 2024 | 3,800,250 | $34,580 | BLS OEWS May 2024 [4] |
| 2025 | 3,897,860 | $35,410 | BLS OEWS May 2025 [4] |

## Sources (113)

### Employment series

1. [New-York Historical Society, Women & the American Story — "Shop Girls": department store saleswomen, c.1880](https://wams.nyhistory.org/industry-and-empire/labor-and-industry/shop-girls/), New-York Historical Society
2. [IPUMS USA — Occupation and Industry Codes and Documentation (1950 Census salespeople classification)](https://usa.ipums.org/usa/volii/occ_ind.shtml), IPUMS / University of Minnesota
3. [BLS OES 2000 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes00nat.zip), Bureau of Labor Statistics
4. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2024](https://www.bls.gov/oes/special-requests/oesm24nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
5. [Statistics Canada, Census of Population 2021, Table 98-10-0586 (Employment income statistics by occupation unit group, NOC 2021), income reference year 2020](https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=9810058601), Statistics Canada
6. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 7111, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip), [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip), [2022](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), [2025](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip)
7. [ABS: Labour Force, Australia, Detailed, table EQ08 (Employed persons by Occupation unit group, ANZSCO 2013), March 2026](https://www.abs.gov.au/statistics/labour/employment-and-unemployment/labour-force-australia-detailed/latest-release), Australian Bureau of Statistics

### Wage series

8. [U.S. Bureau of Labor Statistics, "Employee Earnings in Retail Trade in October 1956" (BLS Bulletin No. 1220)](https://fraser.stlouisfed.org/title/employee-earnings-retail-trade-4568), U.S. Bureau of Labor Statistics (via FRASER, St. Louis Fed)
9. [BLS OES 1997 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes97nat.zip), Bureau of Labor Statistics
10. [BLS OES 2000 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes00nat.zip), Bureau of Labor Statistics
11. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
12. [BLS OEWS May 2024, national cross-industry estimates (flat file)](https://www.bls.gov/oes/special-requests/oesm24nat.zip), U.S. Bureau of Labor Statistics
13. [Statistics Canada, Census of Population 2021, Table 98-10-0586 (Employment income statistics by occupation unit group, NOC 2021), income reference year 2020](https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=9810058601), Statistics Canada
14. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 7111, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip), [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip), [2022](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), [2025](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip)
15. [Jobs and Skills Australia: Sales Assistants (General) (ABS Survey of Employee Earnings and Hours, May 2025)](https://www.jobsandskills.gov.au/data/occupation-and-industry-profiles/occupations/6211-sales-assistants-general), Jobs and Skills Australia / Australian Bureau of Statistics

### Tool eras

16. [CBS News Almanac — "The 1858 launch of Macy's" (R. H. Macy fixed-price selling and early store operations)](https://www.cbsnews.com/news/almanac-macys-first-store/), CBS News
17. [National Inventors Hall of Fame — "NIHF Inductee James Ritty Invented the Mechanical Cash Register"](https://www.invent.org/inductees/james-ritty), National Inventors Hall of Fame
18. [Ritty's Incorruptible Cashier (1879) — The American Table](https://americantable.org/articles/rittys-incorruptible-cashier-1879/), The American Table
19. [Wikipedia — Magnetic stripe card (credit card history)](https://en.wikipedia.org/wiki/Magnetic_stripe_card), Wikipedia
20. [HISTORY — "Pack of chewing gum becomes first-ever item scanned with a UPC barcode" (June 26, 1974)](https://www.history.com/this-day-in-history/june-26/barcode-scanner-invention-first-use), HISTORY
21. [Smithsonian Institution — Supermarket Scanner (artifact record: NCR Electronic System 255)](https://americanhistory.si.edu/collections/object/nmah_892778), Smithsonian National Museum of American History
22. [Wikipedia — IBM 4680 (retail POS history)](https://en.wikipedia.org/wiki/IBM_4680), Wikipedia
23. [Wikipedia — Self-checkout (history: Price Chopper 1992, Optimal Robotics, Kroger 1995)](https://en.wikipedia.org/wiki/Self-checkout), Wikipedia
24. [NCR — "NCR Marks A Decade Of Putting Shoppers In The Fast Lane" (NCR FastLane history)](https://www.groceryretailonline.com/doc/ncr-marks-a-decade-of-putting-shoppers-in-the-0001), Grocery Retail Online / NCR
25. [US Census Bureau — E-commerce retail sales as percent of total (historical quarterly data)](https://www.census.gov/retail/historic_releases.html), US Census Bureau
26. [Wikipedia — Amazon (company) — history section](https://en.wikipedia.org/wiki/Amazon_%28company%29), Wikipedia
27. [Wikipedia — Square, Inc. (founding 2009, mobile POS history)](https://en.wikipedia.org/wiki/Square,_Inc.), Wikipedia
28. [NRF — "Shrink Accounted for Over $112 Billion in Industry Losses in 2022" (National Retail Security Survey)](https://nrf.com/media-center/press-releases/shrink-accounted-over-112-billion-industry-losses-2022-according-nrf), National Retail Federation
29. [Bangor Daily News — "Amazon Go cashierless convenience store opens to the public in Seattle" (January 22, 2018)](https://www.bangordailynews.com/2018/01/22/business/amazon-go-cashierless-convenience-store-opens-to-the-public-in-seattle/), Bangor Daily News
30. [CNBC — "Amazon converting some Fresh supermarkets, Go stores to Whole Foods locations" (January 2026)](https://www.cnbc.com/2026/01/27/amazon-fresh-go-supermarkets-whole-foods-convert.html), CNBC
31. [Shopify — Shopify Magic (AI features announcement, 2023)](https://www.shopify.com/sidekick), Shopify

### Forecasts and exposure studies

32. [BLS Employment Projections 2025-35, National Employment Matrix: 41-2031 Retail salespersons (2025: 3,998.1 thousand; 2035: 3,984.1 thousand; -0.3%)](https://data.bls.gov/projections/nationalMatrix?queryParams=41-2031&ioType=o), Bureau of Labor Statistics
33. [Frey & Osborne (2013), "The Future of Employment: How Susceptible Are Jobs to Computerisation?", Appendix (SOC 41-2031 Retail Salespersons: probability 0.92, rank 570 of 702)](https://oms-www.files.svdcdn.com/production/downloads/academic/The_Future_of_Employment.pdf), Oxford Martin School, University of Oxford
34. [Eloundou, Manning, Mishkin & Rock (2023), "GPTs are GPTs", occupation-level exposure data occ\_level.csv (O\*NET-SOC 41-2031.00, human-rated β 0.355)](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv), OpenAI

### Historical notes

35. [CBS News Almanac — "The 1858 launch of Macy's"](https://www.cbsnews.com/news/almanac-macys-first-store/), CBS News
36. [National Inventors Hall of Fame — "NIHF Inductee James Ritty Invented the Mechanical Cash Register"](https://www.invent.org/inductees/james-ritty), National Inventors Hall of Fame
37. [New-York Historical Society — Women & the American Story: "Shop Girls"](https://wams.nyhistory.org/industry-and-empire/labor-and-industry/shop-girls/), New-York Historical Society
38. [Wikipedia — Walmart (founding)](https://en.wikipedia.org/wiki/Walmart), Wikipedia
39. [HISTORY — "Pack of chewing gum becomes first-ever item scanned with a UPC barcode" (June 26, 1974)](https://www.history.com/this-day-in-history/june-26/barcode-scanner-invention-first-use), HISTORY
40. [Wikipedia — Self-checkout (history)](https://en.wikipedia.org/wiki/Self-checkout), Wikipedia
41. [CNBC — "Amazon converting some Fresh supermarkets, Go stores to Whole Foods locations" (January 27, 2026)](https://www.cnbc.com/2026/01/27/amazon-fresh-go-supermarkets-whole-foods-convert.html), CNBC
42. [NRF — "Shrink Accounted for Over $112 Billion in Industry Losses in 2022"](https://nrf.com/media-center/press-releases/shrink-accounted-over-112-billion-industry-losses-2022-according-nrf), National Retail Federation

### Predecessors & successors

43. [CBS News Almanac — "The 1858 launch of Macy's" (origin of professional department store retail)](https://www.cbsnews.com/news/almanac-macys-first-store/), CBS News
44. [New-York Historical Society — "Shop Girls" (department store saleswomen, 1880-1920)](https://wams.nyhistory.org/industry-and-empire/labor-and-industry/shop-girls/), New-York Historical Society

### Present-day analysis

- [Eloundou et al. 2024 — GPTs are GPTs (Science)](https://arxiv.org/abs/2303.10130), accessed 2026-06-03
- [O\*NET 30.3 — Retail Salespersons (41-2031.00)](https://www.onetonline.org/link/summary/41-2031.00), accessed 2026-06-03
- [BLS Occupational Outlook Handbook — Retail Sales Workers (2024-34 projection)](https://www.bls.gov/ooh/sales/retail-sales-workers.htm), accessed 2026-06-03
- [WEF Future of Jobs Report 2025 — salespersons among fastest-growing frontline roles through 2030](https://www.weforum.org/publications/the-future-of-jobs-report-2025/), accessed 2026-06-03
- [Salesforce — Agentforce for Retail and Retail Cloud with Modern POS announcement (Jan 2025)](https://investor.salesforce.com/news/news-details/2025/Salesforce-Unveils-Agentforce-for-Retail-to-Boost-Productivity-with-Digital-Labor-and-Retail-Cloud-to-Unite-In-Store-and-Digital-Shopping/default.aspx), accessed 2026-06-03
- [Tulip — Tulip AI for Clienteling launch (Jun 2025)](https://www.tulip.com/press/tulip-unveils-tulip-ai-for-clienteling/), accessed 2026-06-03
- [Tulip — Clienteling: 70% better conversion with context vs. generic outreach](https://www.tulip.com/clienteling/), accessed 2026-06-03
- [PwC 2025 Global AI Jobs Barometer — 56% wage premium for AI-skilled frontline workers in 2026](https://letsdatascience.com/blog/the-56-premium-what-ai-skills-actually-pay-in-2026), accessed 2026-06-03
- [Ringly.io — 42 AI in retail statistics 2026 (87% of retailers report positive revenue impact)](https://www.ringly.io/blog/ai-in-retail-statistics-2026), accessed 2026-06-03
- [Salesforce Agentforce Commerce: AI assistants drive 119% retail traffic surge (Nov 2025) — via SalesforceDevops.net](https://salesforcedevops.net/index.php/2025/11/17/salesforce-unleashes-agentforce-commerce/), accessed 2026-06-22
- [Tulip and Salesfloor merger — largest global AI-powered retail customer engagement platform (Mar 2026)](https://www.tulip.com/press/tulip-salesfloor-merger/), accessed 2026-06-03
- [Salesforce — 78% of store associates lack a single actionable view of shoppers (Agentforce Retail)](https://www.salesforce.com/retail/artificial-intelligence/), accessed 2026-06-03

How to read these figures: https://futurehistory.earth/methodology. Every figure links to its own source; gaps stay gaps.