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Singulariki

Commercial Sales Representatives

ISCO-08 3322 · 3 - Technicians and associate professionals

← The GenAI exposure gradient

On the International Labour Organization's 2025 global study, the 7 task statements that define Commercial Sales Representatives (ISCO-08 3322) score an average of 0.49 on a 0–1 exposure scale — more exposed than about 87% of the 427 placed occupations. Roughly 100% of its tasks fall somewhere on the exposed part of the gradient, and the typical task lands in the Gradient 2 band.

Exposure is task overlap, not a verdict. A high score means a generative-AI model can do part of the content of these tasks — it says nothing about whether the work is automated, whether anyone uses AI for it today, or whether jobs are lost. The gradient is scored on the international ISCO-08 system; the rest of Singulariki is U.S. O*NET/SOC, bridged below by an approximate, many-to-many crosswalk.

0.49
2025 mean exposure (0–1)
87th
percentile across occupations
−0.14
change since 2023
100%
of tasks exposed

How its tasks split across the gradient

Each of the 7 scored tasks for this occupation, sorted into the six exposure bands — cool (human ground) to hot (almost fully assistable).

BandTasksShareWhat it means
Not exposed 0 0% No meaningful GenAI capability on the task
Minimal 0 0% GenAI can touch the edges only
Gradient 1 0 0% Lightly exposed — small assistable slices
Gradient 2 7 100% Partly exposed — real assistable share
Gradient 3 0 0% Heavily exposed — most of the task is assistable
Gradient 4 0 0% Almost fully exposed

The most-exposed task

“Obtaining and updating knowledge of market conditions and of employer‚Äôs and competitors‚Äô goods and services;”

Scores 0.60 on the 2025 scale. The task of obtaining and updating knowledge of market conditions and of employers’ and competitors’ goods and services involves data collection, analysis, and strategic application, which Generative AI can significantly assist with. This aligns with tasks like "Collecting information about goods (their prices, quantity, quality) on national and global exchanges" and "Collecting and analyzing information about customer expectations and market demand," which received adjusted scores of 0.645 and 0.64, respectively. Generative AI excels in monitoring market conditions, aggregating data, and performing basic analysis, enhancing the task's efficiency. However, human insight remains crucial for nuanced strategic interpretation and decision-making. The task is less about physical interaction and more about continuous learning and analysis, similar to tasks around monitoring market trends or evaluating the IT market, which cannot be fully automated. Given the capabilities of AI to streamline data-intensive tasks and the need for human strategic insight, an adjusted score of 0.59 appropriately reflects the task's automation potential in a high-income country like Poland, where digital tools are readily available.

Moving fastest, 2023 → 2025

“Selling equipment, supplies and related services to business establishments or individuals;”

Model capability on this task changed by +0.09 in two years — the gradient is not static, it is filling in.

U.S. occupations this maps to

The American O*NET/SOC roles that crosswalk to ISCO-08 3322, biggest by employment first, via the published (approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 correspondence. These are the closest U.S. matches — not an asserted one-to-one identity.

In context

Part of the 3 - Technicians and associate professionals major group. Return to the full gradient to see how the whole group sits.

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Commercial Sales Representatives sit at the 87th percentile of the global GenAI exposure gradient

  • Across 427 international occupations scored by the ILO, Commercial Sales Representatives rank in the 87th percentile for GenAI task exposure — overlap with what generative AI can attempt, not a projection of displacement.ILO / Gmyrek et al. (2025) GenAI exposure gradient
  • About 100% of this occupation's tasks fall into an exposed gradient band.ILO / Gmyrek et al. (2025)
  • Mean task exposure fell by 0.14 between the 2023 and 2025 model-capability snapshots.ILO / Gmyrek et al. (2025), 2023→2025
  • Its most-exposed task: "Obtaining and updating knowledge of market conditions and of employer‚Äôs and competitors‚Äô goods and services;".ILO / Gmyrek et al. (2025)
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Commercial Sales Representatives sit at the 87th percentile of the global GenAI exposure gradient

• Across 427 international occupations scored by the ILO, Commercial Sales Representatives rank in the 87th percentile for GenAI task exposure — overlap with what generative AI can attempt, not a projection of displacement. (ILO / Gmyrek et al. (2025) GenAI exposure gradient)
• About 100% of this occupation's tasks fall into an exposed gradient band. (ILO / Gmyrek et al. (2025))
• Mean task exposure fell by 0.14 between the 2023 and 2025 model-capability snapshots. (ILO / Gmyrek et al. (2025), 2023→2025)
• Its most-exposed task: "Obtaining and updating knowledge of market conditions and of employer‚Äôs and competitors‚Äô goods and services;". (ILO / Gmyrek et al. (2025))

Source: Singulariki — "Commercial Sales Representatives". https://singulariki.com/gradient/3322-commercial-sales-representatives.html
Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.

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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.

Datasets behind 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.

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