Will AI replace First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand?

There is no dataset that measures "replacement." What we can do is put three independent, published measurements next to each other for First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand and let them stand on their own: how much of the work overlaps with what AI can do, what people who use AI in this job actually do with it today, and what the labor market is projected to do. None of these is a forecast of the role disappearing.

1. How much of the work overlaps with AI

Published exposure research places First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand at a moderate exposure level (around the 37th percentile across all occupations). Exposure measures the share of tasks that overlap with current AI capabilities — it is not a measure of how many of those tasks will actually be automated, or on what timeline, or whether the role as a whole goes away. · LLM task exposure, γ (OpenAI / Eloundou)

2. What people actually do with AI here today

No observed-AI-use sample is published for this occupation.

3. What the labor market is projected to do

No BLS employment projection is carried for this occupation.

The skills that travel either way

Whatever AI does to the tasks, these are the highest-importance capabilities this work runs on — the ones worth deepening because they transfer across how the job evolves.

• Oral Comprehension
• Oral Expression
• Coordination
• Written Comprehension
• Speech Recognition

The honest bottom line

No single dataset says so — here is what the evidence actually measures. Exposure is task overlap, not a verdict. Observed use is a sample, not the whole workforce. The employment projection is a model, not a promise. They measure different things and they do not have to agree. Read them together, see the full First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand profile for the underlying numbers, and draw your own conclusion.

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@misc{singulariki-will-ai-replace-first-line-supervisors-of-helpers-laborers-and-material-movers-hand,
  title  = {Will AI replace First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand?},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/questions/will-ai-replace-first-line-supervisors-of-helpers-laborers-and-material-movers-hand}
}