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Weighers, Measurers, Checkers, and Samplers, Recordkeeping vs Log Graders and Scalers

Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index

A factual, source-backed comparison of Weighers, Measurers, Checkers, and Samplers, Recordkeeping and Log Graders and Scalers on the dimensions both occupations carry. Every figure is a position within an independent published dataset — not a verdict on which job is better, safer, or more “future-proof.”

Weighers, Measurers, Checkers, and Samplers, Recordkeeping Log Graders and Scalers
Median pay · BLS OEWS
$45,650
$46,710
Employment · BLS OEWS
49,720
3,310
AI exposure (percentile) · task overlap, not automation
26th pct
14th pct

At a glance

Dimension Weighers, Measurers, Checkers, and Samplers, Recordkeeping Log Graders and Scalers
Median pay $45,650 $46,710
Employment 49,720 3,310
Employment outlook (2024–34) · BLS projection Declining (-4.8%) Declining (-0.7%)
Annual openings · BLS projection 5,300 600
Typical education · O*NET Usually requires a high school diploma or GED, though some occupations may not. Usually requires a high school diploma or GED, though some occupations may not.
AI exposure · published exposure studies Low · 26th pct Low · 14th pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 69th pct · 37% of tasks 7th pct · 12% of tasks
Observed AI use · Anthropic Economic Index Automation-leaning (66.7%) —
Mostly remote-capable · Dingel–Neiman No No

Pay and employment are BLS OEWS estimates; outlook and openings are BLS 2024–2034 projections; AI exposure and observed-use figures come from separate research and reflect exposure and usage, not predictions that either job will disappear. Compare like with like.

Skills

Shared: Production and Processing, Near Vision, Mathematics, Critical Thinking, Written Comprehension, Problem Sensitivity, Category Flexibility, Reading Comprehension, Oral Comprehension, Oral Expression, Information Ordering, Perceptual Speed, Selective Attention, Speaking, Monitoring, Written Expression, Deductive Reasoning, Flexibility of Closure, Speech Recognition, Administration and Management, Active Listening, Coordination, Inductive Reasoning, Mathematical Reasoning, Number Facility, Finger Dexterity, Far Vision, Speech Clarity, Writing, Mathematics, Complex Problem Solving, Judgment and Decision Making, Time Management, Arm-Hand Steadiness.

Specific to Weighers, Measurers, Checkers, and Samplers, Recordkeeping

  • English Language
  • Administrative
  • Social Perceptiveness
  • Service Orientation
  • Quality Control Analysis
  • Persuasion

Specific to Log Graders and Scalers

  • Customer and Personal Service
  • Active Learning
  • Manual Dexterity
  • Control Precision
  • Visual Color Discrimination
  • Operations Monitoring
  • Visualization

Knowledge, skills & abilities O*NET rates as important for each occupation. “Shared” are common to both; the columns list what is distinctive to each (top by the order O*NET surfaces).

Tools & technology

Shared: Data base user interface and query software , Spreadsheet software , Office suite software , Electronic mail software , Presentation software , Word processing software , Enterprise resource planning ERP software , Inventory management software .

Specific to Weighers, Measurers, Checkers, and Samplers, Recordkeeping

Specific to Log Graders and Scalers

Full profiles

This page is a summary. See the complete source-backed profile for Weighers, Measurers, Checkers, and Samplers, Recordkeeping or Log Graders and Scalers — tasks, the full skill graph, tools, work context, preparation, wages by percentile, industries, AI exposure and the AI work map.

More comparisons

Related occupations you can place side by side on the same sourced scale.

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 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Weighers, Measurers, Checkers, and Samplers, Recordkeeping vs Log Graders and Scalers." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/compare/weighers-measurers-checkers-and-samplers-recordkeeping-vs-log-graders-and-scalers

APA

Singulariki. (2026). Weighers, Measurers, Checkers, and Samplers, Recordkeeping vs Log Graders and Scalers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/weighers-measurers-checkers-and-samplers-recordkeeping-vs-log-graders-and-scalers

BibTeX 
@misc{singulariki-weighers-measurers-checkers-and-samplers-recordkeeping-vs-log-graders-and-scalers,
  title  = {Weighers, Measurers, Checkers, and Samplers, Recordkeeping vs Log Graders and Scalers},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
  url    = {https://singulariki.com/compare/weighers-measurers-checkers-and-samplers-recordkeeping-vs-log-graders-and-scalers}
}

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