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Fallers vs Log Graders and Scalers

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

A factual, source-backed comparison of Fallers 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.”

Fallers Log Graders and Scalers
Median pay · BLS OEWS
$53,900
$46,710
Employment · BLS OEWS
4,110
3,310
AI exposure (percentile) · task overlap, not automation
20th pct
14th pct

At a glance

Dimension Fallers Log Graders and Scalers
Median pay $53,900 $46,710
Employment 4,110 3,310
Employment outlook (2024–34) · BLS projection Declining (-7.3%) Declining (-0.7%)
Annual openings · BLS projection 700 600
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 · 20th pct Low · 14th pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 7th pct · 12% of tasks 7th pct · 12% of tasks
Observed AI use · Anthropic Economic Index — —
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: Control Precision, Arm-Hand Steadiness, Manual Dexterity, Near Vision, Critical Thinking, Monitoring, Operations Monitoring, Flexibility of Closure, Far Vision, Visual Color Discrimination, Problem Sensitivity, Information Ordering, Visualization, Judgment and Decision Making, Oral Comprehension, Oral Expression, Category Flexibility, Perceptual Speed, Active Listening, Deductive Reasoning, Selective Attention, Speech Clarity.

Specific to Fallers

  • Reaction Time
  • Multilimb Coordination
  • Speed of Limb Movement
  • Static Strength
  • Operation and Control
  • Trunk Strength
  • Stamina
  • Gross Body Coordination

Specific to Log Graders and Scalers

  • Production and Processing
  • Mathematics
  • Inductive Reasoning
  • Speaking
  • Customer and Personal Service
  • Written Expression
  • Administration and Management
  • Writing

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

Specific to Fallers

Specific to Log Graders and Scalers

Full profiles

This page is a summary. See the complete source-backed profile for Fallers 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. "Fallers 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; 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/fallers-vs-log-graders-and-scalers

APA

Singulariki. (2026). Fallers vs Log Graders and Scalers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/fallers-vs-log-graders-and-scalers

BibTeX 
@misc{singulariki-fallers-vs-log-graders-and-scalers,
  title  = {Fallers 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; 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/fallers-vs-log-graders-and-scalers}
}

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