← Index

Research Methodology

Worker Judgment Spectrum

Manufacturing roles vary dramatically in required skill and autonomy:

Level Archetype Skills Required Training Time
1 - Procedural Auto line worker Follow SOP, torque to spec, flag anomalies Days–weeks
2 - Inspection QC technician Visual defect detection, gauge use, go/no-go Weeks–months
3 - Adjustment Machine operator Read drawings, adjust feeds/speeds, compensate Months
4 - Diagnostic Maintenance tech Root cause analysis, read schematics, predict 1–2 years
5 - Craft Welder, composite layup Material feel, technique adaptation 2–5 years
6 - Expert Tool & die maker, prototype machinist Full fabrication, improvisation, process design 5–10 years

Industries

Aerospace Manufacturing

Boeing, Lockheed Martin, SpaceX, Spirit AeroSystems

High-mix, low-volume assembly with extreme documentation requirements. A&P licenses, AS9100, DCMA oversight.

Automotive Assembly

Toyota, BMW, Tesla, Ford

High-volume, takt-driven production. Team leads and andon systems. TPS/lean manufacturing.

Power Electronics

ABB, Schneider, Siemens, Delta, Eaton

VFDs, inverters, UPS, EV chargers. PCB assembly, wire harness, potting, hi-pot testing.

Medical Devices

Boston Scientific, Medtronic, Abbott

Cleanroom assembly, DHR documentation, 21 CFR 820 compliance. High traceability requirements.

Semiconductor

TSMC, Intel, Samsung, ASML

Process development at leading edge. Nanometer tolerances. Equipment worth $100M+.

  • Research pending TODO

Shop Floor Systems

How workers actually access instructions, specs, and documentation — paper vs. digital vs. AR, by industry.

Information Delivery Spectrum →

See the full breakdown by industry →

Company Deep Dives

Competitive intelligence on manufacturing software vendors — funding, customers, product positioning.

More Coming

Parsable, Poka, Augmentir...

Research pending

Cross-Industry Research

Technology Research

Data Sources