Job Scope
“How often do you use the same tools, machines, or pieces of equipment over and over again in doing your work?”
how often do you use the same tools machines or pieces of equipment over and over again in doing your work
CITM_a42ad7ce1169 · 2 source instruments · 1 surface variant
Normalized stem
how often do you use the same tools machines or pieces of equipment over and over again in doing your work
Normalization rule (PRN-050): lowercase, strip non-word/space punctuation, collapse whitespace, trim. Used for fast dedup matching across the instrument corpus.
Normative benchmark
No normative benchmark yet for this item. Item-level norms require per-respondent response distributions; they populate from published norms where available and sharpen as anonymized, aggregated deployment responses are contributed (the benchmark flywheel).
Surface variants
The verbatim item text as it appeared in each source instrument. Cross-instrument variation is preserved here; the normalized form above is the dedup key.
- How often do you use the same tools, machines, or pieces of equipment over and over again in doing your work?
Appears in
Job Scope
“How often do you use the same tools, machines, or pieces of equipment over and over again in doing your work?”
Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_a42ad7ce1169 and via the MCP gateway as principia.items.lookup.