i would advise a young college graduate to choose a management career in this organization

CITM_83a617b70a91 · 2 source instruments · 1 surface variant

Normalized stem

i would advise a young college graduate to choose a management career in this organization

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.

  1. I would advise a young college graduate to choose a management career in this organization

Appears in

Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_83a617b70a91 and via the MCP gateway as principia.items.lookup.