when planning your career you should choose from job sectors of the future

CITM_b2c7984833ac · 2 source instruments · 1 surface variant

Normalized stem

when planning your career you should choose from job sectors of the future

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. When planning your career, you should choose from job sectors of the future.

Appears in

Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_b2c7984833ac and via the MCP gateway as principia.items.lookup.