my commute affects my productivity on the job in the following ways: it takes work time out of my day

CITM_20f28f9b950c · 1 source instrument · 1 surface variant

Normalized stem

my commute affects my productivity on the job in the following ways: it takes work time out of my day

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. My commute affects my productivity on the job in the following ways: It takes work time out of my day

Appears in

Commute Strain Scale

INST_48389b8a6a27

My commute affects my productivity on the job in the following ways: It takes work time out of my day

Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_20f28f9b950c and via the MCP gateway as principia.items.lookup.