Principia

Principia CC — Organizational Learning

Principia (generated) · 2026 · Organizational Learning — the extent to which an organization creates, retains, and shares knowledge to adapt and improve over time

Principia CC Instrument · license CC0-1.0 · calibration pending
L1-generated (PRN-157): LLM-authored from construct + design rules + public-domain exemplars; passed the item-quality linter (≥B) + anti-derivative novelty gate. NOT yet empirically calibrated (PRN-158). Design-quality gated, not yet empirically validated — reliability and validity are earned from data. Pilot it via POST /api/v1/methods/item-calibration to calibrate.

Anatomy

Principia CC —Organizational LearningMy organization encourages shar…I often learn from past mistake…We regularly discuss ways to im…My organization values feedback…I feel our team learns from eac…OrganizationalLearningcontainsmeasuresitems
Fig. Principia CC — Organizational Learning → its items → the construct(s) they measure. Click a construct to follow it.

Measures this construct

Items

Each item shows its design grade (item-quality linter) and keying. Discrimination/difficulty appear once the instrument is calibrated on pilot data.

  1. My organization encourages sharing new ideas among team members. grade B (positive-keyed)
  2. I often learn from past mistakes at work. grade A (positive-keyed)
  3. We regularly discuss ways to improve our processes. grade B (positive-keyed)
  4. My organization values feedback from employees. grade A (positive-keyed)
  5. I feel our team learns from each other effectively. grade A (positive-keyed)
  6. Knowledge is often lost when employees leave the organization. grade B (reverse-keyed)
  7. Our organization struggles to adapt to new challenges. grade A (reverse-keyed)
  8. I often feel unsure about where to find important knowledge. grade A (reverse-keyed)

Reliability & validity

Reliability
Not recorded
Validity
Not recorded

Items measuring this instrument

No canonical survey items linked to this instrument yet. Item-level dedup (PRN-050) derives canonical items from instruments that carry sample_items[]; coverage fills as the curator enriches instrument rows with item text.

Cited in

Citation linkage pending — no citations carry an explicit linked_entities.instruments reference to this row yet. See the general citation search for keyword matches.