Methodology

The transformation model

ProPrecept takes your raw preceptor notes — typically written quickly at the end of a shift — and transforms them into formal placement feedback using three fixed sections:

1. Strengths & Professional Assessment: A formal narrative identifying what the student nurse has demonstrated, evidenced, or achieved. This is anchored in concrete clinical observations from the preceptor's input.
2. Areas for Development: Clinical or professional development needs mentioned in the preceptor's input, framed as growth opportunities rather than failings.
3. Feedforward / Action Plan: Future-focused developmental guidance, only included when the preceptor's input explicitly identifies a specific next step or area requiring further practice.

Reformat, never assess

ProPrecept is NOT an assessment system. It does not evaluate clinical performance, determine competence, interpret NMBI standards, or make clinical judgements. The preceptor brings clinical expertise and professional accountability. ProPrecept brings writing clarity and consistency. Your professional decision is preserved exactly as intended — the tool simply reformats it into clearer, more formal language suitable for official documentation.

Sanitisation and neutrality

ProPrecept removes emotional language, frustration, and subjective opinions not grounded in observable clinical behaviour. It replaces evaluative adjectives with professional modifiers: instead of “great”, the output uses “appropriately”, “safely”, or “consistently”. Instead of “careless”, it says “requires further development”. The result is formal, defensible, and free of language that could undermine your professional judgement in formal proceedings.

Personally identifiable information (PII)

ProPrecept removes:

• Student nurse names
• Patient names
• PPS numbers and HSE identifiers
• Specific hospital or facility names (replace with “the HSE facility”)
• Ward or unit names (replace with generic “ward”)
• Dates of birth
• Race, gender, ethnicity, or other personal trait information

Clinical equipment, procedures, and medications are preserved because they constitute clinical evidence.

Irish clinical terminology

ProPrecept uses the professional register of NMBI (Nursing and Midwifery Board of Ireland) standards and HSE (Health Service Executive) clinical practice. This means:

• Roles: “Preceptor”, “Associate Preceptor”, “Link Lecturer”, “Registered nurse”
• Documents: “NCAD” (National Competence Assessment Document), “MyCad”
• Standards: “NMBI Standards”, “NMBI Domains of Competence”
• Settings: “HSE facility”, “Community setting”, “Ward”, “Unit”
• Clinical terms: “ISBAR” (alongside SBAR), “Intellectual disability” (Irish term)

Domain Insight (paid feature)

ProPrecept can optionally suggest which of the 6 NMBI Domains of Competence may be relevant to the feedback generated. This is advisory only and is never included in the formal feedback copy. Domain mapping remains the preceptor's professional responsibility. The suggestion tool helps preceptors think about competence coverage without imposing a framework.

The six NMBI Domains are:

1. Professional Values and Conduct of the Nurse
2. Nursing Practice and Clinical Decision-Making
3. Knowledge and Cognitive (Health and Wellbeing)
4. Communication and Inter-Personal
5. Management and Team
6. Leadership Potential and Professional Scholarship

Voice input

ProPrecept supports voice-to-text input using Deepgram's Nova-3 Medical model. This is useful for preceptors who want to capture notes verbally during or immediately after a clinical moment, without needing to type. The speech model is optimised for Irish English and includes nursing-specific keyterms to ensure accurate transcription of clinical language.

Building familiarity with NCAD-appropriate language

Every time you use ProPrecept, you see your own clinical observations transformed into clear, fact-focused, defensible NCAD feedback. Over repeated uses, this builds familiarity with the kind of professional language expected in competence assessment documentation — neutral, evidence-based, and aligned to NMBI standards.

ProPrecept is not a training programme and is not affiliated with or endorsed by NMBI, the INMO, or any Higher Education Institution. It is a practical writing tool. But preceptors who use it regularly become more confident in their own assessment writing over time — not because the tool teaches a course, but because seeing well-structured feedback helps internalise what good NCAD documentation looks like.

Research has identified that Irish preceptors find the language of competency assessment documents challenging (Cassidy et al., 2012; McCarthy & Murphy, 2008) and that they often rely on peers for support when completing documentation. ProPrecept addresses this gap by providing a consistent, professional reference point for NCAD writing.

The bottom line

ProPrecept is a writing tool designed for busy clinical nurses who need to produce formal feedback quickly and defensibly. It is not a replacement for preceptor expertise or professional accountability. The preceptor remains fully responsible for the clinical assessment. ProPrecept handles the writing so that preceptors can focus on clinical supervision.