The Kaira role-transition methodology

Bring your curriculum. We will show you where it lands.

Bring a residency or role-transition curriculum. The pipeline produces an AACN-aligned coverage map, a Practice distribution, and an exemplar-scenario library. In-Center Dialysis to Home Dialysis is the first instance.

For L&D leaders and CNOs preparing the case for residency investment.

The pattern, not the customer

Role transitions share a structure.

A role-pair maps a from-role to a to-role. It names the AACN sub-competencies the new role needs, the Practice weights for that role, and a library of exemplar scenarios. The pattern holds whether the move is med-surg → dialysis, bedside → charge, or ICU → PACU. The methodology stays the same. Only the inputs change.

From

Med-Surg

→ To

Oncology

From

PCU / Tele

→ To

ICU

From

Bedside

→ To

Infusion

From

Home Health

→ To

Hospice

From

In-Center Dialysis

→ To

Home Dialysis

The pipeline

Six steps from curriculum to coverage map.

  1. 1

    Chunk

    Split the curriculum into atomic learning units. Preserve the source document structure so anchors stay traceable.

  2. 2

    AACN map

    For each chunk, identify the AACN sub-competencies it touches. The mapping is many-to-many; a single skill station may anchor against three sub-comps.

  3. 3

    Five Practices map

    For each AACN sub-comp, surface its mapped Practice from the canonical framework crosswalk. No new assignment is made here.

  4. 4

    Write rows

    Produce one row per (chunk, AACN sub-comp, Practice) triple, with confidence and the matched evidence span. Auditable end-to-end.

  5. 5

    Aggregate

    Roll up to a coverage report: count of sub-comps covered per AACN domain, weight distribution across the Five Practices, and an inventory of uncovered sub-comps.

  6. 6

    Render

    Output the artifacts the L&D leader actually defends in a budget review: the coverage map, the weight chart, and the exemplar-scenario library.

A worked example

In-Center Dialysis → Home Dialysis.

The first run took an anonymized synthetic curriculum for a home dialysis nurse residency and mapped it. The pipeline found the curriculum covered patient and family education thoroughly. It was weakest in population-health assessment. And it leaned on P3 (Hands) more than the role's real day-to-day work calls for. Three sub-competencies dropped out of the coverage entirely. Each finding has a chunk reference and a confidence score.

Sample mappings from the run

Curriculum chunk

Day 3: Patient and family teaching for the dialysate prep workflow

AACN sub-competency

2.8c

Five Practices mapping

P4

Mapping confidence

High

Curriculum chunk

Day 7: Home environment assessment walkthrough

AACN sub-competency

3.1c

Five Practices mapping

P4

Mapping confidence

Medium

Curriculum chunk

Week 4: Reflection seminar on first solo at-home support call

AACN sub-competency

10.2a

Five Practices mapping

P2

Mapping confidence

High

PDF export of the full coverage report is enabled inside the gated tier of this page once your tenant is provisioned.

Have a curriculum?

If you are designing or auditing a role-transition program, we will run your curriculum through the pipeline as part of the engagement and walk you through the report.