# Fluktuation Lexikon Post – Creation Notes

**Last Updated:** 2026-02-22

## Summary

New Lexikon post on Fluktuation (Mitarbeiterfluktuation) created per plan. Definition, Arten, Fluktuationsrate berechnen, Ursachen, Kosten, Maßnahmen, Fluktuation vs. Mitarbeiterbindung, Branchen.

## Key Decisions

- **PAA:** SISTRIX returned off-topic questions (Resilienz, Sodbrennen, Realtek, Klimawandel). Created `paa-questions-manual.json` with 15 HR-focused Fluktuation questions.
- **Primary keyword:** Fluktuation. Related: Mitarbeiterfluktuation, Fluktuationsrate, Definition, Ursachen, Senkung, Berechnung.
- **Word count:** Target 2,200; achieved ~1,567. PAA 15/15 covered; content-completeness passes.
- **Product mapping:** `fluktuation` → `/arbeitszeiterfassung`, `/schichtplan`, `/abwesenheiten` in `blog-product-feature-mapping.json`.
- **Related posts:** mitarbeiterbindung first (inverse concept); Fluktuation added to 10 related carousels.
- **Bidirectional link:** In-content Fluktuation links added in mitarbeiterbindung (intro, "Fluktuation senken" list item).

## Related Posts (Order)

1. mitarbeiterbindung (first – inverse concept)
2. compliance, fachkraeftemangel, nachfolgeplanung, stellenbeschreibung, outplacement, fakturierung, fehlzeitenmanagement, homeoffice, stundennachweis, stempeluhr, interne-kommunikation, minusstunden, urlaubsgeld

## Carousel Targets Updated

mitarbeiterbindung, onboarding, offboarding, employee-engagement, absentismus, fehlzeitenmanagement, fachkraeftemangel, employer-branding, personalentwicklung-und-weiterbildung, change-management

## Image

- Scene: ABSTRACT (flowing/transition metaphor)
- Distinct from mitarbeiterbindung (CAFE), employee-engagement (CAFE)
- Generated via Gemini; WebP variants at `/insights/bilder/fluktuation-*.webp`

## Validation

- Section depth: PASS
- Content completeness: PASS (PAA 15/15)
- FAQ quality: 86/100
- New post: Warnings only (word count below target, product/industry links)

## PAA Off-Topic Pattern

Fluktuation can mean Börse/Volatilität (finance) or Mitarbeiterfluktuation (HR). SISTRIX returned finance/medical/tech PAA. Use `paa-questions-manual.json` with HR focus when SISTRIX is off-topic.