Simulation engine to estimate KPI impact using Ridge regression and operational constraints.
Project description
kpi-impact-sim
kpi-impact-sim es un motor de simulación basado en Ridge Regression que permite estimar cuánto debe modificarse cada variable operativa para lograr una mejora específica en un KPI objetivo.
Permite a cualquier empresa:
- Identificar qué variables impactan realmente un KPI.
- Simular escenarios de mejora (+1%, +2 puntos, +5%, etc.).
- Entender límites operativos realistas.
- Ejecutar análisis sin depender de dashboards externos.
Ideal para áreas de:
✔ Retenciones
✔ Contactabilidad
✔ Ventas
✔ Operaciones
✔ Experiencia del cliente
✔ Analítica en general
✨ Características Principales
- Preprocesamiento automático de columnas (fechas, porcentajes, numéricas).
- Detección automática de unidades (0–1 vs 0–100).
- Entrenamiento RidgeCV estable y robusto.
- Coeficientes desescalados en unidades reales.
- Simulación operativa con validaciones de factibilidad.
- Compatible con cualquier dataset empresarial.
- Perfecto para automatizar decisiones.
📦 Instalación
pip install kpi-impact-sim
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