arXiv Open Access 2024

A Brief Discussion on KPI Development in Public Administration

Simona Fioretto Elio Masciari Enea Vincenzo Napolitano
Lihat Sumber

Abstrak

Efficient and effective service delivery in Public Administration (PA) relies on the development and utilization of key performance indicators (KPIs) for evaluating and measuring performance. This paper presents an innovative framework for KPI construction within performance evaluation systems, leveraging Random Forest algorithms and variable importance analysis. The proposed approach identifies key variables that significantly influence PA performance, offering valuable insights into the critical factors driving organizational success. By integrating variable importance analysis with expert consultation, relevant KPIs can be systematically developed, ensuring that improvement strategies address performance-critical areas. The framework incorporates continuous monitoring mechanisms and adaptive phases to refine KPIs in response to evolving administrative needs. This study aims to enhance PA performance through the application of machine learning techniques, fostering a more agile and results-driven approach to public administration.

Topik & Kata Kunci

Penulis (3)

S

Simona Fioretto

E

Elio Masciari

E

Enea Vincenzo Napolitano

Format Sitasi

Fioretto, S., Masciari, E., Napolitano, E.V. (2024). A Brief Discussion on KPI Development in Public Administration. https://arxiv.org/abs/2412.09142

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2024
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓