The heterogeneity of employee performance data collected in organizations—stemming from variations informat, structure, and recording methods—creates significant inaccuracies within KPI systems. This article proposesan AI-based normalization methodology aimed at standardizing KPI data, automatically filtering noisy and inconsistententries, and converting heterogeneous inputs into a unified mathematical representation. The study employs NLPtechniques, min–max scaling, z-score standardization, Isolation Forest, and sentence-embedding models. Experimentalresults demonstrate that the proposed normalization pipeline increases data accuracy from 78% to 94% and reduces theKPI calculation time from 40 hours to 0.8 hours
| Mualliflar | Shuhratov , Mamurjon |
|---|---|
| Jurnal | Innovation science and technologiy |
| Nashriyot | Тошкент давлат иқтисодиёт университети |
| Nashr sanasi | 2025-12-01 |
| Jild | 1 |
| Son | 12 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| DOI | 10.5281/zenodo.17847027 |
| Indeksga qo‘shilgan | 2026-08-26 |
DOI: 10.5281/zenodo.17847027 · Maqolaning asl sahifasi
normalization, artificial intelligence, data cleaning, automation, NLP.
| APA | Shuhratov , Mamurjon (2025). AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS. Innovation science and technologiy, 1(12). https://doi.org/10.5281/zenodo.17847027 |
|---|---|
| GOST (OAK) | Shuhratov , Mamurjon AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS // Innovation science and technologiy. – 2025. – T. 1, № 12. – DOI: 10.5281/zenodo.17847027. |
| MLA | Shuhratov , Mamurjon. “AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS.” Innovation science and technologiy, 1(12), 2025. https://doi.org/10.5281/zenodo.17847027 |
| Chicago | Shuhratov , Mamurjon. “AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS.” Innovation science and technologiy, 1(12) (2025). https://doi.org/10.5281/zenodo.17847027 |
| Harvard | Shuhratov , Mamurjon (2025) ‘AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS’, Innovation science and technologiy, 1(12). https://doi.org/10.5281/zenodo.17847027 |
| BibTeX | @article{shuhratovmamurjon2025,
title = {AI-BASED NORMALIZATION METHODOLOGY FOR COLLECTING AND PROCESSING KPI INDICATORS},
author = {Shuhratov , Mamurjon},
journal = {Innovation science and technologiy},
year = {2025},
volume = {1},
number = {12},
doi = {10.5281/zenodo.17847027},
url = {https://doi.org/10.5281/zenodo.17847027}
} |
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