A visual analytics oriented decision support system for inventory management operations
2025
0 views
0 downloads
Advisor: Prof. Dr. Muzaffer Kapanoğlu
Abstract (EN)
The growing importance of data-driven decision-making processes today has increased the need for advanced systems that enable decision-makers, who must make decisions under competitive and time pressure, to easily interact with data. Inventory management is a quantitative process that includes demand forecasting and EOQ (Economic Order Quantity) calculations. This study aims to develop a decision support system that incorporates data automation and artificial intelligence integration for the effective management of these operations. The system uses Power BI, Python, and Prophet to generate demand forecasts, export the results to Excel, and automate the projected calculations. In addition, an artificial intelligence language model has been integrated via Power Automate to enable users to interact with the analysis outputs in natural language. All results are presented to decision-makers through an advanced dashboard system based on Power BI. The system has reduced the workload by automating demand forecasting and total cost calculations, ensuring accuracy and repeatability, and supporting decision-making processes through large language model-based software and visual dashboards. The work offers a user-friendly and low-cost digital transformation model that combines data analytics, predictive modeling, operational calculation, and artificial intelligence in a single system, providing a unique contribution to businesses aiming for competitive decision-making processes.
Author
Faden Turgut Arabacı
Institution
Eskişehir Osmangazi University
Üretim ve Servis Sistemleri Bilim Dalı
How to Cite
Faden Turgut Arabacı (Master Thesis). A visual analytics oriented decision support system for inventory management operations, 2025, Eskişehir Osmangazi University.
License
Tüm Hakları Saklıdır
This work is shared under the specified license terms.
More theses from Eskişehir Osmangazi University
- Investigation of IDH1 and IDH2 gene mutations in AML and MDS patients with trisomy 8 anomaly(2023)
- Investigating the role of serum prolidase enzyme activity and inflammatory laboratory parameters during the progression of type 2 diabetes mellitus(2023)
- The mediating role of myths about schizophrenia in the effect of mental health literacy on community attitudes toward mental illness(2023)
- Investigation of the effect of abdominal massage applied to palliative care patients on constipation and quality of life(2023)
- Opinions and suggestions of special education teachers about family involve-ment in the education of individuals with special needs(2023)
- Necessity and its effect on fiqh laws in the Hanafi sect: The example of al-Mabsut by Serahsi(2023)