The purpose of this paper is to develop a forecasting model for retailers based on customer segmentation, to improve the performance of inventory. The research makes an attempt to capture the knowledge of segmenting the customers based on various attributes as an input to the demand forecasting in a retail store. The paper suggests a data mining model which has been used for forecasting demand. The proposed model has been applied for forecasting for grocery items in a supermarket. Based on the proposed forecasting model, the inventory performance has been studied by simulation. Hence, the proposed model in the paper results in improved performance of inventory. Retailers can make use of the proposed model for demand forecasting of various items to improve the inventory performance and profitability of operations. With the advent of data mining systems which have given rise to the use of business intelligence in various domains.
Forecasting, Data mining, Artificial Intelligence, Supermarkets, Inventory
International Journal of Trend in Scientific Research and Development - IJTSRD having
online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International
Journal which provides rapid publication of your research articles and aims to promote
the theory and practice along with knowledge sharing between researchers, developers,
engineers, students, and practitioners working in and around the world in many areas
like Sciences, Technology, Innovation, Engineering, Agriculture, Management and
many more and it is recommended by all Universities, review articles and short communications
in all subjects. IJTSRD running an International Journal who are proving quality
publication of peer reviewed and refereed international journals from diverse fields
that emphasizes new research, development and their applications. IJTSRD provides
an online access to exchange your research work, technical notes & surveying results
among professionals throughout the world in e-journals. IJTSRD is a fastest growing
and dynamic professional organization. The aim of this organization is to provide
access not only to world class research resources, but through its professionals
aim to bring in a significant transformation in the real of open access journals
and online publishing.