Supply Chain Requisition System with Predictive Analysis and Supply Utilization Forecasting using Multiple Linear Regression Algorithm
Area of Research
Abstract
In the year 2022, Quezon Medical Center (QMC) had a total of 1,485
personnel and seven main divisions that deliver health care services to the patients
of Quezon Province. As additional personnel are hired, there is a corresponding
increase in the utilization rate of the various supplies in the daily operations of the
institution. As such, Supply Chain Division faces some challenges in requisition
and inventory procedures such as still carrying out paper-based materials, reports
manually encoded using the Microsoft Excel application, printer for processing and
storage of data, and in difficulty in managing inventory due to a lack of control of
the supplies resulting in a significant loss of revenue occurs overstocking leads to
wastage of both the procured products and funds and understocking leads to the
failure of meeting the demand and poor customer satisfaction. Furthermore, it was
proposed for the fast retrieval of data, create a new requisition feature that reduces
the amount of paper used, the system distribution of the requisition for review and
approval or rejection, and generate an accurate weekly, and monthly, or yearly report for an inventory of the requested item, and forecasts or predict supply chain
utilization report. In addition, the method used is Multiple Linear Regression for
predicting how many supplies are utilized. This capstone project is developed to
help the hospital department do the task efficiently and prioritize the service
request and forecast report based on their importance and urgency to the overall
supply chain division process. Future research will include an assessment of the
system with the personnel and user to assess the effectiveness of this system and
gather some information on improvements
Keywords
multiple linear regression
predictive analytics
mysql
forecasting
requisition
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APPLIED TECHNOLOGY, SCIENCE , INDUSTRYBUSINESS, ECONOMICS AND INDUSTRY 4.0 RESEARCHBUSINESS, INDUSTRY, LIVELIHOOD and FOOD SECURITYCOMMUNITY DEVELOPMENT and SOCIAL SUSTAINABILITYEDUCATION 4.0 AND WORKFORCE 4.0 RESEARCHEDUCATION and EDUCATION MANAGEMENTENVIRONMENTAL CONSERVATION, PROTECTION and DEVELOPMENTENVIRONMENTAL PROTECTION, DEVELOPMENT, AND CONSERVATION RESEARCHHEALTH and WELLNESS PROGRAM DEVELOPMENTHEALTH RESEARCH, DEVELOPMENT, INNOVATION AND EXTENSIONHUMANITIES, ARTS, CULTURE and TOURISMLEGAL, LAW ENFORCEMENT AND CRIMINOLOGY RESEARCHPOLITICS, SOCIETY, AND CULTURE RESEARCHTECHNOLOGY, ENGINEERING, AND INDUSTRY 4.0 RESEARCH