International Journal of Science and Society (IJSOC)
Vol 5 No 2 (2023): International Journal of Science and Society (IJSOC)

Machine Learning Implementation for Profit Estimation

Alexander Dharmawan (Universitas AKI, Semarang, Indonesia)
Tri Purwani (Universitas AKI, Semarang, Indonesia)
Yani Prihati (Universitas AKI, Semarang, Indonesia)
Christina Priscilla Putri (Universitas AKI, Semarang, Indonesia)



Article Info

Publish Date
08 Jun 2023

Abstract

The company must have a unique strategy to help grow its business. One of the ways to strengthen the company's business is by estimating the company's profit. This is because with an estimated profit, the company can manage the transactions made. Some companies still use a manual profit determination process that requires several steps. Processes that are carried out manually result in a long time, which can cause delays in completing tasks and results that are less accurate than desired. Multiple linear regression is an algorithm used to determine the relationship between the dependent variable and at least two independent variables. This algorithm is a type of supervised learning algorithm that develops estimation models based on input data. The use of this algorithm is included in part of machine learning. Implementation of machine learning to calculate company profit estimates using the Python programming language. From the estimation results using multiple linear regression and Python programming, the result is that multiple linear regression can be utilized or used to predict company profits. 98% of Profit is influenced by independent factors, namely R&D Spend and Marketing Spend, while the remaining 2% is influenced by variables that are not included in this calculation.

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Journal Info

Abbrev

ijsoc

Publisher

Subject

Materials Science & Nanotechnology Social Sciences

Description

International Journal of Science and Society (IJSOC) is open access and peer-reviewed journal with e-ISSN (2715-8780), IJSOC is an international journal devoted to the study of science and technology in a social context. It focuses on the way in which advances in science and technology influence ...