The Indonesian Journal of Accounting Research
Vol 26, No 1 (2023): IJAR January - April 2023

Identifying Representative Financial Ratios of The Indian Tyre Industry : A Principal Component Analysis Approach

Jayesh Manjrekar (NMIMS (Deemed to be) University)
Akshay Dilipkumar Damani (NMIMS (Deemed to be) University,)



Article Info

Publish Date
28 Jan 2023

Abstract

Financial Ratio analysis is a quintessential technique to evaluate financial statements and is widely used to interpret the performance of companies. This paper examines the application of factor analysis to financial ratios. Factor analysis is applied to investigate and find representative ratios based on different business functions and stakeholder perspectives to reduce complexities in analyzing financial performance through ratio analysis due to multiple ratios. Companies from the Indian tire industry listed on the Bombay Stock Exchange (BSE) have been selected for the study. A form of factor analysis is Principal component Analysis (PCA). From an initial set of fifty-three ratios, nine factors were generated, of which the ratios based on the highest factor loading were identified and selected as the representative ratios. Multiple regression analysis was carried out to eliminate statistically insignificant variables, which helped eliminate twenty ratios. Once again, factor analysis was deployed on the remaining variables, which generated seven factors as the outcome. Factors were named, and representative ratios were identified. Cluster analysis was performed to validate the results of factor analysis. The study shows that it is not essential to compute multiple ratios to assess the financial performance of companies.

Copyrights © 2023






Journal Info

Abbrev

ijar

Publisher

Subject

Economics, Econometrics & Finance

Description

Private Sector : 1. Financial Accounting and Stock Market 2. Management and Behavioural Accounting 3. Information System, Auditing, and Proffesional Ethics 4. Taxation 5. Shariah Accounting 6. Accounting Education 7. Corporate Governance Public Sector 1. Financial Accounting 2. ...