New financial ratios based on the compositional data methodology

Due to their type of mathematical construction, the use of standard financial ratios in studies analysing the financial health of a group of firms leads to a series of statistical problems that can invalidate the results obtained. These problems are originated by the asymmetry of financial ratios. The present article justifies the use of a new methodology using compositional data (CoDa) to analyse the financial statements of a sector, improving analyses using conventional ratios since the new methodology enables statistical techniques to be applied without encountering any serious drawbacks such as skewness and outliers, and without the results depending on the arbitrary choice as to which of the accounting figures is the numerator of the ratio and which is the denominator. An example with data of the wine sector is provided. The results show that when using CoDa, outliers and skewness are much reduced and results are invariant to numerator and denominator permutation.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/26/2023

Accounting statement analysis at industry level. A gentle introduction to the compositional approach

Compositional data are contemporarily defined as positive vectors, the r...
research
07/13/2018

Incremental Sharpe and other performance ratios

We present a new methodology of computing incremental contribution for p...
research
05/08/2018

Fighting Accounting Fraud Through Forensic Data Analytics

Accounting fraud is a global concern representing a significant threat t...
research
10/24/2021

Compositional data analysis – linear algebra, visualization and interpretation

Compositional data analysis is concerned with multivariate data that hav...
research
12/14/2021

An Earth Mover's Distance Based Graph Distance Metric For Financial Statements

Quantifying the similarity between a group of companies has proven to be...
research
07/24/2022

On a Notion of Outliers Based on Ratios of Order Statistics

There are a number of mathematical formalisms of the term "outlier" in s...
research
08/27/2019

Copulas and Preserver Problems

Preserver problems concern the characterization of operators on general ...

Please sign up or login with your details

Forgot password? Click here to reset