Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age

This study is dedicated to exploring the effectiveness of digital transformation of financial management of real enterprises in the information age. The annual reports of enterprises are collected from 2011 to 2022 by web crawler technology, and text mining algorithms, such as TF-IDF and LDA theme m...

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Main Authors: Huang Meng, Gao Sen
Format: Article
Language:English
Published: Sciendo 2024-01-01
Series:Applied Mathematics and Nonlinear Sciences
Subjects:
Online Access:https://doi.org/10.2478/amns-2024-0533
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author Huang Meng
Gao Sen
author_facet Huang Meng
Gao Sen
author_sort Huang Meng
collection DOAJ
description This study is dedicated to exploring the effectiveness of digital transformation of financial management of real enterprises in the information age. The annual reports of enterprises are collected from 2011 to 2022 by web crawler technology, and text mining algorithms, such as TF-IDF and LDA theme model, are used to establish a measurement index system of digital transformation of financial management, which is calculated by entropy weight-TOPSIS method. The results show that keywords related to digital transformation, such as “informatization” and “intelligence”, appear frequently, and the importance of the theme changes significantly in different transformation stages. During the rapid transformation period, the frequency of words such as “industrial internet” and “smart grid” exceeds 400 times. Some companies have seen significant improvements in debt servicing, operations and profitability. Digital transformation of financial management is efficacious in improving operational efficiency and profitability. Still, it is a dynamic process that requires enterprises to choose appropriate strategies based on their characteristics. The study emphasizes that enterprises should pay close attention to integrating and applying emerging digital technologies and optimize their internal governance structure to promote sustainable performance improvement.
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spelling doaj.art-f9ba5cdee78645c3bf93ad7491f437da2024-03-04T07:30:42ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns-2024-0533Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information AgeHuang Meng0Gao Sen11School of Management, Wuhan University of Light Industry, Wuhan, Hubei, 430022, China.1School of Management, Wuhan University of Light Industry, Wuhan, Hubei, 430022, China.This study is dedicated to exploring the effectiveness of digital transformation of financial management of real enterprises in the information age. The annual reports of enterprises are collected from 2011 to 2022 by web crawler technology, and text mining algorithms, such as TF-IDF and LDA theme model, are used to establish a measurement index system of digital transformation of financial management, which is calculated by entropy weight-TOPSIS method. The results show that keywords related to digital transformation, such as “informatization” and “intelligence”, appear frequently, and the importance of the theme changes significantly in different transformation stages. During the rapid transformation period, the frequency of words such as “industrial internet” and “smart grid” exceeds 400 times. Some companies have seen significant improvements in debt servicing, operations and profitability. Digital transformation of financial management is efficacious in improving operational efficiency and profitability. Still, it is a dynamic process that requires enterprises to choose appropriate strategies based on their characteristics. The study emphasizes that enterprises should pay close attention to integrating and applying emerging digital technologies and optimize their internal governance structure to promote sustainable performance improvement.https://doi.org/10.2478/amns-2024-0533web crawler technologytext mining algorithmlda topic modelentropy weight-topsiscorporate financial management05c85
spellingShingle Huang Meng
Gao Sen
Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
Applied Mathematics and Nonlinear Sciences
web crawler technology
text mining algorithm
lda topic model
entropy weight-topsis
corporate financial management
05c85
title Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
title_full Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
title_fullStr Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
title_full_unstemmed Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
title_short Digital Transformation Strategy for Financial Management of Entity Enterprises in the Information Age
title_sort digital transformation strategy for financial management of entity enterprises in the information age
topic web crawler technology
text mining algorithm
lda topic model
entropy weight-topsis
corporate financial management
05c85
url https://doi.org/10.2478/amns-2024-0533
work_keys_str_mv AT huangmeng digitaltransformationstrategyforfinancialmanagementofentityenterprisesintheinformationage
AT gaosen digitaltransformationstrategyforfinancialmanagementofentityenterprisesintheinformationage