Abstract
Big data is much more than accounting and financial data. Big data including financial and non-accounting data have become accessible in immense volumes in distinct forms and in real time. The use of big data for accounting is immobile in initial periods. However, academics have predicted that having high-quality accessible and accelerated in real time might lead to more comprehensive financial reporting.
Literature on big data is inconclusive, theoretical and dearth empirical studies and models. This prompted us to explore the impacts of big data on accounting using accountants in an African emerging country, Nigeria. We use multiple regression over 151 responses. Samples were collected using a random sampling method. Evidence results show that big data has positive and significant impact on financial reporting, performance management, corporate budgeting, audit evidence, risk, and fraud management. Moreover, evidence indicates that while big data significantly impact accounting and auditing of accountants, utilizing the diversity of data volume, data variety and data velocity significantly enhances it.
The study can help accountants, prospective accountants, and accounting graduates to hone their competencies in studying and producing big data analytics, which will benefit the industry. Moreover, business institutions of higher learning should create business curriculums that use big data in their offerings. Finally, policymakers can help by establishing governance models for big data to organise its usage and prevent its exploitation.
Literature on big data is inconclusive, theoretical and dearth empirical studies and models. This prompted us to explore the impacts of big data on accounting using accountants in an African emerging country, Nigeria. We use multiple regression over 151 responses. Samples were collected using a random sampling method. Evidence results show that big data has positive and significant impact on financial reporting, performance management, corporate budgeting, audit evidence, risk, and fraud management. Moreover, evidence indicates that while big data significantly impact accounting and auditing of accountants, utilizing the diversity of data volume, data variety and data velocity significantly enhances it.
The study can help accountants, prospective accountants, and accounting graduates to hone their competencies in studying and producing big data analytics, which will benefit the industry. Moreover, business institutions of higher learning should create business curriculums that use big data in their offerings. Finally, policymakers can help by establishing governance models for big data to organise its usage and prevent its exploitation.
Original language | English |
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Title of host publication | Novel Financial Applications of Machine Learning and Deep Learning |
Subtitle of host publication | Algorithms, Product Modeling, and Applications |
Editors | Mohammad Zoynul Abedin, Petr Hajek |
Publisher | Springer |
Number of pages | 25 |
ISBN (Electronic) | 9783031185540 |
ISBN (Print) | 9783031185519 |
Publication status | Published - 11 Dec 2022 |
Publication series
Name | International Series in Operational Research & Management Science |
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Publisher | Springer Cham |
ISSN (Print) | 0884-8289 |
ISSN (Electronic) | 2214-7934 |