Application of Time Series Analyses in Big Data: Practical, Research, and Education Implications

Author:

Rezaee Zabihollah1ORCID,Dorestani Alireza2ORCID,Aliabadi Sara2

Affiliation:

1. The University of Memphis

2. Northeastern Illinois University

Abstract

ABSTRACT The application of Big Data and time series models is currently at an early stage. This paper examines the relevance and use of time series analyses for Big Data and business analytics by discussing the emergence of Big Data in business, presenting time series models, and providing an example of how time series models can be efficiently and effectively applied in accounting and auditing using Big Data. Using sophisticated Big Data and time series models, millions of transactions can be searched to spot patterns and detect abnormalities and irregularities. The time series model and Big Data analysis presented in this paper provide policy, practical, educational, and research implications. Businesses and management can use our suggested time series model and Big Data analysis in their predictive models of managerial strategies, decisions, and actions. Business schools and accounting programs can integrate the time series model, Big Data, and data analytics into business and accounting education.

Publisher

American Accounting Association

Subject

Computer Science Applications,Accounting

Reference72 articles.

1. Alles, M. 2014. Developing a Framework for the Role of Big Data in Auditing: A Synthesis of the Literature. Working paper, Rutgers, The State University of New Jersey.

2. Drivers of the use and facilitators and obstacles of the evolution of Big Data by the audit profession;Alles;Accounting Horizons,2015

3. Anderson, M. 1988. The American Census: A Social History. New Haven, CT: Yale University Press.

4. Computational complexity and information asymmetry in financial products;Arora;Communications of the ACM,2011

5. Time series analysis of ENR construction cost index;Ashuri;Journal of Construction Engineering and Management,2010

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