Applied AI for finance and accounting: Alternative data and opportunities

Big data and artificial intelligence (AI) have transformed the finance industry by altering the way data and information are generated, processed, and incorporated into decision-making processes. Data and information have emerged as a new class of assets, facilitating efficient contracting and risk-...

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Bibliographic Details
Published inPacific-Basin finance journal Vol. 84; p. 102307
Main Authors Cao, Sean Shun, Jiang, Wei, Lei, Lijun (Gillian), Zhou, Qing (Clara)
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.04.2024
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Summary:Big data and artificial intelligence (AI) have transformed the finance industry by altering the way data and information are generated, processed, and incorporated into decision-making processes. Data and information have emerged as a new class of assets, facilitating efficient contracting and risk-sharing among corporate stakeholders. Researchers have also increasingly embraced machine learning and AI analytics tools, which enable them to exploit empirical evidence to an extent that far surpasses traditional methodologies. In this review article, prepared for a special issue on Artificial Intelligence (AI) and Finance in the Pacific-Basin Finance Journal, we aim to provide a summary of the evolving landscape of AI applications in finance and accounting research and project future avenues of exploration. Given the burgeoning mass of literature in this field, it would be unproductive to attempt an exhaustive catalogue of these studies. Instead, our goal is to offer a structured framework for categorizing current research and guiding future studies. We stress the importance of blending financial domain expertise with state-of-the-art data analytics skills. This fusion is essential for researchers and professionals to harness the opportunities offered by data and analytical tools to better comprehend and influence our financial system. •This article explores the connection between AI and finance for a special issue.•Recognizing data as valuable, it plays a key role in efficient contracts and risk-sharing.•Domain expertise guides AI model selection for research alignment.
ISSN:0927-538X
1879-0585
DOI:10.1016/j.pacfin.2024.102307