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Practical issues to consider when working with big data

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  • Lorien Stice-Lawrence

    (University of Southern California)

Abstract

Increasing access to alternative or “big data” sources has given rise to an explosion in the use of these data in economics-based research. However, in our enthusiasm to use the newest and greatest data, we as researchers may jump to use big data sources before thoroughly considering the costs and benefits of a particular dataset. This article highlights four practical issues that researchers should consider before working with a given source of big data. First, big data may not be conceptually different from traditional data. Second, big data may only be available for a limited sample of individuals, especially when aggregated to the unit of interest. Third, the sheer volume of data coupled with high levels of noise can make big data costly to process while still producing measures with low construct validity. Last, papers using big data may focus on the novelty of the data at the expense of the research question. I urge researchers, in particular PhD students, to carefully consider these issues before investing time and resources into acquiring and using big data.

Suggested Citation

  • Lorien Stice-Lawrence, 2022. "Practical issues to consider when working with big data," Review of Accounting Studies, Springer, vol. 27(3), pages 1117-1124, September.
  • Handle: RePEc:spr:reaccs:v:27:y:2022:i:3:d:10.1007_s11142-022-09708-x
    DOI: 10.1007/s11142-022-09708-x
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    1. Froot, Kenneth & Kang, Namho & Ozik, Gideon & Sadka, Ronnie, 2017. "What do measures of real-time corporate sales say about earnings surprises and post-announcement returns?," Journal of Financial Economics, Elsevier, vol. 125(1), pages 143-162.
    2. Elizabeth Blankespoor & Bradley E. Hendricks & Joseph Piotroski & Christina Synn, 2022. "Real-time revenue and firm disclosure," Review of Accounting Studies, Springer, vol. 27(3), pages 1079-1116, September.
    3. Jessen L. Hobson & William J. Mayew & Mohan Venkatachalam, 2012. "Analyzing Speech to Detect Financial Misreporting," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 349-392, May.
    4. Jung Koo Kang & Lorien Stice‐Lawrence & Yu Ting Forester Wong, 2021. "The Firm Next Door: Using Satellite Images to Study Local Information Advantage," Journal of Accounting Research, Wiley Blackwell, vol. 59(2), pages 713-750, May.
    5. Denny, Matthew J. & Spirling, Arthur, 2018. "Text Preprocessing For Unsupervised Learning: Why It Matters, When It Misleads, And What To Do About It," Political Analysis, Cambridge University Press, vol. 26(2), pages 168-189, April.
    6. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    7. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    8. Lian Fen Lee & Amy P. Hutton & Susan Shu, 2015. "The Role of Social Media in the Capital Market: Evidence from Consumer Product Recalls," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 367-404, May.
    9. Charles Ham & Mark Lang & Nicholas Seybert & Sean Wang, 2017. "CFO Narcissism and Financial Reporting Quality," Journal of Accounting Research, Wiley Blackwell, vol. 55(5), pages 1089-1135, December.
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