Stories speak louder than numbers: evidence from annual reports

Purpose This study aims to identify the possible red flags of potential financial irregularities in the annual reports. Design/methodology/approach The study adopted a qualitative approach to understand the possible red flags in the annual report. Semi-structured in-depth interviews with senior executives, forensic auditors, regulators and banking and financial services academicians helped gain explorative insights. Findings The findings propose a comprehensive framework for understanding the possible red flags in the annual report, which may provide early warning signals to the TMT to take timely action. Practical implications The study offers a step-by-step approach to detecting red flags, enabling timely interventions and more effective risk management by relevant stakeholders. Originality/value The paper contributes to the limited literature by using narrative sections of publicly available financial data to identify possible red flags. It offers a distinctive addition to the previous studies by focusing on the practical perspectives of professionals in auditing, accounting, forensics, regulation and academia.

Institutions

Publication Details

Journal
Qualitative Research in Financial Markets
Published
2025-10-16
DOI
https://doi.org/10.1108/qrfm-10-2024-0286
Citations
1
Primary Topic
Auditing, Earnings Management, Governance
Type
article
Field-Weighted Citation Impact
3.91
Controls
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article

Stories speak louder than numbers: evidence from annual reports

1 citations
Qualitative Research in Financial Markets
Auditing, Earnings Management, Governance
3.91
article

Stories speak louder than numbers: evidence from annual reports

article en
1 citations

Abstract

Purpose This study aims to identify the possible red flags of potential financial irregularities in the annual reports. Design/methodology/approach The study adopted a qualitative approach to understand the possible red flags in the annual report. Semi-structured in-depth interviews with senior executives, forensic auditors, regulators and banking and financial services academicians helped gain explorative insights. Findings The findings propose a comprehensive framework for understanding the possible red flags in the annual report, which may provide early warning signals to the TMT to take timely action. Practical implications The study offers a step-by-step approach to detecting red flags, enabling timely interventions and more effective risk management by relevant stakeholders. Originality/value The paper contributes to the limited literature by using narrative sections of publicly available financial data to identify possible red flags. It offers a distinctive addition to the previous studies by focusing on the practical perspectives of professionals in auditing, accounting, forensics, regulation and academia.

Qualitative Research in Financial Markets
Department of Commerce (AU), Institute of Technology Management (IN), Sardar Patel University (IN)
Openalex Percentile: Top 5%
Auditing, Earnings Management, Governance
3.91
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Stories speak louder than numbers: evidence from annual reports · Qualitative Research in Financial Markets (2025) | TGRS Research Map | TGRS