1 dataset found
  1. Big 4 Financial Risk Insights (2020-2025)

    • kaggle.com
    zip
    Updated Mar 7, 2025
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    Atharva Soundankar (2025). Big 4 Financial Risk Insights (2020-2025) [Dataset]. https://www.kaggle.com/datasets/atharvasoundankar/big-4-financial-risk-insights-2020-2025
    Explore at:
    zip(2592 bytes)Available download formats
    Dataset updated
    Mar 7, 2025
    Authors
    Atharva Soundankar
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    This dataset provides in-depth insights into financial risk assessment, compliance violations, and fraud detection trends in the Big 4 consulting firms – Ernst & Young (EY), PwC, Deloitte, and KPMG – from 2020 to 2025. It captures key metrics such as the number of audit engagements, high-risk cases, fraud cases detected, and compliance breaches. Additionally, it explores the impact of AI in auditing, employee workload, and client satisfaction scores.

    This dataset is valuable for financial analysts, auditors, data scientists, and risk managers who want to analyze trends in financial compliance, audit effectiveness, and corporate risk.

    Why This Dataset? 🔥

    ✅ Unique & High-Value – Focuses on Big 4 consulting firms, making it highly relevant for finance professionals.

    ✅ AI in Auditing – Explores how AI is impacting risk detection and compliance.

    ✅ Industry Comparison – Allows analysis across different sectors (Finance, Tech, Retail, Healthcare).

    ✅ Workload vs. Effectiveness – Helps in understanding auditor workload and its impact on compliance quality.

    📌 Perfect for: Financial analysts, auditors, risk managers, data scientists, and AI researchers in finance!

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Share
FacebookFacebook
TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
Atharva Soundankar (2025). Big 4 Financial Risk Insights (2020-2025) [Dataset]. https://www.kaggle.com/datasets/atharvasoundankar/big-4-financial-risk-insights-2020-2025
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Big 4 Financial Risk Insights (2020-2025)

Trends in Fraud Detection & Financial Risk Analysis in Top Consulting Firms

Explore at:
zip(2592 bytes)Available download formats
Dataset updated
Mar 7, 2025
Authors
Atharva Soundankar
License

https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

Description

This dataset provides in-depth insights into financial risk assessment, compliance violations, and fraud detection trends in the Big 4 consulting firms – Ernst & Young (EY), PwC, Deloitte, and KPMG – from 2020 to 2025. It captures key metrics such as the number of audit engagements, high-risk cases, fraud cases detected, and compliance breaches. Additionally, it explores the impact of AI in auditing, employee workload, and client satisfaction scores.

This dataset is valuable for financial analysts, auditors, data scientists, and risk managers who want to analyze trends in financial compliance, audit effectiveness, and corporate risk.

Why This Dataset? 🔥

✅ Unique & High-Value – Focuses on Big 4 consulting firms, making it highly relevant for finance professionals.

✅ AI in Auditing – Explores how AI is impacting risk detection and compliance.

✅ Industry Comparison – Allows analysis across different sectors (Finance, Tech, Retail, Healthcare).

✅ Workload vs. Effectiveness – Helps in understanding auditor workload and its impact on compliance quality.

📌 Perfect for: Financial analysts, auditors, risk managers, data scientists, and AI researchers in finance!

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