---
title: "Audit Analytics: research papers using this data"
description: "From Nov 2023 to Oct 2026, 63 archived papers mentioned Audit Analytics in their title, abstract, keywords or full text, most of them in Aug 2026 (6)."
url: https://scholar4ai.com/datasets/audit-analytics
markdown_url: https://scholar4ai.com/datasets/audit-analytics.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "From Nov 2023 to Oct 2026, 63 archived papers mentioned Audit Analytics in their title, abstract, keywords or full text, most of them in Aug 2026 (6). (as of 2026-11-05)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-05T06:02:37+09:00
window: 2026-10-07 to 2026-11-05
source: OpenAlex (CC0)
---

# Audit Analytics

[Browse dataset profiles](https://scholar4ai.com/datasets/directory.md)

Boards, directors, executive pay, shareholder voting, audits and governance ratings.

- data category: Corporate governance and executive data
- 0 papers in the last 7 days
- Names searched for: Audit Analytics

Most-used data: https://scholar4ai.com/rankings/datasets.md · All Corporate governance and executive data datasets: https://scholar4ai.com/datasets/corporate-governance-and-executive-data.md



## Key findings

- From Nov 2023 to Oct 2026, 63 archived papers mentioned Audit Analytics in their title, abstract, keywords or full text, most of them in Aug 2026 (6).
- No paper of the tracked journals mentioned Audit Analytics in the last 30 days (2026-10-07 to 2026-11-05).
- From 2017 to 2026 (so far), Audit Analytics was mentioned in 69 papers in the tracked journals, most of them in accounting (43), finance (11) and management (5).
- 17 of them were published in 2025, against 1 in 2017.
- Since 2023, the institutions with the most of these papers were Michigan State University (4), Arizona State University (3) and Monash University (3).
- The journals publishing most of them were Review of Accounting Studies (25), Review of Quantitative Finance and Accounting (4) and International Journal of Accounting Information Systems (4).
- The most-cited of them is “Understanding usage and value of audit analytics for internal auditors: An organizational approach” (International Journal of Accounting Information Systems, 2018), with 152 citations.
- Papers use Audit Analytics most often with Compustat (39), I/B/E/S (20) and CRSP (19); it has 20 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

## Mentions over 36 months

*Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts, keywords and full texts)*

| Trend | Nov 23–Oct 24 | Nov 24–Oct 25 | Nov 25–Oct 26 | 36 months |
|---|---:|---:|---:|---:|
|  | 16 | 18 | 29 | 63 |

## Papers per year

*Papers per publication year and category*

| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| [Accounting](https://scholar4ai.com/categories/accounting.md) | 1 | 1 | 1 | 0 | 0 | 1 | 2 | 11 | 9 | 17 |
| [Finance](https://scholar4ai.com/categories/finance.md) | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6 | 1 | 3 |
| [Management](https://scholar4ai.com/categories/management.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 2 |
| [Economics](https://scholar4ai.com/categories/economics.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 |
| [Information Systems](https://scholar4ai.com/categories/information-systems.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| [Higher Education and Research](https://scholar4ai.com/categories/higher-education-and-research.md) | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| [Statistics](https://scholar4ai.com/categories/statistics.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| [Marketing](https://scholar4ai.com/categories/marketing.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| [Operations Research](https://scholar4ai.com/categories/operations-research.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| [AI](https://scholar4ai.com/categories/ai.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| All categories | 1 | 1 | 1 | 0 | 0 | 2 | 3 | 18 | 17 | 26 |

## Where the papers come from

*Journals with the most papers, since 2023*

| # | Journal | Papers |
|---:|---|---:|
| 1 | [Review of Accounting Studies](https://scholar4ai.com/journals/review-of-accounting-studies.md) | 25 |
| 2 | [Review of Quantitative Finance and Accounting](https://scholar4ai.com/journals/review-of-quantitative-finance-and-accounting.md) | 4 |
| 3 | [International Journal of Accounting Information Systems](https://scholar4ai.com/journals/international-journal-of-accounting-information-systems.md) | 4 |
| 4 | [International Review of Economics & Finance](https://scholar4ai.com/journals/international-review-of-economics-finance.md) | 3 |
| 5 | [Journal of Accounting and Economics](https://scholar4ai.com/journals/journal-of-accounting-and-economics.md) | 2 |
| 6 | [Journal of Accounting and Public Policy](https://scholar4ai.com/journals/journal-of-accounting-and-public-policy.md) | 2 |
| 7 | [Accounting Organizations and Society](https://scholar4ai.com/journals/accounting-organizations-and-society.md) | 2 |
| 8 | [Quality & Quantity](https://scholar4ai.com/journals/quality-quantity.md) | 1 |
| 9 | [Journal of Business Economics](https://scholar4ai.com/journals/journal-of-business-economics.md) | 1 |
| 10 | [Journal of International Business Studies](https://scholar4ai.com/journals/journal-of-international-business-studies.md) | 1 |

*Institutions with the most papers, since 2023*

| # | Institution | Papers |
|---:|---|---:|
| 1 | [Michigan State University](https://scholar4ai.com/institutions/michigan-state-university.md) | 4 |
| 2 | [Arizona State University](https://scholar4ai.com/institutions/arizona-state-university.md) | 3 |
| 3 | [Monash University](https://scholar4ai.com/institutions/monash-university.md) | 3 |
| 4 | [Singapore Management University](https://scholar4ai.com/institutions/singapore-management-university.md) | 3 |
| 5 | [Virginia Tech](https://scholar4ai.com/institutions/virginia-tech.md) | 3 |
| 6 | Brigham Young University | 2 |
| 7 | London Business School | 2 |
| 8 | [The Ohio State University](https://scholar4ai.com/institutions/the-ohio-state-university.md) | 2 |
| 9 | Tulane University | 2 |
| 10 | [University of Florida](https://scholar4ai.com/institutions/university-of-florida.md) | 2 |

*Countries with the most papers, since 2023*

| # | Country | Papers |
|---:|---|---:|
| 1 | United States | 35 |
| 2 | United Kingdom | 12 |
| 3 | Australia | 8 |
| 4 | China | 7 |
| 5 | Canada | 5 |
| 6 | Brazil | 3 |
| 7 | Italy | 3 |
| 8 | Singapore | 3 |
| 9 | Austria | 2 |
| 10 | France | 2 |

*Keywords with the most papers, since 2023*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [corporate governance](https://scholar4ai.com/keywords/corporate-governance.md) | 12 |
| 2 | [audit quality](https://scholar4ai.com/keywords/audit-quality.md) | 8 |
| 3 | [audit fees](https://scholar4ai.com/keywords/audit-fees.md) | 6 |
| 4 | [information asymmetry](https://scholar4ai.com/keywords/information-asymmetry.md) | 6 |
| 5 | SEC comment letters | 4 |
| 6 | auditor independence | 4 |
| 7 | discretionary accruals | 4 |
| 8 | [financial reporting quality](https://scholar4ai.com/keywords/financial-reporting-quality.md) | 4 |
| 9 | public accounting firms | 4 |
| 10 | restatements | 4 |

## Most-cited papers

*Most-cited papers since 2017*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 152 | 1.4 | [Understanding usage and value of audit analytics for internal auditors: An organizational approach](https://doi.org/10.1016/j.accinf.2017.12.005) | [International Journal of Accounting Information Systems](https://scholar4ai.com/journals/international-journal-of-accounting-information-systems.md) | 2018-01-12 | He Li, Jun Dai, Tatiana Gershberg et al. |
| 2 | 84 | 2.6 | [Emerging digital technologies and auditing firms: Opportunities and challenges](https://doi.org/10.1016/j.accinf.2024.100676) | [International Journal of Accounting Information Systems](https://scholar4ai.com/journals/international-journal-of-accounting-information-systems.md) | 2024-03-12 | Sonia Vitali, Marco Giuliani |
| 3 | 83 | 2.4 | [Enablers, barriers and strategies for adopting new technology in accounting](https://doi.org/10.1016/j.accinf.2023.100666) | [International Journal of Accounting Information Systems](https://scholar4ai.com/journals/international-journal-of-accounting-information-systems.md) | 2023-12-11 | Denise A Jackson, Christina Allen |
| 4 | 33 | 1.0 | [The spillover effect of SEC comment letters through audit firms](https://doi.org/10.1007/s11142-023-09819-z) | [Review of Accounting Studies](https://scholar4ai.com/journals/review-of-accounting-studies.md) | 2024-02-13 | Kenneth L. Bills, Ryan Cating, Chenxi Lin et al. |
| 5 | 28 | 0.8 | [Earnings quality and board meeting frequency](https://doi.org/10.1007/s11156-023-01230-8) | [Review of Quantitative Finance and Accounting](https://scholar4ai.com/journals/review-of-quantitative-finance-and-accounting.md) | 2023-12-03 | Nikos Vafeas, Adamos Vlittis |

## Used together with

Papers use Audit Analytics most often with Compustat (39), I/B/E/S (20) and CRSP (19); it has 20 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

*What papers use Audit Analytics together with (at least 3 papers; lift 1 = chance)*

| Used with | Type | Papers using both | Lift |
|---|---|---:|---:|
| [Compustat](https://scholar4ai.com/datasets/compustat.md) | Dataset | 39 | 42.9 |
| [I/B/E/S](https://scholar4ai.com/datasets/i-b-e-s.md) | Dataset | 20 | 55.0 |
| [CRSP](https://scholar4ai.com/datasets/crsp.md) | Dataset | 19 | 30.9 |
| [10-K filings](https://scholar4ai.com/datasets/10-k-filings.md) | Dataset | 15 | 36.8 |
| [Loughran-McDonald dictionary](https://scholar4ai.com/datasets/loughran-mcdonald-dictionary.md) | Dataset | 10 | 35.2 |
| [BoardEx](https://scholar4ai.com/datasets/boardex.md) | Dataset | 9 | 52.4 |
| [ExecuComp](https://scholar4ai.com/datasets/execucomp.md) | Dataset | 8 | 64.5 |
| [SEC EDGAR](https://scholar4ai.com/datasets/sec-edgar.md) | Dataset | 8 | 61.0 |
| [S&P 500](https://scholar4ai.com/datasets/s-p-500.md) | Dataset | 6 | 1.8 |
| [Thomson Reuters 13F holdings](https://scholar4ai.com/datasets/thomson-reuters-13f-holdings.md) | Dataset | 6 | 38.2 |
| [WRDS](https://scholar4ai.com/datasets/wrds.md) | Dataset | 6 | 33.0 |
| [XBRL filings](https://scholar4ai.com/datasets/xbrl-filings.md) | Dataset | 6 | 62.1 |

The whole network: https://scholar4ai.com/code/network.md

## Cite this page

Scholar4AI. (2026). Audit Analytics. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/audit-analytics

```bibtex
@misc{scholar4ai-datasets-audit-analytics,
  author = {{Scholar4AI}},
  title = {Audit Analytics},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/audit-analytics}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).