Audit Analytics: auditor, disclosure, and restatement data (licensed)
Audit Analytics (an Ideagen company) is the standard database of audit- and disclosure-related corporate events drawn from SEC filings: auditor identity and fees (audit and non-audit fees), auditor changes and dismissals, internal-control (SOX 404) opinions and material weaknesses, financial-statement restatements, late filings (NT 10-K/Q), litigation, and other disclosure events. It is the go-to source for restatement and auditor-quality research. Papers we distill use it, for example Griffin et al. on the decline in loan-covenant violations, which draws on restatement and disclosure data.
- Cost: licensed, subscription. No free tier.
- Vendor: Audit Analytics (an Ideagen company).
- Coverage: SEC registrants; auditor and fee data from around 2000, restatements and SOX 404 data from the early-2000s onward; sourced from EDGAR filings.
Access (when licensed)
Section titled “Access (when licensed)”- Via WRDS. Audit Analytics is most commonly reached through WRDS, under the Audit Analytics libraries (audit fees, auditor changes, restatements, SOX 404 internal controls, non-reliance restatements, comment letters). Records are keyed by Audit Analytics company identifiers that link to the EDGAR CIK and, via a link table, to gvkey / Compustat.
- Via direct subscription. Audit Analytics also sells a direct subscription outside WRDS; check whether your institution licenses it that way.
- The underlying source is SEC EDGAR; Audit Analytics parses and codes the filings into structured tables.
- Credentials are required. Keep any credentials in
.env, never hard-coded.
Gotchas (the ones that bite pipelines)
Section titled “Gotchas (the ones that bite pipelines)”These are the failure modes to expect; they are documented, not verified here.
- Restatement dating has several dates, and the wrong one misaligns event studies. A restatement carries the restated period, the filing / announcement date, and the 8-K Item 4.02 non-reliance date; picking the wrong date shifts the event window. The “non-reliance” restatement file is the stricter subset and differs from the broader restatement file; decide which population the question needs.
- The data is event/filing-keyed, not firm-year-keyed. A firm can have multiple events, so collapsing to a panel requires explicit aggregation rules (count, first, most severe) rather than a one-to-one join.
- Identifier linking needs the WRDS link table. Audit Analytics keys on its own company id and CIK; linking to Compustat gvkey or CRSP runs through the WRDS link table, which leaves unmatched cases. Do not assume a clean merge.
- Fee data depends on what is disclosed. Audit versus non-audit fee classifications and the universe (only registrants disclosing in proxies and filings) bias coverage; small and foreign filers differ in what they report.
- Coverage start dates differ by module. SOX 404 data is only post-2004, for example, so a pooled sample inherits the most-restrictive start date across the modules it touches.
- Definitions and taxonomies evolve. Material-weakness types and restatement categories change over time, so the flags are not constant across the full history; pin the extraction date and do not assume a category means the same thing across years.
- Parsed from filings, so classification errors exist. Because the data is coded from filings, there are known classification errors; cross-check material cases against the underlying EDGAR filing when a case drives the result.
Reference: the main modules
Section titled “Reference: the main modules”| Module | What it holds |
|---|---|
| Audit Fees | Audit and non-audit fees, auditor identity, engagement fields |
| Auditor Changes | Auditor dismissals and resignations, opinion changes |
| Restatements | Financial-statement restatements with restated periods and dates |
| Non-Reliance Restatements | Stricter subset tied to 8-K Item 4.02 non-reliance disclosures |
| SOX 404 Internal Controls | Internal-control opinions and material-weakness types |
| Comment Letters | SEC staff comment letters and responses |
Each module is event/filing-keyed and starts in a different year; field availability differs between them.
Citation
Section titled “Citation”Cite the provider and the access route, e.g.: Audit Analytics (via WRDS), accessed YYYY-MM-DD. State the modules used (audit fees, restatements, non-reliance restatements, SOX 404 internal controls), and the extraction date.