CPA firm administration and quality management archive, one firm

Summary

Firm administration from one US regional CPA firm, 2013 to 2025: operations, IT, marketing and quality management mailboxes, Teams channels and the internal policy library. It covers the firm's quality control system and its move to the newer quality management standards, peer review preparation, independence and client acceptance procedures, security incidents and software rollouts. Client tax and audit files, engagement workpapers, HR threads and partner compensation are excluded. The archive closes in 2025 and is not refreshed.

Collected to order. We collect it from US companies for your order. Scope, volume and timing are confirmed in writing before you sign.

Pricing on request

Request scope and pricing

At a glance

  • Planned scope. Volume, sources and timing are confirmed in writing before you sign.
Records
4Memails, channel messages and policy documents
Size
10.1 GB
Tokens, estimated
1.1B
Years
2013 to 2025
Firms
1
Owner profile
One US regional CPA firm, 150 to 300 staff
Industry
Accounting and finance
Data type
Company operations archive
Headcount
150 to 300 staff
Region
United States
Languages
English
Formats
JSONL
Updated

Sources

SystemKindRecords
Microsoft 365 mailEmail3.06M messages
Microsoft Teams channelsTeam chat940K messages
SharePoint intranet and policy libraryProjects and wiki18.4K pages and documents

Good for

  • training agents on professional-standards workflows such as independence checks and client acceptance
  • evaluating question answering over a policy library that changed across 13 years
  • modeling IT incident response and change management in a mid-size professional firm
  • long-context summarization of multi-year quality remediation threads

Fields

FieldTypeDescription
message_idstringStable message or document id
sourceenummail, teams_channel or policy_library
mailbox_groupenumoperations, it, marketing, quality or firm_management
sent_attimestampSend or publish time in UTC
author_roleenummanaging_partner, partner, director, manager, staff or it_admin
thread_idstringThread or channel conversation id
subjectstringDe-identified subject or page title
bodystringText with quoted replies and signatures stripped
policy_refsarray<string>Policy library sections the message cites

Example record

{
  "message_id": "F01-M-2214983",
  "source": "mail",
  "mailbox_group": "quality",
  "sent_at": "2024-09-17T13:22:05Z",
  "author_role": "director",
  "thread_id": "F01-T-0771420",
  "subject": "2024 internal inspection results and remediation owners",
  "body": "Inspection is done. 18 engagements reviewed, 3 findings. Two audits released the report before the EQR reviewer signed off in the binder, and one review engagement had no documented independence confirmation for a new staff member. None of them change an opinion, but all three go in the QM 1 monitoring log as deficiencies. [PERSON_22] owns the release hold in the workflow tool by 10/31 and [PERSON_7] updates the independence checklist. Root cause write-up is due before the December partner meeting.",
  "policy_refs": [
    "QM-4.2 Engagement quality reviews",
    "QM-6.1 Independence confirmations"
  ]
}
One record, de-identified. Placeholders such as [PERSON_12] and [COMPANY_4] stay the same across the whole dataset, so threads still read correctly.

Licenses available

  • Exclusive

    One buyer. Nobody else can license it during the exclusive term, usually 2 years.

  • Non-exclusive

    Licensed to more than one buyer.

  • First look

    One buyer gets 2 to 4 weeks to make an offer before anyone else sees the dataset.

What ships with it

  • Datasheet: what it is, what it is good for, verified size, sources, years, format and limits.
  • Provenance file: the owner shown by code, staff notice and consent status, exclusions, mapped to the EU AI Act Article 53 training-data summary and California AB 2013.
  • Manifest with a hash for every file.
  • QC report and de-identification report.
  • Your own copy, with unique canary records.

How it is de-identified

Default exclusions removed, files flattened to text, identifiers found in three layers and replaced with consistent placeholders, and the result measured against a 99% bar for each identifier type in each source.

The full method

Request scope and pricing

We confirm scope, volume and timing in writing before you sign. Samples go out under evaluation terms after a short buyer check, once the first records are in.

Dataset: NK-48147

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