Hi John Robert,

Thank you for your constructive review!

We’re delighted to hear that Ideagen Audit Analytics helps you link audit data to financial statements and that you find our customer support excellent.

We appreciate your feedback regarding the need to translate identifiers. While linking our data to other providers can be complex due to differing identifiers and methodologies, we are committed to making this process as smooth as possible. We provide a helpful paper that outlines the best way to merge the two using Python, which we hope you find beneficial. Please raise a support ticket with this request and we’ll be happy to supply you with this.

Your insights are invaluable as we continue to improve our services.

Hi Chen,

Thank you for sharing your detailed review and for highlighting the strengths of Ideagen Audit Analytics. It’s great to hear that our clear and well-organized data structure, along with the helpful data manual, has been meeting your research needs. We're especially pleased that you find our coverage on restatements to be the best compared to other sources. That said, we appreciate your constructive feedback regarding the data page in WRDS. Improving navigation and indexing is always a priority, and your input helps us refine our tools further. We passed on your feedback to the development team and they will take it into account for future enhancements. If you have any additional thoughts or need support, please don't hesitate to reach out to our support team or your account manager.

Kind regards,

The Ideagen Team

Hi Seb,

Thank you for your review!

We’re delighted to hear that you find Ideagen Audit Analytics accurate and up-to-date, and that our customer support makes your data search easier. Integration with other databases is one of the strengths of our solution, and we’re happy to hear that you find it helpful.

We’re doing our best to complete the missing data wherever possible. Thank you for bringing this to our attention.

Thank you for your thoughtful review of Ideagen Audit Analytics. It's fantastic to hear that you find the data easy to understand and valuable for your financial research.

While it's great to hear there’s nothing you dislike, we still welcome any suggestions you may have down the line to help us enhance your experience further. Please feel free to get in touch with our support team or your account manager. Your feedback is important to us.

Kind regards,

The Ideagen Team

Hi Vinayak,

Thank you for your review!

We’re glad to hear that Ideagen Audit Analytics helps you find the information you need for your audit research.

Merging data is indeed one of the more common questions we receive. We are currently working on a documentation project and plan to write an article on this topic, which we hope will be helpful to our customers.

For specific questions related to merging data for particular databases, we would suggest that you submit a support ticket with details on what you’re trying to achieve. Our team will be happy to assist you further.

Thank you for your valuable feedback. It helps us improve our solution and better support your research needs.

Hi Harry,

Thank you for sharing your review and for highlighting the excellent data quality of Ideagen Audit Analytics. It's great to hear that our solution has provided accurate, reliable information and saved you significant time with processed and labeled SEC data. That’s exactly what we aim to deliver.

Pricing is always a challenging area, and we truly appreciate your feedback regarding individual datasets. It’s valuable input that helps us evaluate ways to improve accessibility for everyone, including researchers like yourself.

If you have further questions or need support, please don’t hesitate to reach out to our team — we’re here to help.

Kind regards,

The Ideagen Team

Hi Daniel,

Thank you for taking the time to share your thoughts with other buyers here on G2. It’s great to hear that our restatements data has been helpful and well-organized for your needs— it’s always rewarding to know we’re making research faster and easier. We also appreciate your feedback on improving accessibility for restatement text and linked financial statements. Your suggestion has been passed on to our development team for further consideration. If you have additional thoughts or require assistance, our support team or your account manager would be happy to help. We hope our solutions continue to support your academic research effectively.

Kind regards,

The Ideagen Team

Hi Ifeoma,

Thank you for taking the time to share your experience with Ideagen Audit Analytics. We’re glad to hear that you found it to be a reliable and easily accessible resource for your dissertation, and that the seamless sign-up process made getting started straightforward for you.

Learning that you initially faced navigation challenges but found it easy to use after receiving assistance is valuable feedback — thank you for pointing this out. It’s important to us that all users feel confident navigating our tools, and we’ll consider this insight as we refine our solution.

If you have any further questions or need assistance, please don’t hesitate to reach out to our support team or your account manager. #

Kind regards,

The Ideagen Team

Thank you for sharing your experience and for the kind recommendation! It’s great to hear that you find the insights provided by Ideagen Audit Analytics up-to-date and valuable for your profession. We appreciate the time you took to leave such a positive review, and while there’s no mention of any dislikes, please don’t hesitate to reach out if you have ideas or suggestions in the future. Our support team or your account manager is always here to assist with any questions or additional needs you might have.

Kind regards,

The Ideagen Team

Hi Jason,

Thank you for your positive feedback on our Audit Analytics dataset, particularly the comment letter database and our newsletter.

Regarding data download formats, we currently offer downloads in .CSV format from the website. We will explore options for providing Stata or SAS formats in the future.

We're glad to support your academic endeavors with our comprehensive dataset.

Kind Regards,

The Ideagen Team