Data Reliability & Transparency
Platform does not treat all data as equally reliable. It shows where data came from, its period, and how it was created or verified where possible.
Users can review evidence and status and judge reliability for their own use.
Data You Can Evaluate
What Makes Data Reliable
Data reliability depends on several factors. Platform shows them where possible.
- Who published or registered the data
- Which sources support the data
- What period the data covers
- When the data was retrieved or updated
- How it was created: data pipeline, user registration, or official registration
- Whether it was reviewed by a person or the relevant organization
- Whether it is an actual, estimate, target, or qualitative note
- Whether third-party assurance, certification, or external assessment exists
Sources
For structured public data, Platform links back to the original source where possible.
- Publisher / source organization
- Document or report title
- Web-page or document URL
- Target year / period
- Relevant page or section
- Retrieval date / last updated date
Platform focuses on facts, indicators, structured data, and source links rather than copying source materials in full.
How Data Is Created
Platform shows how data was created where possible.
Collected from Public Sources
Data collected from company, government, international, research, and other public sources.
Structured from Public Data
Data extracted, cleaned, tagged, and structured from public sources through our proprietary pipeline. The creation route is shown where possible.
User-Registered Data
Data entered, uploaded, or shared by users. The registrant may not own the subject data.
Officially Verified Data
Data reviewed, registered, or added by the relevant company or organization is marked as officially verified.
External Assurance & Certification
Platform can show third-party assurance, audit, or certification status and scope.
Improving Data Quality
Quality Checks
Structured public data may be checked for the following.
- Check data format, units, periods, and related fields
- Check source-to-data correspondence
- Check duplicates or similar data
- Track update & verification status
Not all data is manually reviewed. Review status is shown where possible.
Official Review
Official accounts are planned so organizations can review data about themselves.
- Review listed content
- Correct errors or scope
- Update to the latest data
- Add context and assumptions
- Add official materials and sources
- Indicate that data has been verified by the organization itself
Official verification improves accuracy and status but does not replace public-data collection.
Report Errors
Users will be able to report errors, missing updates, and weak sources.
- Incorrect values, units, years, etc.
- Misidentification with another company or organization
- Outdated or superseded data
- Inconsistency with the original source
- Official materials or sources that should be added
- Notices concerning rights infringement or inappropriate listing
Platform may correct, add, hide, or otherwise address reported data. Legal notices follow the Terms and Policies.
Expert Input
We are considering expert and research input for sources, definitions, notes, and alternative data.
Future Quality Features
Show Data Quality Status
We are developing clearer status indicators based on sources, updates, verification, and related factors.
These indicators will not rate the impact of a company or business.
Feedback
We are considering comments and feedback around disclosed data.
Assessment vs. Assurance
Data Quality Is Not Company Rating
Data reliability and the impact performance of a company or initiative are separate questions.
Quality indicators describe data status. They do not rate a company or business.
Limits of Platform Data
Platform improves transparency and data quality but does not guarantee completeness, accuracy, timeliness, or fitness for a specific purpose.
For important decisions, check the original source, latest official data, and appropriate professional advice.