Corrections Policy
Trust is built on transparency. Whether rectifying human oversight or refining AI outputs, our commitment to behavioral data integrity ensures we correct mistakes openly, accurately, and swiftly.
Key Takeaways
- Swift Resolution: Confirmed factual errors are reviewed and corrected within 48 hours by our specialized team.
- Hybrid Intelligence Transparency: We clearly differentiate between patching "AI Hallucinations" and making "Interpretative Updates" based on new biographical evidence.
- Authoritative Oversight: All corrections are governed by the 16Trait Research Team, aligning with international fact-checking and psychological reporting standards.
Our Core Principles
Because cognitive modeling and behavioral data science require rigorous precision, the 16Trait Framework is governed by a strict editorial and analytical protocol. When errors arise in our content or personality profiles, we address them via three guiding principles.
1. Speed and Accuracy of Rectification
We aim to review all submitted error reports within 48 hours. If a verifiable factual error is confirmed (e.g., incorrect birth year, wrong historical event, or demographic inaccuracy), the article is updated immediately. We do not stealth-edit; substantive changes are noted.
2. Transparency in AI Usage (Hybrid Intelligence)
At 16Trait, we utilize a "Hybrid Intelligence" model—combining AI processing power with human expert verification. We categorize errors into two distinct types to continually train and improve our models:
3. Adherence to Global Standards
Our verification processes are managed strictly by the 16Trait Research Team. In resolving factual disputes, we operate in the spirit of the International Fact-Checking Network (IFCN) principles for transparency, and guide our behavioral terminology in alignment with APA (American Psychological Association) ethical reporting guidelines.
How to Report an Error
Community peer-review is a vital component of our data integrity. If you spot a factual inaccuracy or believe a psychological profile requires re-evaluation based on new evidence, please contact the 16Trait Research Team directly.
- The exact URL of the page containing the error.
- A specific description of the text or data point that is incorrect.
- A reliable source or citation (e.g., primary interview, verified biography, or academic paper) supporting the correction.
Frequently Asked Questions
How long does it take for 16Trait to fix a reported error?
The 16Trait Research Team aims to review all error reports within 48 hours. If a verifiable factual error is confirmed, the content is updated and republished immediately.
What is the difference between an AI Hallucination and an Interpretative Update?
An AI hallucination refers to plausible but factually incorrect details generated by our models (e.g., wrong dates or misattributed quotes). An interpretative update occurs when new biographical or behavioral evidence suggests a shift in a person's underlying psychological archetype or MBTI classification.
Who reviews the correction requests?
All submissions are rigorously evaluated by the human experts on the 16Trait Research Team, ensuring that data integrity meets both our internal Meta-Variant System guidelines and external psychological reporting standards.
Correction Log
Below is the record of structural updates to our Correction and Accuracy Policies:
Initial policy publication.
Explore Dynamic Meta-Variants
The following research and its 30 authoritative sources provide the foundational framework for the 80 high-fidelity MBTI variants. Apply these cognitive insights to specific profiles:
The 16Trait Framework
Discover the cognitive dynamics behind human behavior. Featuring 16 foundational archetypes and 64 evolutionary variants, our 80 comprehensive profiles are rigorously grounded in the proprietary Meta-Variant System™.
"Explore an Evidence-Based Repository for Cognitive Modeling & Behavioral Data Science at the 16Trait Research Hub."
Editor Verified: Content reviewed by humans at 16Trait Research Team.
The archetypes and their variants are strategic constructs based on cognitive function modeling for educational research only, and do not constitute clinical psychological diagnoses. For more details, see our Trustworthiness Statement.