How to read Kernel firmographic fields
Last updated: June 21, 2026
Short answer
Kernel firmographic fields should be read with the resolved entity, scope, reasoning, confidence, and source. A surprising value is usually a scope, source, currency, or field-definition question.
Use this collection when
- Revenue or headcount looks wrong.
- A value is blank, null, undetermined, or zero.
- Operating location and registered location differ.
- Reasoning, confidence, or source needs interpretation.
Focused articles
- Why does revenue look wrong or use a different currency?
- Why does headcount differ from LinkedIn?
- What do blank, null, undetermined, and zero mean?
- What is the difference between operating and registered location?
- How should I use reasoning, confidence, and source?