The Universal Ignorance Audit: A Fifteen-Question Method for Systematic Inquiry into the Structure of Not-Knowing

In the paper's words

The Universal Ignorance Audit is a fifteen-question, five-phase method for systematically interrogating the structure of not-knowing in any domain. Where conventional epistemic tools treat ignorance as an absence to be filled, the audit treats it as an active, structured state with architecture: hidden assumptions (scaffolds), representational confusions (map--territory errors), felt anomalies (wobbles), protected zones (taboo and identity-threatening questions), and productive capacities (actionable and relational ignorance). This paper presents the method's development history, its theoretical grounding in agnotology, specified ignorance, epistemic humility, and calibration research, and the complete fifteen-question instrument with administration protocol.

The abstract, verbatim, and its opening sentence is the claim. Every line below is quoted from the text.

Numbers it reports

No sentence of this paper reports a figure with a unit or a quantity word, so none is shown.

How it is done

1. The Universal Ignorance Audit is a fifteen-question, five-phase method for systematically interrogating the structure of not-knowing in any domain.

   from Abstract

2. This paper formalizes one such instrument: the Universal Ignorance Audit , a fifteen-question, five-phase deep-inquiry method developed through iterative dialogue between a human researcher and an AI assistant on 9 August 2026.

   from 1. Introduction

3. Four design principles govern the audit: Content independence.

   from 3.1 Design Principles

4. The audit is administered as a structured written or dialogic exercise.

   from 3.3 Administration Protocol

What would falsify it

1. The audit is compatible with, and extends, the falsifiability tradition.

   from 6.2 Relation to Falsifiability

2. Question 5 (the false-world test) is a strengthened falsifiability condition: it demands not just a disconfirming observation but a complete alternative world, closing the escape hatch of "the theory still works in some limit." The audit adds what falsificationism omits: the social, somatic, and political structure of why a belief is held despite its disconfirmability.

   from 6.2 Relation to Falsifiability

3. Keywords: ignorance; agnotology; epistemic humility; methodology; self-audit; falsifiability; AI-assisted research

   from Abstract

Where the claim stops

1. The method is released as an open methodology for researchers, educators, and anyone operating at the frontier of what they do not know.

   from 7. Conclusion

2. Where conventional epistemic tools treat ignorance as an absence to be filled, the audit treats it as an active, structured state with architecture: hidden assumptions (scaffolds), representational confusions (map--territory errors), felt anomalies (wobbles), protected zones (taboo and identity-threatening questions), and productive capacities (actionable and relational ignorance).

   from Abstract

3. Merton's specified ignorance -- the deliberate, disciplined articulation of what a research program does not know and why that boundary matters -- provides the audit's stance that ignorance can be a professional instrument rather than a failure (Merton 1987).

   from 2. Related Work

Where to read

1. Abstract172 words · 1 min
2. 1. Introduction247 words · 1 min
3. 2. Related Work259 words · 1 min
4. 3. The Method637 words · 3 min
5. 4. The Meta-Audit: The Audit Applied to Itself183 words · 1 min
6. 5. Worked Applications261 words · 1 min
7. 6. Discussion255 words · 1 min
8. 7. Conclusion118 words · 1 min
9. 8. Calibration Register and Frontier Questions180 words · 1 min
10. 9. Declarations226 words · 1 min