Chapter 9 of 9 · 2 min read
Research Agenda, Ethics, Governance, and Falsifiability
Bias, gaming, consent, cultural variation, metric failure, and a testable research program.
Observer Attention Is All You Need · v0.2 · Moses Sam Paul
Research Agenda, Ethics, Governance, and Falsifiability
What would count as progress
The framework should produce hypotheses that can be rejected. Initial studies can ask whether observers define comparable slices, whether the protocol flow improves explanation, whether participants understand and accept the records, and whether contextual signals add value beyond simpler descriptions.
Failure modes
Research must look for:
- observer and facilitator bias;
- Goodhart effects when scores gain consequences;
- cultural and linguistic variation;
- strategic gaming and performative self-presentation;
- coercive consent in employment or community settings;
- excessive collection and linkage of identity data;
- majority capture of collective validation;
- automation bias and false precision;
- exclusion of people who cannot or will not complete a workshop.
Governance requirements
Every study or deployment should identify the responsible institution, purpose, participant population, consent process, retention period, access controls, appeal route, and stop conditions. Model and protocol versions must be recorded. Negative results and incidents should be publishable.
Participant control
Participants should be able to inspect what was saved, correct contextual claims, delete eligible records, revoke consent, and understand what minimal audit material remains. Identity facets should be selectively disclosed. An observation should never become a permanent judgment of worth.
Falsifiable propositions
The program should be reconsidered if independent work finds that the observed time slice is less reliable or understandable than simpler event records; if contextual enrichment produces more harm than insight; if collective validation entrenches existing power; or if privacy cannot be preserved at useful levels of analysis.
Version history
- v0.1: archived conceptual paper.
- v0.2: revises the protocol order, positions the observed time slice as a hypothesis, aligns
~SAOcommons, separates identity layers and content analysis, and adds consent, privacy, calibration, and falsifiability.