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ALT//R&D FIELD SYSTEM Joshua Byrne

SYS-ID / 2026.02.17

Turning Expert Interviews Into Observable Learning Objectives

Translate expert stories and tacit judgments into actions, conditions, standards, and common failure cues.

Field note: Experts often describe work through stories, exceptions, and compressed phrases such as “use good judgment.” The designer’s task is not to flatten that expertise into a list of facts. It is to make the decisions, cues, actions, and standards visible enough to teach and assess.

Operational question

What should a learner be able to do in a representative situation, and what evidence would convince an expert that the performance is acceptable?

A workable method

  1. Elicit a recent critical case. Ask for the last time the task was difficult, not an abstract description. Explore what changed, what the expert noticed first, and which options were rejected.
  2. Probe decisions and cues. For each action, ask what information triggered it, what could be confused with it, and what consequence follows from a late or wrong decision.
  3. Draft action-condition-standard statements. Use observable verbs, representative constraints, and a defensible quality threshold. Include tools, time, references, and collaboration when they are part of real performance.
  4. Validate with more than one expert. Use a second expert and, when possible, a competent recent learner. Disagreement may reveal local variation, hidden assumptions, or a policy question.

What this looks like in practice

“Understand voyage risk” becomes: given a route, forecast, vessel limitations, and current notices, identify the three highest-consequence hazards, justify controls with approved sources, and state the conditions that would trigger replanning.

Evidence to collect

Choose a small set of measures before implementation. Record the baseline, the source of each measure, the review cadence, and who is authorized to act on the result.

  • inter-rater agreement on acceptable performance
  • coverage of critical cues and common errors
  • learner success under representative constraints

Field checklist

  • Write the decision, accountable owner, and decision date.
  • Describe the current workflow and the conditions that shape performance.
  • Confirm the source hierarchy, permissions, and local requirements.
  • Test the method under representative—not merely convenient—conditions.
  • Review both intended outcomes and burden on the people doing the work.
  • Record a change, escalation, and stop rule before results arrive.

Watch-out

Observable does not mean simplistic. Judgment can be assessed through the quality of evidence, tradeoffs, escalation decisions, and explanation—provided the criteria are explicit.

Source notes