Acceptable Patterns
Essays on good thinking and good products.
Lesson 12 of 12: Craft

Reading Below the Surface

What participants say is only half the data. How they say it: the pauses, the pitch shifts, the demonstrations, often tells you more about problem severity than the words themselves.

Emotional Valence as a Severity Signal

When a participant describes a workaround, track their emotional state:

  • Frustration: "It's so annoying, I have to..." (high severity, user wants relief)
  • Resignation: "I guess it's not ideal, but it's fine" (medium severity, might not be enough to drive adoption)
  • Pride: "I built this whole system myself" (high engagement, but the bar to switch is higher)
  • Indifference: flat affect, minimal detail (low severity, not worth solving)

The Power of Demonstrations

The best interview moments aren't answers, they're walkthroughs. When a participant says "let me show you" and pulls up a spreadsheet, opens 17 tabs, and explains the conditional formatting they invented to track compliance training, you're getting concrete, undeniable evidence.

No verbal description can match the information density of a demonstration. It reveals the actual complexity of the workaround, the specific pain points, and the requirements any solution must meet.

What demonstrations reveal that answers don't

1
Verbal answer
"Yeah, I use a spreadsheet for tracking compliance.": suggests a casual, lightweight workaround.

Record every interview (with explicit, named consent). A note-taker capturing only written transcripts loses:

  • Emotional tone
  • Pauses and emphasis
  • Physical demonstrations
  • The exact words that will become evidence during synthesis

The consent conversation should name specific uses: "We record so our team can review the conversation later, we don't share recordings beyond our research team, and we'll delete them after the project."

During an interview, a participant describes a problem with flat, hedging language: 'I guess it's not ideal, but it's fine.' Two other participants described the same problem with visible frustration. What should you conclude?