š Night 11: The Compass of UX Research
- lw5070
- Dec 28, 2025
- 4 min read
Updated: Jan 6
Interviewing, surveys, insight-gathering
The Eleventh Tale of 10,001 UX Nights

On the eleventh night, I placed a compass in your hands.
It did not point north.
It did not spin wildly.
It settled.
āThis compass,ā I said,ādoes not guide you toward certainty.
It guides you away from assumption.ā
Now you would learn something harder.
You would learn to listen.

Lesson I: Why UX Research Exists at All
Even experienced designers carry:
personal bias
organizational blind spots
assumptions shaped by tools, not people
UX research grounds design in reality, not preference.
UX Truth: Without research, design decisions are opinions ā even when they look confident.
Research does not slow design down.
It prevents wasted effort, misaligned solutions, and costly rework.
It replaces āI thinkāĀ with āWe observed.ā

Lesson II: Research Is About Questions, Not Validation
Many travelers misuse the Compass.
They ask research to confirm what they already believe.
True UX research does the opposite.
It asks:
What problem are users actually trying to solve?
What do they expect to happen here?
Where does reality diverge from intention?
Good research makes you uncomfortable ā
because it challenges your assumptions before they harden into features.
Research is not about being right. It is about being less wrongĀ sooner.

Lesson III: Core UX Research Methods ā and What They Reveal
Not all methods uncover the same truths.The Compass points differently depending on how you hold it.
Method | What It Reveals | What It Does NOT Reveal |
Interviews | Motivation, mental models | Actual behavior |
Surveys | Patterns at scale | Nuance and context |
Usability tests | Real behavior | Long-term attitudes |
Field studies | Environmental context | Large sample trends |
Knowing whichĀ method to use ā and whenĀ ā is a core UX skill.
This distinction is explored deeply in essays on empathy-driven UX research, where understanding human motivation becomes the foundation for better decisions.

Lesson IV: Interviews ā Listening Without Leading
Interviews are not conversations.
They are structured listening.
A good UX interview:
avoids yes/no questions
explores past behavior, not future promises
listens for hesitation, emotion, and contradiction
Poor Question | Better Question |
āWould you use this feature?ā | āTell me about the last time you tried to do this.ā |
āDo you like this?ā | āWhat stands out to you here?ā |
Users often cannot articulate what they need ā
but they can describe what they struggled with.
Your role is to notice patterns, not persuade.

Lesson V: Surveys ā Breadth Without Depth
Surveys are powerful when used correctly ā and dangerous when misused.
They are best for:
identifying trends
validating frequency
prioritizing issues
They are poor at:
discovering unknown problems
understanding motivation
replacing interviews
Strength | Risk |
Superficial answers | |
Large samples | Misleading conclusions |
Quantifiable data | False certainty |
Surveys should follow discovery ā not replace it.

Lesson VI: Observation Reveals What Words Hide
Users say one thing.
They do another.
This is not dishonesty.
It is human nature.
Observation ā especially usability testing ā reveals:
where users hesitate
where they backtrack
where systems fail silently
UX Truth Behavior is more reliable than opinion.

Lesson VII: From Data to Insight ā The Hardest Step
Research does not end with notes.
Raw data is noise.
Insight emerges through:
clustering observations
identifying repeated friction
naming underlying causes
Data | Insight |
āUsers hesitated hereā | Label unclear |
āUsers skipped stepā | Step feels optional |
āUsers asked same questionā | Missing system feedback |
Insight is not what users say. It is what explains whyĀ they struggle.
This step separates researchersĀ from note-takers.

Lesson VIII: Research Must Shape Decisions
Research that does not influence design is theatre.
Good research:
shapes scope
prevents unnecessary features
aligns teams
When research is ignored, teams revert to opinion and hierarchy.
When it is respected, decisions gain legitimacy.

Lesson IX: AI as the Scribe, Not the Oracle
On this night, the Compass revealed assistants ā not replacements.
AI Tools for UX Research
AI Tool | Task | Purpose |
ChatGPT | Interview guides | Better questions |
AI transcription tools | Transcription | |
LLMs | Theme clustering | Pattern detection |
AI synthesis tools | Insight summaries |
AI accelerates processing.
Humans create meaning.

Lesson X: The Ethical Duty of UX Research
Research carries responsibility.
You are entrusted with:
personal stories
frustration
vulnerability
Good research protects dignity, privacy, and context.
Bad research extracts without care.
The Compass does not just point to insight. It points to responsibility.

What You Learned on Night 11
By dawn, you understood:
UX research replaces assumption with evidence
Different methods reveal different truths
Interviews uncover motivation
Observation reveals real behavior
Insight requires synthesis, not volume
Research must influence decisions
AI accelerates analysis, not understanding
You are no longer guessing.
⨠Night 12 Teaser: The Dance of Interaction Design
Tomorrow, you will learn how motion, feedback, and affordances teach users what is possible ā and why interaction is the language systems use to communicate.
Rest now, Traveler.



Treating research as orientation rather than answers makes sense, especially when problems arenāt well defined. It explains why research often feels āincompleteā but still prevents bad calls. More of a guardrail than a checklist.