Assumptions Are the New Requirements—Declare Them, Then Test Relentlessly
Many teams kick off with a mountain of documented requirements—features, flows, specs—assuming these will guarantee success. Yet, time and again, projects fail because the foundational beliefs weren’t true. Lean UX challenges this habit by asking teams to see every requirement as an untested assumption. Instead of accepting statements like 'users need an advanced reporting dashboard,' the method insists you first ask, 'Have we proven that users will use or value this feature?'
You’ll often be surprised when you distill your requirements into assumptions. Maybe you believe your target audience won’t mind a lengthy signup process, or that customers crave detailed analytics. Only when you pose these as hypotheses and test them with real people (even with a scrappy, partial version) will the truth emerge. Perhaps your users don’t even see analytics as valuable, or are willing to abandon your product at the first sign of friction.
Teams that learn to do this—write down their assumptions, make them public, then build quick experiments to prove or disprove—move faster and waste dramatically less time on dead ends. It’s a shift in mindset from certainty to curiosity, and from building to learning.
This principle reflects the scientific method: a cycle of propose, test, observe, and adapt. If you find yourself stuck in endless debate or reluctant to change direction, you’re likely mistaking assumptions for facts. Lean UX makes it safe—and normal—to question everything before scaling.
Try this with your next idea: jot down your strongest beliefs and assumptions about your audience and what will work. Choose the one with the biggest risk or uncertainty, and restate it as a hypothesis. Instead of building the full solution, craft a cheap, quick test or prototype—maybe just a clickable mockup, a fake button, or a short email campaign. Let real feedback, not opinions or documents, guide your next move—trust that every experiment, even if it fails, brings you closer to what actually works. See what happens when you test your assumptions before betting big.
What You'll Achieve
You’ll develop critical thinking, agility, and scientific rigor; your team will avoid wasted investment and find value faster, boosting morale and customer satisfaction.
Replace Requirements With Hypothesis-Driven Experiments
List your team’s biggest assumptions.
Start every new project or feature by writing down what you believe to be true about your users, their needs, and the solution you think will work.
Translate assumptions into testable hypotheses.
For each assumption, craft a statement like 'We believe [persona] will achieve [desired benefit] if we provide [feature or approach].'
Design small, fast experiments to validate or disprove.
Build low-effort MVPs or prototypes to gather real-world feedback, aiming to learn what’s valuable, not just what’s possible.
Reflection Questions
- What are your team's strongest untested assumptions right now?
- How might you feel if key assumptions were proven wrong early—what would that free you to try?
- How comfortable are you with the idea of being wrong in front of your colleagues?
- What’s the smallest test you could run this week to validate or disprove an assumption?
Personalization Tips
- Before launching a podcast, write out your belief that 'busy parents will listen to 10-minute episodes on weekdays,' and test it with a pilot.
- If you think a new healthy recipe will be popular at home, list the assumption ('kids will eat more vegetables if they help cook') and run a kitchen test.
- At work, assume that users need a weekly summary email—send a quick version to a small group and measure open rates or feedback.
Lean UX: Applying Lean Principles to Improve User Experience
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