A/B & Multivariate Testing

Crafting Hypotheses for Experiments

Good experiments begin with sharp, testable hypotheses. Check how well you can turn ideas into clear predictions.

A good experiment hypothesis must specify the change, the audience and the ______.

server latency

graphic designer

budget code

expected outcome metric

Stating a measurable result links cause to effect making the hypothesis testable.

Adding emotional language to a CTA is a ______ factor in persuasion models.

motivational

structural

frictional

pricing

Emotion increases motivation per contemporary behaviour frameworks.

Which framework encourages framing hypotheses as ‘because we believe X, changing Y will Z’?

PESTEL

RICE

Hypothesis‑Driven Development

MoSCoW

HDD templates connect belief, change and expected impact plainly.

The main benefit of prioritising hypotheses with the ICE (Impact‑Confidence‑Ease) score is to ______.

allocate test capacity to high‑value ideas

speed up page load

remove all risk

increase code coverage

Scoring forces teams to weigh payoff versus effort.

Before phrasing a hypothesis, qualitative research like user interviews primarily helps to _____

uncover customer pain points worth testing

finalise colour hex codes

write SQL indexes

set cookie expiry

Insights guide what variable to tweak, raising relevance.

A falsifiable hypothesis means that a test could reasonably ______.

compile faster

go viral

prove it wrong with data

earn revenue

If no result can contradict it, it’s not scientific.

The SMART acronym reminds teams hypotheses should be Specific, Measurable, Achievable, Relevant and ______.

Transactional

Trendy

Time‑bound

Technical

Setting a timeframe prevents endless tests.

Which of these is NOT useful in defining a hypothesis scope?

Primary metric

Variation description

Target segment

Favourite colour of the analyst

Analyst preferences shouldn’t dictate scientific design.

In GA4, an event‑based conversion chosen for a hypothesis should align with ______.

the CEO’s hobby

the business objective the page serves

server uptime

page font

Metric relevance keeps tests customer‑impact focused.

Using prior experiment results to inform new hypotheses embodies a ______ learning loop.

market‑mix‑model

build‑measure‑learn

cash‑burn‑hire

code‑compile‑ship

Lean loops iterate based on data feedback.

Starter

Keep learning the testing basics.

Solid

You’re on your way to optimisation mastery.

Expert!

Phenomenal command of experimentation.

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