Hypothesis testing reps: up to 10 rounds of choosing H₀, the conclusion, the underlying reality, and the matching box; from round 4 students can try the school attendance study

Hypothesis testing reps

Which box does each situation belong in?

Goal

Rapid-fire practice for getting comfortable with the language of hypothesis testing, including Type I and Type II errors.

How it works

Each round is an everyday situation. Choose H₀, the conclusion, and the underlying reality, then click the matching one of the four boxes: two are correct decisions, one is a Type I error, and one is a Type II error. Up to 10 rounds.

After 4 rounds

You can move on to the school attendance study. Or keep going as long as it helps.

The null hypothesis

H₀ is usually the "no effect" claim

Nothing there, no difference. We assume H₀ until the evidence is strong enough to reject it. It works like the courtroom example you just went through: a criminal trial starts from the assumption that the defendant is innocent.

H₀:

Conclusion from test:

Underlying reality:

Now click the box where this situation belongs.

Underlying reality
H₀ is falseH₀ is true
Conclusion from testReject H₀ Correct decisionType I errorfalse positive
Fail to reject H₀ Type II errorfalse negativeCorrect decision

All 10 rounds done

The same four boxes show up in every hypothesis test in this course. One last step: the school attendance study.

In these reps, each story told you the underlying reality. In a real study, we usually don't know it.

The school attendance study

A randomized trial tests whether text-message reminders to parents raise school attendance. (The data are hypothetical.)

H₀: text reminders make no difference to attendance.
Estimate: 3 percentage points · p-value ≈ 0.02 · α = 0.05

Conclusion from test:

Underlying reality:Unknown. In a real study, we don't know this.
Underlying reality (we don't know this)
H₀ is falseH₀ is true
Conclusion from testReject H₀Correct decisionType I errorfalse positive
Fail to reject H₀Type II errorfalse negativeCorrect decision