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The t-test: Comparing Two Means

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Edexcel IAL Biology  •  Unit 6: Practical Skills in Biology II

The t-test: Comparing Two Means

⚖️ Big idea: The t-test answers one question: is the difference between two means bigger than the variation within the groups would lead you to expect by chance? A large difference between noisy groups may mean nothing; a small difference between consistent groups can be highly significant.

Summary — What This Topic Covers

  • When a t-test is the right test — and when it is not
  • The null hypothesis and what it means to reject it
  • Calculating degrees of freedom and reading the critical value
  • Comparing calculated t with the critical value at p = 0.05
  • Writing the conclusion in the form examiners expect

1. When to Use It

Use a t-test when
you are comparing the means of two groups of continuous measurements, the data is roughly normally distributed, and the samples are reasonably sized (about n ≥ 10 each is a sensible target).
✓ mean shell height of snails from two shores ✓ mean leaf area in sun and shade ✓ mean reaction time before and after caffeine ✗ numbers of each phenotype in a cross → chi-squared ✗ whether height and mass are related → Spearman's rank ✗ three or more groups compared at once → beyond this course
The commonest wrong choice
Using a t-test on counts in categories. Counts of phenotypes, or numbers of organisms in habitat types, are frequency data — that is chi-squared.

2. The Null Hypothesis

Key Term
The null hypothesis (H₀) states that there is no significant difference between the two means, and that any difference observed is due to chance.

The test never proves your idea correct. It only tells you whether the null hypothesis can be rejected. Everything is phrased in those terms, and marks are awarded for phrasing it correctly.

H₀ there is no significant difference between the mean shell heights of snails from the two shores reject H₀ → there IS a significant difference accept H₀ → no significant difference was demonstrated (NOT "the means are the same")
The wording that costs marks
Failing to reject H₀ does not prove the means are equal — it means you did not find enough evidence that they differ. Write "no significant difference was found", never "there is no difference".

3. Degrees of Freedom and the Critical Value

Degrees of freedom
For an unpaired t-test comparing two groups:
df = n₁ + n₂ − 2
group 1: n = 12 group 2: n = 10 df = 12 + 10 − 2 = 20 read the critical value from the table at df = 20, p = 0.05 critical value = 2.086
Why p = 0.05
It is the agreed threshold in biology: a 5 % probability that a difference this large could have arisen by chance. Below that, the result is called significant.

4. Comparing and Concluding

The decision
If calculated t ≥ critical value: reject H₀ — the difference is significant at p = 0.05.

If calculated t < critical value: accept H₀ — no significant difference was found.
WORKED CONCLUSION calculated t = 2.94 df = 20 critical value = 2.086 at p = 0.05 2.94 > 2.086, so the null hypothesis is REJECTED. "There is a significant difference between the mean shell heights of snails from the two shores (t = 2.94, df = 20, p < 0.05). The probability that a difference this large arose by chance is less than 5 %."
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Also in the full note
  • Practice Questions
  • What to Memorise
  • Concepts Checklist
  • Exam Tips
  • 5. What Significance Does Not Mean
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