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Interpret vaccination evidence descriptively

A table of cases looks simple, yet the wording you choose can claim far more than the numbers actually show.

On this page
  1. How do you describe a table well?
  2. Worked example
  3. The mistake to watch for
  4. Check yourself
  5. Where this leads next

Describing vaccination evidence means comparing the numbers for vaccinated and unvaccinated groups in careful words. Quote figures, say which group is higher, and stop short of claiming more than the data can support. This is a science reading skill, not medical advice.

It builds on the immune response and belongs to disease and defence concepts.

How do you describe a table well?

Use three moves in this order: describe, quote, explain.

  1. Describe the pattern in one sentence: which group has fewer cases.
  2. Quote figures from the table, such as percentages or case counts.
  3. Explain using biology only if the question asks, for example memory cells.

When groups have different sizes, compare percentages or rates, not raw counts, so the comparison is fair.

Worked example

A school recorded how many students caught a disease during one term. The data are invented for practice.

GroupNumber of studentsNumber who caught the disease
Vaccinated200012
Not vaccinated200096

Question: Use the table to compare the two groups.

Step 1, percentage vaccinated: 12 ÷ 2000 = 0.006, so 0.6%.

Step 2, percentage not vaccinated: 96 ÷ 2000 = 0.048, so 4.8%.

Step 3, compare: 4.8 ÷ 0.6 = 8, so the unvaccinated group had 8 times the proportion of cases. Check: 0.6 × 8 = 4.8.

Step 4, careful wording: fewer vaccinated students caught the disease, but 12 vaccinated students still did, so the vaccine did not stop every case.

Answer: 0.6% of vaccinated students and 4.8% of unvaccinated students caught the disease, which is 8 times the proportion in the unvaccinated group.

The mistake to watch for

A common slip is to claim a vaccine works perfectly.

Mistaken answer: “The vaccine stops everybody from getting the disease.”

The student ignored the 12 vaccinated cases in the table.

The correction is to write only what the data support. “Fewer vaccinated students caught the disease” is correct. Another careful point is that one school table does not show why the groups differ, because other factors such as age or earlier exposure may also differ between them.

Check yourself

Try these, then open each answer.

1. In another class, 500 vaccinated students had 5 cases and 500 unvaccinated students had 40 cases. Give both percentages.

Show answer

Vaccinated: 5 ÷ 500 = 0.01, so 1%. Unvaccinated: 40 ÷ 500 = 0.08, so 8%.

2. Why should you compare percentages and not raw numbers when the group sizes differ?

Show answer

A larger group will have more cases simply because it has more people. Percentages remove the effect of group size and make the comparison fair.

3. Suggest one reason a table of cases cannot on its own prove that a vaccine caused the difference.

Show answer

The groups may differ in other ways, such as age or how much they were exposed to the pathogen. Without controlling these factors, the difference cannot be attributed to the vaccine alone.

Where this leads next

Populations can also change in response to medicines. Continue to discussing antimicrobial resistance without treatment advice, then try the mixed practice set.

Students who find data questions slip between over-claiming and saying too little can practise the balance in online one-to-one Biology tuition.

Questions people ask

How does a vaccine work at syllabus level?

A vaccine contains a harmless form of an antigen. It triggers the immune system to make antibodies and memory cells without causing the disease. If the real pathogen arrives later, the memory cells allow a faster and larger response. Check your syllabus for the exact wording.

What does describe the data mean in a question?

It means stating what the numbers show, using figures from the table or graph, without giving reasons. A description might compare percentages for two groups. Reasons belong in an explain answer, which is a separate step.

What is herd immunity?

Herd immunity is when enough people in a population are immune that the pathogen spreads less, which also protects some who are not immune. Whether it is in your syllabus depends on your exam year, so check the Cambridge page. It is a population-level idea, not something that happens to one person.

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Your next step

If your data answers either stay vague or claim too much, a one-to-one teacher can rehearse the describe, quote and explain pattern with you on fresh tables.

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