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Dealing with Data ยป Reaching Conclusions from Data

What you'll learn this session

Study time: 30 minutes

Cambridge spec: 7.9.9, 7.9.10

Exam: Paper 1 and Paper 2

  • The difference between a result and a conclusion
  • How to find the pattern in a table or bar chart
  • How to decide whether the data supports the research aim
  • A research methods checklist for Section D of both papers

You can now read tables, work out averages and read bar charts. The last step is the one that earns the most marks: saying what the data means. Questions on this appear in Section D of both papers, always about a study you have not met before.

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From results to a conclusion

Key terms:

  • Pattern: a clear trend in the data, such as one condition having a higher mean than another.

A conclusion is the interpretation of the patterns in the data to make a reasoned decision about whether the results support the research aim. Look at the two halves of that definition. First you find the pattern. Then you decide what it means for the aim.

📊 A result describes the data

"The mean score in the quiet room was 16 and the mean score in the noisy room was 11." This only says what the numbers are.

💡 A conclusion says what it means

"The noise made pupils score lower, so the results support the aim that noise affects test scores." This links the pattern back to the aim.

How to reach a conclusion

Follow these four steps every time.

  1. Read the aim. The aim tells you what the researcher wanted to find out.
  2. Find the pattern. Compare the means (or other scores) in the table or the heights of the bars. Which condition is higher? By how much?
  3. Decide. Does the pattern match the aim? If the data shows what the researcher expected, the results support the aim. If it does not, they do not support it.
  4. Write it as a sentence that uses the numbers and the words from the scenario.

Learn this

Pattern in the data + the research aim = a reasoned conclusion. Always say whether the results support the aim, and use figures from the data to show why.

Worked example: a table

A researcher wanted to find out whether a tidy desk helps pupils to finish more sums in 10 minutes. Half the pupils worked at a tidy desk and half at a messy desk. The table shows the mean number of sums finished.

ConditionMean number of sums finished
Tidy desk12
Messy desk12

Worked example

What conclusion can be drawn from the data? [2 marks]

The mean was the same in both conditions, 12 sums (1). So the results do not support the aim that a tidy desk helps pupils to finish more sums (1).

Notice that a conclusion can say the aim is not supported. That is still a good conclusion if the data backs it up.

Worked example: a bar chart

A researcher wanted to find out whether a plant in the room helps pupils to do better in a spot-the-difference task. A bar chart showed two bars. The bar for "Plant in room" reached 14 and the bar for "No plant" reached 9 on a y-axis labelled "Mean number of differences found (out of 20)".

Worked example

Write a conclusion for this study. [3 marks]

The mean score was higher with a plant in the room, 14 compared with 9 (1). This is a difference of 5 (1). So the results support the aim that a plant in the room helps pupils to do better in a spot-the-difference task (1).

Take care with your wording

  • Say "the results support the aim" rather than "this proves it". One study with a small sample cannot prove anything for certain.
  • Check that the condition you name matches the bar or the row. Reading the wrong bar gives the wrong conclusion.
  • If two means are very close, be careful. A tiny difference may not show a clear pattern.
  • Stay with the data you are given. Do not bring in what you think should happen, or other studies.

Research methods checklist for Section D

Section D is the research methods section of both papers. Paper 1 asks about experiments and Paper 2 asks about non-experimental methods, and Sections 7.5 to 7.9 appear in both. Use this checklist for any new scenario.

  • Read the aim first. Everything in your answer should link to it.
  • Name the method. Is it an experiment, an observation, a questionnaire, an interview or a case study?
  • Use the scenario. Put the names of the people, the task and the numbers into every answer.
  • Check the basics. Think about variables, design, sampling, validity, reliability and ethics where the question asks.
  • For data, go in order. Read the table or chart, find the pattern, then write a conclusion that links to the aim.
  • Match the marks. One mark is one clear point. A 3-mark question needs three separate points.

Common mistakes

Common mistakes

  • Only repeating the numbers. That is a result, not a conclusion. Say what the numbers mean for the aim.
  • Writing a conclusion with no figures from the data to back it up.
  • Saying the data "proves" the aim. Say it supports the aim, or does not support it.
  • Forgetting to mention the aim, so the answer never says what the pattern is evidence of.
  • Comparing the wrong bars or the wrong rows of the table.

Exam-style question

A researcher wanted to find out whether pupils understand a text better when they take notes by hand than when they type notes. Pupils read the same article and then took a comprehension test out of 20. The table shows the mean test score.

Way of taking notesMean comprehension score (out of 20)
By hand15
Typing11

(a) State the pattern shown in the data. [1 mark]

(b) Write a conclusion for this study. [2 marks]

(c) Explain why a conclusion is different from a result. [2 marks]

Model answer

(a) The mean comprehension score was higher when pupils took notes by hand (15) than when they typed them (11) (1).

(b) Pupils who took notes by hand scored 4 more on average (1), so the results support the aim that taking notes by hand helps pupils understand a text better than typing (1).

(c) A result only describes the data, such as the means (1). A conclusion interprets the pattern and says whether the results support the research aim (1).

Exam tip

Start a conclusion with the pattern, then finish with "so the results support (or do not support) the aim that..." using the aim's own words from the question.

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