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Lesson · Economics

What the data says, and what it cannot

Your answer ends with what should be done, and the marker has not asked for it.

A descriptive result states what the figures show. An explanation offers a possible cause. A policy preference says what should be done, and the figures alone cannot decide that.

This lesson is part of reading national economic indicators carefully. The same separation is used in stating assumptions and limitations without ideological conclusions.

What are the three layers?

Sort every sentence of an answer into one of three layers. Observed: the figures say X changed by this amount. Explained: one possible reason for the change is Y. Preferred: therefore Z should be done.

Decide from the command word which layers the question wants. “Describe” asks for the first. “Explain” adds the second. Only a question that asks for a recommendation wants the third.

Worked example: a fictional bus pass scheme

A fictional town introduces a subsidised bus pass for job seekers. Before the scheme, the town’s unemployment rate was 10%. A year later it is 8%. The labour force stayed about the same.

Observed. The unemployment rate fell by 2 percentage points, from 10% to 8%, over the year.

Explained (a possibility). Cheaper travel may have let job seekers reach more employers. A new factory that opened in the same year may also have added jobs. The figures cannot separate the two.

Preferred. “The scheme should be extended to all towns.” This depends on its cost, who pays and what else the money could do. None of that is in the table.

Layer Supported by the table? Example sentence
Observed Yes The unemployment rate fell from 10% to 8%.
Explained Only as a possibility Cheaper travel may have helped, as may a new factory.
Preferred No The scheme should be extended.

The mistake that costs marks

The common slip is to write “the scheme worked, so it should be extended” under a question that only asked “describe the change”. The sentence is confident, but it claims a cause the data cannot prove and a choice the question did not ask for.

Overreach Supported rewrite
The scheme cut unemployment. Unemployment fell from 10% to 8% after the scheme began.
The town should keep the scheme. The figures alone cannot show whether the scheme should be kept.
The factory was irrelevant. A factory opened in the same year and may also have contributed.

The fix is to read the command word first and then delete any sentence from a layer the question did not ask for.

Check yourself

Sort each statement about the fictional town as Observed, Explained or Preferred.

  • (a) The participation rate rose from 62% to 63%.
  • (b) The rise in participation may be because more people believed jobs were available.
  • (c) The council should fund more travel subsidies.
  • (d) Youth unemployment fell from 15% to 12%.
Answer

(a) Observed: a figure and a change.

(b) Explained: a possible reason, marked with “may be”. It needs evidence beyond the figure.

(c) Preferred: it says what should be done, which depends on values and costs.

(d) Observed: a figure and a change for one group over a period.

What to study next

Practise all four habits in the cluster practice set. For the wider skill of writing evaluation with stated assumptions, see stating assumptions and limitations without ideological conclusions and the claim evidence and explanation revision desk.

If a teacher checking where your writing moves between layers would help, see online one-to-one Economics tuition.

Common questions

What is a descriptive statistical result?

It states what the figures show, such as a rise, a fall or a gap between two groups. It does not say why it happened or what anyone should do. The words usually include numbers, a period and a population.

Can I give a cause for the change?

Only if the question asks for an explanation, and then as a possible reason supported by economic ideas. Data alone shows that two things happened together. It does not prove one caused the other.

Is a preference about policy wrong to write?

It is an opinion, because it depends on values such as who bears the cost. Economics can set out effects and trade-offs, but the choice between them is a judgement the figures cannot settle. Write it only if the question asks for it.

What if the question says 'evaluate' or 'suggest'?

Then write the trade-offs using evidence, and state the assumptions behind your view. Keep the observed facts separate from your recommendation, so the marker can see each part and its support.

If your conclusions keep reaching past the data, one-to-one Economics lessons let a teacher mark the exact sentence where description turns into opinion and help you rewrite it.

  • Online one-to-one lessons for your child with an experienced teacher.
  • Your first class is a one-hour trial, from RM50. The fee is agreed before you book.
  • Happy with the teacher? Continue with lessons of about 1.5 hours. If not, ask for another teacher.