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Free R data course

R Foundations for Data Analysis

Module 08 Knowledge Check

5 questions. Pass mark 4 out of 5. Answer every question before checking the answer key below, then retry after reading the feedback.

1. A step in your plan that names no output file is…

2. Printing a count at each of the six stages matters because…

3. Numbers in Quarto prose should come from…

4. The conclusive test of reproducibility is…

5. 'North's mean is 31.5 visits higher' is a claim this course supports; 'North is busier' is not, because…

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Answer Key and Explanations

Check these only after attempting every question.

1. B — not checkable, and cannot be handed over

A step with no output is an intention. It stays open until the deadline forces a decision.

2. B — the counts are evidence a reader needs and cannot recover from the final table

How many rows arrived, how many were dropped and why, how many each summary rests on — none of that survives into the result.

3. B — an inline expression evaluated at render

Re-render after a data revision and the sentences, tables and charts update together, because nothing was copied.

4. C — deleting the outputs, restarting R, re-running and comparing

Anything that does not come back was made by hand. Without restarting, objects still in memory make scripts appear to work.

5. B — the second generalises beyond the rows in front of you

The first describes twelve rows and is certainly true of them. The second is a claim about the world, and that is inference.

Practical Check

Apply this module to your own work: complete the module activity for *Mini-Project and Reproducible Report*, then write one sentence naming what your result shows and one naming what it does not.

Strong Answer Pattern

A strong answer names the task, the evidence used, the check performed, and the remaining limitation. It avoids "proved", "guaranteed", or "always" unless the evidence genuinely supports it.