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Free R statistics course

Statistical Data Analytics with R

Module 12 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. The two report sections most often dropped are…

2. Numbers in the report prose should come from…

3. A chart accompanying a significant difference should ideally show…

4. An interval containing both zero and your pre-set practical threshold means…

5. The conclusive test of reproducibility is…

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Answer Key and Explanations

Check these only after attempting every question.

1. B — uncertainty and limitations

They are what distinguishes an analysis from an argument.

2. B — inline expressions evaluated at render

Re-render after a data revision and every sentence, table and chart updates together.

3. B — the distributions, including their overlap

The group SDs were around 9.5 against a difference of 3.65 — real, reliable and small relative to individual variation.

4. C — the study was inconclusive

The data cannot distinguish 'no effect' from 'an effect worth launching'. That is a request for more data.

5. B — deleting the outputs, restarting R, re-running and comparing

Without restarting, objects still in memory make scripts appear to work when they depend on a step that no longer exists.

Practical Check

Apply this module to your own work: complete the module activity for *Capstone: Statistical 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.