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# Study design {#data-design} | ||
# Study design {#sec-data-design} | ||
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```{r} | ||
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# Introduction to data {.unnumbered} | ||
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In this part of the book you will be introduced to data, their properties, how they are collected, and the structure of the design used for the study. | ||
Different data and settings lead to different **types** of conclusions, so you\'ll always want to keep in mind the data provenance, especially as you move on to modeling and inference. | ||
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- In @sec-data-hello you\'ll be introduced to tidy data, and important structure for describing, visualizing, and analyzing data. | ||
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- In @sec-data-design the focus is on study design. | ||
In particular, the important distinction between random sampling and randomization is made. | ||
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- @sec-data-applications includes an application on the Passwords case study where the topics from this part of the book are fully developed. | ||
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We recommend you coming back to this part to review after you cover a new part in the textbook. | ||
In particular, it is worthwhile to consider \<a href = \>Figure 2.8 in all of the inferential settings you cover. | ||
Each dataset you analyze will have a slightly context which will require thoughtful consideration of the appropriate conclusions. |