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Day 1: Introduction to multi-level data problems

Day 1: Introduction to multi-level data problems

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The structure of <strong>multi</strong><strong>level</strong> <strong>data</strong><br />

5<br />

individuals (micro-units) are sampled from naturally<br />

occurring groups (macro-units).<br />

Population<br />

Group 1 Group 2<br />

Case 1 Case 2 … Case n1 Case 1 Case 2 … Case n2 …<br />

Group J<br />

In hierarchical <strong>data</strong> structures, there are (at least) two <strong>level</strong>s of sampling. Macro-units (fo<br />

groups) are sampled and then <strong>multi</strong>ple micro-units (for example, individuals) are sample<br />

macro-unit.<br />

We will typically refer <strong>to</strong> these two <strong>level</strong>s of sampling as Level 1 and Level 2, respective<br />

A common example of hierarchically structured <strong>data</strong> comes from the education field: stu<br />

within classrooms, which in turn might be nested within schools. Another example from<br />

is that <strong>multi</strong>ple patients may be seen by the same physician.<br />

Other examples of hierarchically structured <strong>data</strong> include these:

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