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Data collection

As explained in Grokking Statistics

Data collection is the systematic process of obtaining observations, measurements, or records for a defined purpose.

Data collection is the systematic process of obtaining observations, measurements, or records for a defined purpose. Start with a specific question rather than gathering whatever happens to be available. A focused objective makes sufficient data easier to collect and reduces spurious findings. section 2.2 section 10.24

Before trusting collected data, check:

  • Whether the observations capture important context rather than only convenient or staged moments. section 2.2
  • Whether bias, incentives, inaccurate records, or selective capture could distort the conclusion. section 2.2
  • Whether the measurement addresses the solution you actually need, such as testing a printer problem or evaluating product quality. section 10.24

From family photos to a golf question

A pile of family photographs cannot reliably reveal someone’s whole life: it shows curated moments and misses what was never photographed. A narrower question—whether the father is good at golf—supports more relevant observations, such as his swing, his behavior at the 18th hole, and his scorecard. Even then, context matters: a fist-pump may celebrate someone else, and a scorecard may not be genuine. section 2.2

How Grokking Statistics covers it

How deep it goes
Explains how objectives shape collection and flags bias, missing context, and inaccurate records, without detailing sampling procedures.
Examples
Uses family photographs, golf observations, scorecards, and 3D-print filament measurements to illustrate focused collection.
What you can do after
Evaluate whether collected observations fit a defined objective and identify context, bias, and accuracy problems before drawing conclusions.
How it connects
Connects data collection with scientific method, data mining, bias, context, statistical analysis, and machine learning models.

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This explainer was generated by Manning's knowledge graph from the text of Grokking Statistics. The section links point to the parts of the book it draws on.