Quantifying Data
.%20The%20system%20allows%20us%20to%20quantitatively%20measure%20timing%2C%20workflow%2C%20and%20operation%20frequency%20in%20data%20science%20tasks%20without%20resorting%20to%20human%20annotation%20or%20interview.%20In%20a%20series%20of%20pilot%20studies%2C%20we%20collect%2097%20traces%2C%20logging%20data%20scientist%20activities%20across%20four%20studies.%20While%20this%20paper%20presents%20a%20general%20system%20and%20data%20analysis%20approach%2C%20we%20focus%20on%20a%20foundational%20sub-question%20in%20our%20pilot%20studies:%20How%20consistent%20are%20different%20data%20scientists%20in%20analyzing%20the%20same%20data%3F%20We%20taxonomize%20variation%20between%20data%20scientists%20on%20the%20same%20dataset%20according%20to%20three%20categories:%20semantic%2C%20syntactic%2C%20and%20methodological.%20Our%20results%20suggest%20that%20there%20are%20statistically%20significant%20differences%20in%20the%20conclusions%20reached%20by%20different%20data%20scientists%20on%20the%20same%20task%20and%20present%20quantitative%20evidence%20for%20this%20phenomenon.%20Furthermore%2C%20our%20results%20suggest%20that%20AI-powered%20code%20tools%20subtly%20influence%20these%20results%2C%20allowing%20student%20participants%20to%20generate%20workflows%20that%20more%20resemble%20expert%20data%20practitioners.)
![What Is Quantitative Data? [Overview, Examples, and Uses]](https://www.springboard.com/blog/wp-content/uploads/2022/09/quantitative-data-examples-380x219.png)
![What Is Quantitative Data? [Overview, Examples, and Uses]](https://www.springboard.com/blog/wp-content/uploads/2022/09/quantitative-data-mathematics-800x466.jpg)
![What Is Quantitative Data? [Overview, Examples, and Uses]](https://www.springboard.com/blog/wp-content/uploads/2022/09/data-collection-process.jpg)
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