Mining Data Wrangling Workflows for Design Patterns Discovery and Specification
Abdullah AlMasaud,
Sandra Sampaio,
Pedro Sampaio
Abstract:In this paper, we investigate Data Wrangling (DW) pipelines in the form of workflows devised by data analysts with varying levels of experience to find commonalities or patterns. We propose an approach for pattern discovery based on workflow mining techniques, addressing key challenges associated with finding patterns in data preparation solutions. The findings provide insights into the most commonly used DW operations, solution patterns, redundancies, and reuse opportunities in data preparation. The findings … Show more
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