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1 year ago in Data , Data collection , Research Integrity By Babita

What are the standard data cleaning and preprocessing steps required before performing a bibliometric analysis?

After exporting my dataset, I'm faced with thousands of records with inconsistent author names, duplicate entries, and strange journal abbreviations. I know this "janitor work" is vital, but could you outline the standard preprocessing pipeline to ensure my analysis isn't built on flawed data?

Bibliography DataScience DataPreprocessing DataCleaning

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By Priya Answered 1 year ago

This is the unglamorous but most crucial phase. I always treat raw export data as messy and untrustworthy. The standard pipeline involves: 1) Deduplication merging records from the same paper imported from different searches or databases. 2) Author & Affiliation Disambiguation standardizing "Smith, J." and "Smith, John" and handling institutional name changes. 3) Source & Keyword Normalization correcting journal name abbreviations and merging synonymous keywords. I use a combination of software features (like in Bibliometrix or VOSviewer) and manual checking. Skipping this will produce elegant but misleading maps, so invest significant time here.

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