Question 7
When cleaning a dataset with company names like "Microsoft Corp", "Microsoft Corporation", "MSFT", which OpenRefine technique would be most effective?
Simple find and replace operations
Clustering algorithms with fingerprinting and n-gram comparison
Regular expression matching only
Manual standardization