Beyond Market Intelligence/data reconciliation

data reconciliation

One story filed under data reconciliation on Beyond Market Intelligence. The newest of them: “Reconciling messy names from different data sources? Let AI simplify it.”. Reconciling two name columns when neither dataset plays by the same rules is a familiar frustration. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every data reconciliation story on Beyond Market Intelligence, newest first.

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Reconciling messy names from different data sources? Let AI simplify it.

Reconciling two name columns when neither dataset plays by the same rules is a familiar frustration. You've got "First Last" on one side, "Last, First" on the other, and that's before the misspellings and partial labels like "M&S" versus "Projected M&S." A simple XLOOKUP or INDEX/MATCH key won't cut it when the data itself is inconsistent. Instead, think about building a fuzzy match approach. Use functions like TRIM, SUBSTITUTE, and maybe even a helper column that strips common prefixes or punctuation.