1.Hardware Component Normalization Dashboard
Hardware Procurement Analyst · 2026
A hardware procurement analyst needed to reconcile extracted component part numbers against a master bill of materials, addressing vendor-specific prefixes that artificially inflated unique component counts. To solve this discrepancy, a normalization script was applied to the raw extraction data, which a waterfall chart visualizes by subtracting three merged variants from seventy raw unique strings to land on sixty-seven normalized base parts. A horizontal bar chart further breaks down the source rows by manufacturer, revealing a heavy concentration in Texas Instruments with forty-eight rows and isolating three unknown rows to help the analyst confidently audit the extraction pipeline.
What it shows:
Normalizing vendor part numbers ensures accurate deduplicated component counts for supplier reviews.




