Technology & Tools

Master Data Management

Definition

Master Data Management (MDM) is the discipline and tooling for keeping core reference data (items, suppliers, customers, locations, units of measure) accurate, complete, and consistent across every system that uses it.

In Practice

Master data is the stable backbone every transaction references: an item's dimensions, weight, lead time, supplier, and pack sizes. MDM establishes a single golden record for each entity, with governance defining who may create or change fields and validation rules that block bad values at entry.

The day-to-day stakes are enormous and mostly invisible until something breaks: a wrong case-pack quantity orders ten times too much; a wrong pallet height makes the TMS build illegal loads; a wrong lead time quietly corrupts every safety stock calculation. Planners often discover that their 'forecasting problem' is really an item-master problem.

Example: a distributor audits its item master before a planning system go-live and finds 18 percent of SKUs have default 30-day lead times regardless of supplier; correcting them re-bases safety stocks and frees seven figures of excess inventory.

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