Data Driven Associates
Services · 03

Master Data and SAP Quality

Medical device master data management for companies where bad product or material data is quietly causing stockouts, write-offs, or failed handoffs. Grounded in ISO 8000 and CDMP practice and years of IVD and pharma SAP work.

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Who it is for

  • Companies where planning results don’t match reality, and nobody is sure why
  • Teams launching or retiring products without a reliable phase-in and phase-out process
  • Organizations preparing an SAP S/4 program or a system change
  • Leaders who know data governance matters but don’t know where to start

The principles behind it

If You Lie to MRP, MRP Will Lie to You

Planning systems only work with accurate data behind them.

Data Accuracy Is Next to Godliness

Small errors in master data become large errors downstream.

Read about the book
Deliverables

What you receive

Data quality assessment and remediation plan

Where your data is wrong, what it is costing, and what to fix first.

Product phase-in and phase-out process

A reliable way to launch and retire products without stranded stock or broken records.

Attribute and hierarchy governance

Clear rules for what each field means and who owns it.

Right-sized data stewardship model design

The roles and routines to keep data clean, sized to your organization.

SAP enhancement business cases through cutover

From the case for change through to go-live.

How it works

  1. 01

    Assess

    Hands-on review of your products and data in the system.

  2. 02

    Prioritize

    Findings and recommendations, ranked by impact.

  3. 03

    Build

    Processes, governance, and system changes.

  4. 04

    Embed

    Change management so the improvements last.

Typical lengthInitial assessment in as little as 4 weeks, given systems access. Process build and change management timing depend on your organization.

Clients and results

Recent results

96

recommendations from a hands-on review of 387 finished goods

An IVD master data deep dive covering process improvement, documentation best practices, and a prioritized list of data cleansing opportunities. It sparked a broader data governance initiative.

9

part-time FTEs freed for higher-value work

IVDR batch-update automation in SAP, from business concept and requirements through UAT, training, data cutover, go-live, and hypercare across 7 sites.

Better schedule adherence in contract manufacturing

Routings and production version master data upgraded to match site capabilities, as part of an MRP optimization project.

See more client work
Background

CDMP (Certified Data Management Professional), ISO 8000 Master Data Quality Manager, and doctoral researcher in Enterprise Information Quality. Years of master data governance and SAP manufacturing rollouts at Siemens Healthineers. More about David

Related services
01Operational Readiness and Health Checks02S&OP Design and Standup04Operational Diligence for M&A

Is bad data costing you stock and time?

A 30-minute call is usually enough to tell where to look first.

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