This time, I am focusing on Critical Data Elements and, more importantly, the perspectives through which they must be understood. CDEs are not valuable on their own. Their value emerges only when they are placed in the right context, tied to business processes, and supported by clear roles that both contribute to and rely on these perspectives.

Before reading this post, I strongly recommend starting with the earlier article “Critical Data Elements Are Not About Data”, which sets the foundation for why CDEs should be viewed as a business and operational concern rather than a purely

This post builds on that foundation by exploring how CDEs must be anchored in process, quality, and governance perspectives, and how specific roles actively shape, apply, and benefit from each of them.

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Three Perspectives on Critical Data Elements

Critical Data Elements only become valuable when they are viewed through the right lenses. On their own, CDEs are just identified fields. What gives them meaning, priority, and impact is the perspective in which they are placed and the roles that actively work with them.

This post frames CDEs through three complementary perspectives.

The process perspective explains where and when a CDE matters. It anchors critical data to real business execution, making CDEs enforceable at the moment work is performed, not discovered later through reporting or cleanup.

The quality and SLA perspective defines what good looks like and how fast issues must be addressed. It turns CDE importance into measurable commitments, ensuring that critical data receives consistent operational priority.

The minimum requirement perspective establishes the baseline that cannot be compromised. It sets the non‑negotiable conditions that must be in place before a CDE is considered governed at all, preventing partial or symbolic implementation.

Together, these perspectives move CDEs from documentation to discipline. They clarify ownership, enable enforcement, and ensure that governance is applied where it creates real business value

RACI for CDE Governance Areas

Critical Data Elements cut across processes, systems, and teams. Without a clear RACI, responsibility becomes diffused and CDE governance collapses into discussion rather than execution.

A defined RACI ensures that:

• Accountability is explicit, not assumed
• Ownership follows business responsibility, not tooling or IT structure
• Decisions are made once, at the right level
• Enforcement is predictable, not negotiable
• Escalation paths are clear when quality or SLAs are breached

In practice, most CDE failures are not caused by missing definitions or rules. They are caused by unclear accountability. When no one is clearly accountable, everyone is involved and nothing happens.

The RACI makes the three CDE perspectives operational:

• The process perspective needs a single accountable process owner
• The quality and SLA perspective needs clear responsibility for monitoring and remediation
• The minimum requirement perspective needs authority to define and enforce the baseline

Without a RACI, CDEs remain governance intent.
With a RACI, CDEs become managed assets embedded in how the organization operates.

Role	Process Perspective (CDE Anchoring)	CDE Quality & SLA Sheet	Minimum Requirement List
Process Owner	A	A	C
Domain Owner	A	A	R
Data Steward	R	R	R
Data Governance Lead	C	C	A
Data Quality Lead / Analyst	C	R	C
MDM / Platform Team	C	R	R
Solution / Application Architect	R	C	R
Business SME	C	C	I

RACI Legend

I Informed – kept aware

R Responsible – does the work

A Accountable – owns the outcome

C Consulted – provides input

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tangable – CDE RACI to specific SAP master data

Below is a direct, concrete mapping of the CDE RACI to specific SAP master data object types: Material, Vendor, and Customer.

Mapping CDE RACI to SAP Object Types

1. Material Master (MM / PLM-related objects)

Typical CDEs

• Material Type
• Base Unit of Measure
• Plant Status
• Valuation Class
• Classification Characteristics
• Lifecycle Status

Process Perspective (Creation, Change, Release)

Role	SAP Material Activities
Process Owner (A)	Owns material creation and release process. Defines at which step material CDEs must be complete to allow release or usage.
Domain Owner (A)	Decides which material attributes are CDEs and prioritizes them across engineering, procurement, and manufacturing processes.
Data Steward (R)	Defines mandatory fields, validation rules, and dependencies for material CDEs in SAP and MDM.
Solution Architect (R)	Ensures checks are embedded in SAP material transactions and PLM integrations.
MDM / Platform Team (C)	Supports central rule management and reuse across plants and systems.

Quality & SLA

Role	SAP Material Activities
Domain Owner (A)	Approves quality thresholds and SLAs for material CDEs.
Data Steward (R)	Monitors completeness, validity, and consistency of material CDEs.
Process Owner (A)	Accountable if poor material data blocks production or procurement.

Minimum Requirements

• Material cannot be released without all Tier‑1 CDEs
• Ownership and stewardship assigned
• Validation enforced in SAP, not downstream

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2. Vendor Master (Business Partner – Supplier)

Typical CDEs

• Legal Name
• Country
• Payment Terms
• Bank Details
• Tax Information
• Purchasing Organization Assignment

Process Perspective (Onboarding, Change, Approval)

Role	SAP Vendor Activities
Process Owner (A)	Owns vendor onboarding and change process. Defines when vendor CDEs must be present to enable purchasing or payment.
Domain Owner (A)	Determines which supplier attributes are CDEs based on compliance, financial, and operational risk.
Data Steward (R)	Defines SAP validation rules for vendor CDEs and manages change requests.
Solution Architect (R)	Ensures compliance and financial checks are enforced within SAP workflows.
MDM / Platform Team (C)	Supports harmonization across finance, procurement, and compliance systems.

Quality & SLA

Role	SAP Vendor Activities
Domain Owner (A)	Approves SLAs for correcting vendor CDE issues.
Data Steward (R)	Monitors vendor CDE quality and triggers remediation.
Process Owner (A)	Accountable if poor vendor data causes payment delays or compliance breaches.

Minimum Requirements

• Vendor cannot be activated without mandatory CDEs
• One authoritative onboarding flow
• Auditability for changes to critical fields

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3. Customer Master (Business Partner – Customer)

Typical CDEs

• Legal Name
• Sales Area Assignment
• Credit Status
• Tax Classification
• Address
• Blocking Status

Process Perspective (Creation, Credit, Order Enablement)

Role	SAP Customer Activities
Process Owner (A)	Owns customer creation and credit enablement process. Defines when customer CDEs must be correct to allow sales.
Domain Owner (A)	Prioritizes customer CDEs based on revenue, credit risk, and regulatory exposure.
Data Steward (R)	Defines validation rules and monitors customer master data quality.
Solution Architect (R)	Ensures CDE enforcement is embedded in SAP order and credit processes.
MDM / Platform Team (C)	Supports synchronization with CRM and downstream systems.

Quality & SLA

Role	SAP Customer Activities
Domain Owner (A)	Commits to quality thresholds for customer CDEs.
Data Steward (R)	Monitors quality and coordinates fixes.
Process Owner (A)	Accountable if bad data blocks sales or invoicing.

Minimum Requirements

• Customer cannot transact without mandatory CDEs
• Credit‑critical attributes enforced at creation and change
• Clear ownership and escalation path