Summarizes the CSFs identified in the literature on DG and LSS, providing a comparative overview of both frameworks
| CSFs | DG | LSS | Synchronization |
|---|---|---|---|
| Leadership and accountability | Defines data authority and compliance oversight | Enforces execution discipline through DMAIC | DG sets governance authority; LSS operationalizes accountability |
| Standardization and process alignment | Ensures consistent data definitions and policies | Reduces process variation through standard workflows | DG standardizes data; LSS standardizes process execution |
| Cross-Functional collaboration | Coordinates data ownership across units | Enables team-based problem-solving and improvement | DG structures ownership; LSS enables execution collaboration |
| Metrics and performance monitoring | Tracks data quality and compliance KPIs | Uses process metrics and variation control | DG measures data integrity; LSS measures process performance |
| Training and awareness | Builds governance roles, responsibilities and data literacy | Develops analytical and improvement skills (DMAIC tools) | DG builds governance capability; LSS builds improvement capability |
| Partnerships and supplier collaboration | Ensures external data integrity and compliance alignment | Extends process improvement to suppliers and value chain | DG governs data exchange; LSS optimizes end-to-end processes |
| Control and compliance | Enforces policies, auditability and data control | Uses statistical control and corrective action cycles | DG ensures compliance; LSS ensures continuous control |
| Innovation and adaptability | Balances governance control with evolving data needs | Drives continuous improvement and experimentation | DG stabilizes governance; LSS drives adaptive improvement |
| Communication and information sharing | Structures governance communication and reporting | Enables feedback loops and operational transparency | DG formalizes communication; LSS enables performance feedback |
| CSFs | Synchronization | ||
|---|---|---|---|
| Leadership and accountability | Defines data authority and compliance oversight | Enforces execution discipline through | |
| Standardization and process alignment | Ensures consistent data definitions and policies | Reduces process variation through standard workflows | |
| Cross-Functional collaboration | Coordinates data ownership across units | Enables team-based problem-solving and improvement | |
| Metrics and performance monitoring | Tracks data quality and compliance KPIs | Uses process metrics and variation control | |
| Training and awareness | Builds governance roles, responsibilities and data literacy | Develops analytical and improvement skills ( | |
| Partnerships and supplier collaboration | Ensures external data integrity and compliance alignment | Extends process improvement to suppliers and value chain | |
| Control and compliance | Enforces policies, auditability and data control | Uses statistical control and corrective action cycles | |
| Innovation and adaptability | Balances governance control with evolving data needs | Drives continuous improvement and experimentation | |
| Communication and information sharing | Structures governance communication and reporting | Enables feedback loops and operational transparency |
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