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A Practical Approach to data cleaning David Stroud CEO 12th May 2010. Agenda. sparesFinder introduction Key Issues Master data harmonisation Cleansing process Item Management & Governance Governance Issues and Process Key components of data quality / governance / MDM. Company profile.
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A Practical Approach to data cleaning • David Stroud • CEO • 12th May 2010
Agenda • sparesFinder introduction • Key Issues • Master data harmonisation • Cleansing process • Item Management & Governance • Governance Issues and Process • Key components of data quality / governance / MDM
Customers 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
Data governance Unconsolidated data or systems Data Complexity Direct Cost of Data Group Benefits and Availability
Content quality is fundamental Accurate, available master data 2. Govern Highly functional systems Basic systems Clean Poor content quality
Legacy Data Batches of Noun/ Modifiers Data life cycle process Quality Control & Approval Query Resolution Text Scanning and Keyword Identification Gap Assessment & Prioritization Data Improvement Cycle Classify, Normalize & Enrich Data Standards Cycle Cleansed Data Acceptance Noun- Modifier & Attribute Review Dictionary Acceptance Ongoing Data Quality Maintenance Gatekeeper Configuration & Integration Classification Mapping as required OEM / Vendor Relationship Settings Clean data to client systems
Do you need a data quality tool? Research from 2007 by Ventana (http://www.ventanaresearch.com/
Software and content • Masterpiece • Clean • Content • sparesFinder Dictionary or • Customer’s own taxonomy • OEM Catalogues • Gatekeeper • Govern • Insight • Report • Base Module • User Admin, Dictionary, Catalogue, Interfaces • VPI • Search
Supporting services • Masterpiece • Clean • Professional Services • Data cleansing • Project Management • Data Extract and Load Content • Gatekeeper • Govern • Insight • Report • Base Module • User Admin, Dictionary, Catalogue, Interfaces • Professional Services • Dictionary Creation • Systems integration • Training (for all modules) • Professional Services • Data Governance process design • Ongoing specialist product advice and support Professional Services Consultancy to drive inventory reduction, supplier rationalisation and strategic sourcing programmes . • VPI • Search • Professional Services • Change management • Virtual store creation with key vendors • Transaction support
Parent Company Other Brands Part Number FunctionalEquivalent Competitor Brand Part Number Manufacturer Name / Part Number Old part number and other aliases, drawing number, supersessions OEM Part Number OEM Part Number Part Manufacturer (Brand ) Part Number Suppliers Distributor Part Number Distributor Part Number Alternate (e.g. wrong colour) Alternate Brand Part Number Alternate Supplier Primary Supplier
Equipments / BOMs Equipment / Catalogue Specific Higher Assembly System Specific SAP Client 1: Material No XX • Client 1: Material No XY • Client 2: Material No ZZ Part Number Geography Specific 3 of Equipment Locations TAG 1-1-3 • TAG 2-6-9 Catalogue Master Maximo • DB 1: Item No AAC 8 of Component
Creating data quality Masterpiece Core Legacy Data Clean Data
Spares MDM Masterpiece Core Multi ERP Syndication New Item Clean Data Data Governance Organisation ERP Data Models
More than software Organization, policies and procedures, authorizations and controls in place to manage data on a long-term basis • Policy changes around item master creation, updates, deletions and approvals • Service levels and turnaround time agreement • Defined communication channels for requests Operating model enhancements to drive better data quality while retaining business intimacy Processes to maintain item master and keep classification codes and standards evergreen • Centralized vs. Centrally Managed vs. De-centralized vs. Outsourced • Reporting relationships • Roles and Responsibilities • Request and Approval processes – item add, change, delete • Notification to other data maintenance owners (BOM, Sales Pricing, etc.) for further item use or processing. • Item availability notification process Metrics to measure and monitor the efficiency and effectiveness of key business processes • Item creation/update cycle time • Percentage of shipments on hold • % of item master maintenance errors
Thank You “Without sparesFinder’s tools we could never have achieved the savings that we have on a global scale. They combine ease of use with a high degree of sophistication, and reflect the deep level of MRO knowledge within the company. Our data cleansing project has resulted in far more efficient buying processes, higher levels of internal stock transfer, and significantly reduced duplication” John Vezey, BAT Global Spares Team.