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Effectively Leveraging Graph Technology - Ann Grubbs, Lockheed Martin

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Effectively Leveraging Graph Technology - Ann Grubbs, Lockheed Martin

  1. 1. LOCKHEED MARTIN PROPRIETARY INFORMATION Graph Government Days, March 5, 2020 How to Effectively Leverage Graph Technology in Your Data Management Strategy MASTER DATA GRAPH Ann Grubbs Space Chief Data Engineer © 2018 Lockheed Martin Corporation. All Rights Reserved.
  2. 2. Leveraging Graph in Data Management Strategy Lockheed Martin
  3. 3. Leveraging Graph in Data Management Strategy Lockheed Martin
  4. 4. Leveraging Graph in Data Management Strategy Lockheed Martin
  5. 5. Leveraging Graph in Data Management Strategy Lockheed Martin 110,000 Employees 375+ Facilities Bethesda Maryland
  6. 6. Leveraging Graph in Data Management Strategy Lockheed Martin 110,000 Employees 375+ Facilities Bethesda Maryland
  7. 7. Leveraging Graph in Data Management Strategy Lockheed Martin Space GOES GPS III
  8. 8. Leveraging Graph in Data Management Strategy Lockheed Martin Space GOES GPS III
  9. 9. Leveraging Graph in Data Management Strategy Lockheed Martin Space GOES GPS III
  10. 10. Leveraging Graph in Data Management Strategy Lockheed Martin Space GOES GPS III
  11. 11. Leveraging Graph in Data Management Strategy Work Biography People Management Graph Evangelist Database Developer Project Management Data Engineering Software Development Data Architecture
  12. 12. Leveraging Graph in Data Management Strategy Real Me
  13. 13. Leveraging Graph in Data Management Strategy Real Me
  14. 14. Leveraging Graph in Data Management Strategy 4th Industrial Revolution
  15. 15. Leveraging Graph in Data Management Strategy Digital Transformation Industries are undergoing major transformations. Personal Monitoring and Controlling Agriculture Automation Energy and Security Smart Homes and Cities INTERNET OF THINGS INTERNET OF THINGS Everyday Things Only thing certain in life is death, taxes, and the proliferation of data
  16. 16. Leveraging Graph in Data Management Strategy Data Volume Explodes
  17. 17. Leveraging Graph in Data Management Strategy Eng Quality Test IOT Data Volume Explodes Supply Chain
  18. 18. Leveraging Graph in Data Management Strategy Eng Quality Test IOT Data Volume Explodes Supply Chain
  19. 19. Leveraging Graph in Data Management Strategy Product DNA System Models Physics Models Program Performance Mechanical Models Electrical Models Knowledge and Expertise Cost DataTest Data Sustainment Models
  20. 20. Leveraging Graph in Data Management Strategy 4 Styles of Master Data Management Registry Coexistence Consolidation Centralized
  21. 21. Leveraging Graph in Data Management Strategy Registry Style - Master Data Management In the registry style, the Systems of Record for master data are the source systems. That is, changes to master data continue be made through existing source systems – data ownership does not move to the MDM hub. Only enough information to match and provide the linkage between very similar or matching records is stored and a trusted view of this information is derived and supplied to the consumer on demand. In this style, a single view of the party is not persisted – master data is owned and modifications to it continue to be made via the source systems.
  22. 22. Leveraging Graph in Data Management Strategy MasterData MasterData MasterData MasterData System Models Physics Models Program Performance Mechanical Models Electrical Models MasterData MasterData MasterData MasterData MasterData Knowledge and Expertise Cost DataTest Data Sustainment Models Product DNA
  23. 23. Leveraging Graph in Data Management Strategy MasterData MasterData MasterData MasterData System Models Physics Models Program Performance Mechanical Models Electrical Models MasterData MasterData MasterData MasterData MasterData Metadata Repository / Microservice Catalog Data Governance / Data Protection Knowledge and Expertise Cost DataTest Data Sustainment Models Product DNA
  24. 24. Leveraging Graph in Data Management Strategy Final Result
  25. 25. Leveraging Graph in Data Management Strategy Master Graph Model Example Design Quality Supply Chain Mfg Part
  26. 26. Leveraging Graph in Data Management Strategy Master Graph Model Example Design Test Part Inspect Contract PO Program Supplier
  27. 27. Leveraging Graph in Data Management Strategy Master Graph Model Example Part Test Design Inspect Program Contract PO Supplier
  28. 28. Leveraging Graph in Data Management Strategy Data Graph Benefits Product Structure Release Package Change Master Manufacturing BOMs Manufacturing Plan CAD Model Production Order Manufacturing Work Instructions Shop Floor Fabrication Parts List Gain New Insight into the Data Landscape. Efficient Analysis for the Complex Relationship Questions Enable Data Driven Decisions MASTER DATA MANAGEMENT DATA SCIENCE CROSS DOMAIN ANALYTICS
  29. 29. Leveraging Graph in Data Management Strategy Data Graph Benefits Provide the ability to conduct what-if analyses. How do changes to the design affect manufacturing? Are investments in advanced design models worth the cost because it improves improve quality? What happens to the supply chain and project schedule if there is an event at a location? Define the DNA of a Product By extracting the relationships in our data across all domains and storing these relationships we can solve business problems that require a broad understanding of the business entities that we manage. Identify Correlations or Inter-Relationships Many tools provide the taxonomy (parent child relationship) but our data was really an ontology (infinite number of relationship types). Business context can not be adequately described at parent child. Determine Influences Cost, schedule, quality dimensions of our data Provide the ability to understand how business entities influence from one domain to another domain.
  30. 30. Leveraging Graph in Data Management Strategy Insights in the Data Network • By creating a graph of the data sets we create a data network that provides the capability to analyze the function of the system and the relationships of the data sets – Where is there redundancy in the data – Where are there gaps in the system – Where are the related data sets in the system – Where are the roadblocks in the flow of data – How efficient is my system – How can we make the system more efficient
  31. 31. Leveraging Graph in Data Management Strategy Polyglot Persistence Model TRANSACTIONAL SYSTEMS ENTERPRISE DATA WAREHOUSE / DATA LAKE BUSINESS GLOSSARY MASTER DATA MICROSERVICE PLATFORM Multiple Ways to Store and Retrieve Data– the Right Tool for the Right Job!
  32. 32. Leveraging Graph in Data Management Strategy DataHub
  33. 33. Leveraging Graph in Data Management Strategy MISTAKES ARE MEANT FOR LEARNING, NOT REPEATING Do not model based on the data only Need to understand the questions – what are you trying to solve? Only store the data needed to traverse relationships or to answer specific relationship questions Polyglot persistence is key – right tool for the job Get help, very different approach - Donner party vs Lewis and Clark Don’t be afraid to throw it all away and start over Careful, thoughtful, systematic approach You could get a lot of push back from leaders or peers – be willing to invest in risk
  34. 34. Leveraging Graph in Data Management Strategy • Business driven Data Management Initiative • Understand the state of the data first • Define the data • Find the master data sets and where the data sets intersect • Find the data owners • Prepare for Data Governance • Org based on data set in prioritized business cases • Opportunity learn with small group prior to rolling out across enterprise • Define a process to manage policies LMPI/ECI MARKING BANNER, IF REQUIRED Don’t Try to Boil the Ocean
  35. 35. Leveraging Graph in Data Management Strategy
  36. 36. Leveraging Graph in Data Management Strategy KEEP CALM Seek Guidance I’M AN EXPERT

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