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Modelation - how a strategic data mashup integrates with modern data architectures

Denodo
Denodo

Watch full webinar here: https://bit.ly/3C1Ex23 Data Clarity is an approach to building trust in your data and your people. Modelation™ is a method to use business information models to communicate, collaborate, integrate and automate! To get the most value from your data, you need a hybrid approach – a Top down AND Bottom up! Practitioners need direction, visionaries need some "clarity" - Data Virtualization is an "Enabler" of a Business Model of Meanings (Universal Semantic Model). Join Seven Verbs, Denodo and Data Governance Lead, David Bowen to see how Business Information Models can be pushed into a data pipeline. How an abstraction layer (Data Virtualization) is essential to a Semantic Model and how communication and collaboration are critical to its success. Key Takeaways: - A Business Model of Meanings (Universal Semantic Layer) is enabled with modern data architectures - Business Information Models are a tool for improving "Data Clarity" - Finding the value of your data is a team sport - You can do it, we can help

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Modelation
Data Clarity in Action
05/16/23
"True Communication has not occurred until meaning is established and understanding takes place."
Today’s Speakers:
Your data - discover the value!
Who we are
• Discover
• Cultivate
We seek Clarity and strive for practical solutions to complex business challenges.
• Create
• Multiply
• Produce
• Coach
• Care
Your data - discover the value!
Data Clarity is the goal:
• better "understanding" and “usability” of your data
Modelation is the approach:
• Leveraging Business Focused Information Models to
• Communicate, Collaborate, Integrate and automate (“opportunity”)
• Transforming these models into technical shapes - Conceptual and Logical data models
• Iterative – identify, prioritize, communicate… rinse/repeat!
A Universal Semantic Model (Business Model of Meanings) is the means:
• Lives in some kind of data virtualization, data fabric platform - ie. Denodo
• Data Catalog - Alation, Collibra, Denodo – “Reference” platform
Shared Data Language:
• By-product - will define/refine your own internal business data dialect
Your data - discover the value!
Some Definitions…
• What is a “ Model” – a representation of some thing
• It has a purpose and “intent”
• Allows us to “visualize” a concept or intangible
• SDI – Strategic Data Intent
• an exercise in understanding current business directives (as-is)
• Data Domain – the art of the possible
• Identify some key strategic data to focus on (3-5 Proper Nouns)
• Deliverables
• Some “shape” of these proper nouns - visualize
• Using grammatical constructs to identify and describe (noun, adjectives, pre)
• A heat map to help visualize the strategic data priorities
And some “context”
Art of the Possible (data)
• Alignment - Business strategy mapping to strategic data opportunities
Goal - Industrialize your data
• Open windows into your applications – minimize data silos
• Allow more people to discover, opportunities for insights
Develop a framework
• Identify / align business strategies with key strategic data assets (proper nouns)
• Discover a shared business data language to bridge your business and IT
communities
• Business Data Stewardship – clean it, provide it, maintain it and grow it
Your data - discover the value!
Why “Data Clarity” matters…
Ad

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Modelation - how a strategic data mashup integrates with modern data architectures

  • 1. Modelation Data Clarity in Action 05/16/23 "True Communication has not occurred until meaning is established and understanding takes place."
  • 2. Today’s Speakers: Your data - discover the value!
  • 3. Who we are • Discover • Cultivate We seek Clarity and strive for practical solutions to complex business challenges. • Create • Multiply • Produce • Coach • Care Your data - discover the value!
  • 4. Data Clarity is the goal: • better "understanding" and “usability” of your data Modelation is the approach: • Leveraging Business Focused Information Models to • Communicate, Collaborate, Integrate and automate (“opportunity”) • Transforming these models into technical shapes - Conceptual and Logical data models • Iterative – identify, prioritize, communicate… rinse/repeat! A Universal Semantic Model (Business Model of Meanings) is the means: • Lives in some kind of data virtualization, data fabric platform - ie. Denodo • Data Catalog - Alation, Collibra, Denodo – “Reference” platform Shared Data Language: • By-product - will define/refine your own internal business data dialect Your data - discover the value! Some Definitions…
  • 5. • What is a “ Model” – a representation of some thing • It has a purpose and “intent” • Allows us to “visualize” a concept or intangible • SDI – Strategic Data Intent • an exercise in understanding current business directives (as-is) • Data Domain – the art of the possible • Identify some key strategic data to focus on (3-5 Proper Nouns) • Deliverables • Some “shape” of these proper nouns - visualize • Using grammatical constructs to identify and describe (noun, adjectives, pre) • A heat map to help visualize the strategic data priorities And some “context”
  • 6. Art of the Possible (data) • Alignment - Business strategy mapping to strategic data opportunities Goal - Industrialize your data • Open windows into your applications – minimize data silos • Allow more people to discover, opportunities for insights Develop a framework • Identify / align business strategies with key strategic data assets (proper nouns) • Discover a shared business data language to bridge your business and IT communities • Business Data Stewardship – clean it, provide it, maintain it and grow it Your data - discover the value! Why “Data Clarity” matters…
  • 7. • Data Clarity Engagement(s) - 6-8 week quick start • Seven Verbs is the “Catalyst” ; You provide a “Data Clarity Champion” • Help companies “Get off the mark” – finding the value of their data • Denodo / Data Catalog “optional” • Denodo strategic / development services • Implementation of Semantic Model (Business Model of Meanings) • Denodo best practices • Leverage Seasoned/Experienced Business and IT executives Data Clarity – its what we do…
  • 8. What if? We could treat our data in companies as dotted lines in the organization? Like they're on the same team instead of disconnected? • A Business Model of Meanings (Universal Semantic Layer) is enabled with modern data architectures • Business Information Models are a tool for improving "Data Clarity" • Finding the value of your data is a team sport • You can do it, we can help Key Takeaways
  • 9. Your data - discover the value!
  • 10. While data is the new “Oil” to achieve growth, profitability, innovation and ultimately success, several factors get in the way: • A good business understanding of “data” • An IT understanding of what business needs from its data • Multiple and varied sources • Quality - correctness of the data Data is everywhere but many times useful information is elusive! • For many companies, their view of data and the data domain is blurry! Your data - discover the value! The Story…
  • 11. Your data - discover the value!
  • 12. Link the Business Reference Stack to the Technology “reference” Stack • Engaging in an open /collaborative culture Identify strategic data assets (Proper Nouns) • Communicate them throughout the organization in a ”meaningful” manner • Clarify similarities and differences (establish the Nouns and prefixes) Building an Enterprise Semantic model (business model of meanings) • Outside of any particular application • Breaking down application silos and transforming into lighthouses • Moving towards Industrialized data As a company, we are an enabler - providing a practical, tactical approach to bridging the gap Seven Verbs is your partner on this journey Your data - discover the value! Bridging the gap…
  • 13. • Is your data scattered around? • Different systems, applications don’t talk well? • Do users show a lack of trust in data and analytical results? • Do users complain that they can’t get access to data when they need it? • Are you buying a company? • Is your Company transitioning into new business/technology? • How do you want to merge data within these systems? (M&A) Why you need Data Clarity
  • 14. Top down – beginning with Business Strategies, we start establishing the Business Reference stack of nouns and Proper Nouns Bottom up - to tie to the technology stack, we leverage your most efficient and active agents such as: • Data Governance • Data Integration • Data Architecture To bridge these two stacks, we begin building a model of business meanings (Semantics) in order to industrialize the data needed to drive your business strategies Putting Data Clarity in Action Your data - discover the value!
  • 15. Your data - discover the value! Semantic models • Communicate/Collaborate – Business concepts • Seek consensus on similarities (80) • Prefixes - identify & clarify differences (20) Automate • Leverage “metadata” • Transform into reusable / self-documenting models Integrate • Opportunities to push models into data pipelines • Integrate with data governance (data catalog, shared publishing…) • Leverage modern data architectures • technical tools that can provide Enterprise, Shared, Business views of data
  • 16. • Data Clarity Champion – leader, respected, open-minded • Curiosity - willingness to explore, discover • Commitment • engagement should be “known” in the company • calendars available and willing to adjust • Openness - to sharing and dealing with conflict • Involvement – requires both the Business and IT engagement • Decisions – authority and roles understood Your data - discover the value! Enablers
  • 17. Your data - discover the value!
  • 18. Crop Variety Sales item/SKU Supplier Batch Lot Order Shipment Customer Inventory Unit Inventory Location Production Location Shipment Method Packaging Type Address Order Types Production Record Your data - discover the value!
  • 19. Noun (common, general use) data assets, business concepts Subject Matter Areas (SMA), categories of things, big buckets Tech – entities, classes, data domains Proper Noun Strategic Data Assets – give them a name, Capitalized, high priority Map to specific business strategy, Will call out 3-5 of these… Adjective Clarifiers – additional definition/descriptors around the nouns Tech – attributes Prefix Identify the differences, place those in prefixed groupings - perspective Example: Account (Bank vs. Broker) – similarities but distinct differences Tech – subclass Your data - discover the value! Some Shared Data Language…
  • 21. Destination Traveler Transportation Travel Docs Supplies Purpose / Outcome Experience wanting to achieve Build on memories of a “place” - Geocaching? Buried in a capsule When – season, time, duration What to do when we get there? Only certain things can do during that period More clearly we define those things, better understanding of what we have to do
  • 22. • Html “representation” • Concept / Links • Automations – change control Your data - discover the value! Activities
  • 23. Your data - discover the value! ERWIN Vacation Logical Model
  • 24. Your data - discover the value! Denodo Data Catalog
  • 25. Landscape (forest) View • Business concepts in a heat map • Identify priorities and some minor relationships (forest view) Tree View • Individual Data Concepts (Nouns) – can be transformed into “logical” technical data models and pushed into technical stack • Business Information Models used as a communication tool • Published and automated approach to manage change to these models • Iterative process to “discover” and communicate business opportunities Your data - discover the value! Deliverables
  • 26. Reduced costs • Forrester says: • delivered 83% reduction in time-to-revenue • 65% decrease in delivery times over ETL • Quicker payback < 6 mo Simplified data access / availability • Move technical jargon away from the users • Increased productivity (with less reliance on IT) • reduces friction • allows for more rapid innovation/discovery Semantic Models • The "Business" value of a shared data language Semantic Model Opportunity Data Virtualization (Denodo)
  • 27. Data Clarity Summary Journey not a destination • Seven Verbs will function as a catalyst – an active agent along with your Data Clarity Champion • Linkage - Bridge the business "reference" stack to the data tech stack Strategic Data Intent Workshop(s) • Map Business strategy to Data strategy • Identify Data Assets - begin calling these Nouns - SMA's, Categories of things • For those Data Assets that map specifically to business strategy Will call out 3 to 5 and refer to them as Proper Nouns - key strategic - name them, capitalize, call them out on our heat map Strategic Collaborative Conversations • Leveraging Data Clarity Champions - we flesh out these PN's out through intentional conversations with key business/technology individuals • The additional clarity will be identifying and defining these proper nouns - we can think of this definition (clarifiers) as adjectives • We're going to surface these nouns and adjectives in the form of Business Communication Models Modelation: Business Communication Models that collaborate, integrate and automate (opportunity) Your data - discover the value!
  • 28. Where are you in your data maturity journey? • Is your data strategy linked to the business strategies? • Is management committed to ensuring quality, confidentiality, and robustness of data? • Do you have a common data language to provide clarity across the organization? • Does Data Governance have a clear understanding of its role and responsibilities? • Does it have any data clarity authority? Example: key terms, use of prefixes, etc. Strong change leadership is needed as data is industrialized across the organization! Your data - discover the value!
  • 29. Your data - discover the value! Next Steps Reach out and Setup a Consultation Phone: (515) 720 – 6195 Email: Mark@sevenverbs.com Phone: (612) 964 – 7376 Email: Steven.Johnson@sevenverbs.com
  • 30. Q&A Your data - discover the value!