RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud

1. 1 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance The Future of Data Governance – IoT, AI, IG, and the Cloud Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com December 17, 2020 – 11:00 a.m. PT / 2:00 p.m. ET

2. erwin Cloud Catalyst A C C E L E R A T E A N D G O V E R N C L O U D D A T A P L A T F O R M S

5. erwin Cloud Catalyst Overview © 2020 erwin, Inc. All rights reserved. 4 Solution Offering Delivered Capabilities  Schema Migration  Data Migration Accelerators  ETL Transformation  Semantic Model Conversion  Data Management & Governance erwin Cloud Catalyst is a suite of automated cloud migration and data governance software and services. It helps organizations quickly and precisely migrate their data from legacy, on-premise databases to the cloud and includes governance for those data assets during their transformation and then throughout their lifecycle. Data Modeler Data Intelligence Suite Automation

6. Accelerating Time to Value for Cloud Migration © 2020 erwin, Inc. All rights reserved. 5 Model Design Generate Cloud / Data Lake New Data Platform Schema ETL Tools New Information Delivery Layer New ETL Pipeline Automating documentation, design, code generation and governance OLTP Enterprise Applications Third-Party Applications Web Applications Other Data Sources ReportingArchitecture Convert Legacy Data Structures Accelerate Data Migration Transform Legacy ETL Convert Semantic Models Continuous Data Governance Legacy Storage Legacy Presentation Legacy Data Curation

7. Cloud / Data Lake Governance Enabling democratization of technical assets with erwin Business Glossary Manager © 2020 erwin, Inc. All rights reserved. 6 Harvest Collect data schema and business terms. Analyze Map data and attributes. Structure Standardize specific business terms and definitions. Govern Develop a governance model to manage standards and set best practices. Visualize Enable all stakeholders to see data in one place in their own context. Technical Assets Business Terms Policies & Procedures Custom Associations

8. Realize Maximum Business Value From Cloud Data Platforms © 2020 erwin, Inc. All rights reserved. 7 Reduce costs and mitigate risks when migrating legacy applications and data to the cloud Increase the precision, speed, and agility of cloud data deployments Assure transparency, compliance and governance for cloud data and processes Increase stakeholder literacy to optimize the efficiency and accuracy of analytics and other data usage Cloud Data Platforms

9. 1 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance The Future of Data Governance – IoT, AI, IG, and the Cloud Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com December 17, 2020 – 11:00 a.m. PT / 2:00 p.m. ET

10. 2 2 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner The Future of Data Governance Introduction Real-World Data Governance – Monthly Webinar Series January 21, 2021 – Data and Metadata Will Not Govern Themselves Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com Speaking @ DATAVERSITY Virtual Events Enterprise Data Governance Online – January 2021 – Next Month! Enterprise Data World 2021 – April 18-23, 2021 – San Diego, California Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly – Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services New Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™

11. 3 3 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I will share: – Advancements in Information Technology – The Impact of the Advances on Data Governance – The Impact of Data Governance on the Advances – What the Future of Data Governance Looks Like – How to Sell Data Governance’s Role Moving Forward The Future of Data Governance Abstract IoT, AI, IG, and the Cloud

12. 4 4 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Internet of Things (IoT) – Artificial Intelligence (AI) – Information Governance (IG) – The Cloud The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

13. 5 5 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Internet of Things (IoT) The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

14. 6 6 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Internet of Things (IoT) – D2D exchange of data • real-time analytics, machine learning, commodity sensors, and embedded systems • wireless sensor networks, control systems, automation (including home, building, manufacturing automation) The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

15. 7 7 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Internet of Things (IoT) – D2D exchange of data • "smart homes“ – including devices and appliances (such as lighting fixtures, thermostats, home security systems and cameras, and other home appliances) within a single ecosystem • controlled via devices associated with that ecosystem, such as smartphones and smart speakers • healthcare and monitoring applications The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

16. 8 8 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Artificial Intelligence (AI) The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

17. 9 9 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Artificial Intelligence (AI) – enables computers and machines to mimic the perception, learning, problem-solving, and decision-making capabilities of the human mind – machines (or computers) that mimic "cognitive" functions that humans associate with the human mind, such as "learning" and "problem solving“ – optical character recognition was an early form of AI – understanding human speech, competing at the highest level in strategic game systems, autonomously operating cars, intelligent routing in content delivery networks, and military simulations The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

18. 10 10 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Information Governance (IG) The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

19. 11 11 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Information Governance (IG) – unstructured data governance, records – balances risk that information presents with the value provided – legal compliance, operational transparency, and reducing expenditures associated with legal discovery – a consistent and logical framework for employees to handle data through policies and procedures – guide proper behavior regarding how organizations and their employees handle electronically stored information The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

20. 12 12 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Cloud Computing The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

21. 13 13 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Cloud Computing – on-demand availability of computer system resources, data storage and computing power, without direct active management by the user – data centers available to many users over the Internet – often have functions distributed over multiple locations from central servers. – may be limited to a single organization (enterprise clouds) or be available to multiple organizations (public cloud) – sharing of resources to achieve coherence and economies of scale The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud

22. 14 14 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Technologies Change – Internet of Things (IoT) – device to device exchange of data – Artificial Intelligence (AI) – enables computers and machines to mimic the perception, learning, problem-solving, and decision-making capabilities of the human mind – Information Governance – unstructured data governance, records – Cloud – on-demand availability of computer system resources, data storage and computing power, w/o direct active mgmt. by the user The Future of Data Governance Advancements in Information Technology IoT, AI, IG, and the Cloud What impact are these having on data? What impact are these having on governing that data?

23. 15 15 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Roles • Impact on Skills • Impact on Return on Investment • Impact on Your Data Governance Program The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud

24. 16 16 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Roles – There are still data definers, producers and users. – These people must be held formally accountable for the data. – We must still execute and enforce authority through people. – Roles are harder to define in association with the technologies. – More difficult to recognize people into role assoc with technologies. – Still need to address all levels of the organization: • Executive • Strategic • Tactical The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud • Operational • Support • Administrative

25. 17 17 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Skills – Requires people skilled in data and technology. – Business must recognize that data from technologies be governed. – Technology moving faster than the governing of that data. – People must be educated in both data and the technologies. – Will potentially require new people with new skills. – The future is with the next generation of “data governors”. The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud

26. 18 18 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Return on Investment – Technologies come with a price. – Adoption also comes with a price. – Must be able to demonstrate the value of adopting new technologies. – Also need to demonstrate value of governing this data. – In the future demonstrating ROI from DG will be more difficult. – Best practice for standing up programs will remain the same. The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud

27. 19 19 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Your Data Governance Program – The framework I share will still apply. – Components are data, roles, processes, communications, metrics, tools. – Must effectively manage roles and skills. The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2019 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES DATA GOVERNANCE FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED

28. 20 20 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Impact on Your Data Governance Program – Must formalize accountability for the governance of data. – Must execute and enforce authority over the data. – These last two bullets will not be easy. The Future of Data Governance The Impact of the Advances on Data Governance IoT, AI, IG, and the Cloud

29. 21 21 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Definition • Ability to Improve Data Production • Ability to Improve Data Usage • Ability to Improve Data Stewardship The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud

30. 22 22 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Definition • Ability to Improve Data Production • Ability to Improve Data Usage • Ability to Improve Data Stewardship The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud Data and metadata will not govern themselves. Everybody is a data steward now more than ever.

31. 23 23 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Definition – Resolute effort must be made to govern data in these technologies. – Formal business definition must be provided for the data. – Formal definition leads to improved data production and usage. – Definition of standards, regulatory and risk rules to be emphasized. – Additional scrutiny and auditability will move to the forefront. The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud

32. 24 24 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Production – Knowledge of where data was produced will increase in importance – Improvements of accountability for data production will be scrutinized – Auditability of data production, especially IoT data, will increase – Production of data for AI, IG and in the Cloud will remain constant – Legal consequences of the new technologies will likely grow The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud

33. 25 25 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Usage – IoT – legalities of D2D data usage is still being defined and debated – AI – data usage will require accountability as data is produced using AI – IG – usage of unstructured data will be as hot as structured data – Cloud – usage of data stored in the cloud will stay consistent – Regulatory/privacy rules will increasingly become governance’s focus The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud

34. 26 26 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Ability to Improve Data Stewardship – Stewardship will continue to be the driver of data governance – Governance will continue to focus on the formalized accountability – Everybody is a data steward --- will be in jeopardy – Everything is a data steward --- may play a bigger role in the future – “Everything” will require formalized accountability The Future of Data Governance The Impact of Data Governance on the Advances IoT, AI, IG, and the Cloud

35. 27 27 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More Internet of Things • More Artificial Intelligence • More Information Governance • More Data in the Cloud • More and More Technologies The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

36. 28 28 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More Internet of Things – There will be more occurrences of device-to-device data movement. – Attention will be paid to clearer definition of the data to be collected. – More device-to-device data movement will need greater security. – Organizations will be held more formally accountable for D2D data. – Rules will become stricter as to how D2D data can/cannot be used. The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

37. 29 29 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More Artificial Intelligence – There will be more occurrences of organizations using AI. – Attention will be paid to accountability for decisions made by AI. – More AI will require scrutiny of the decisions being made by AI. – Organizations will be held more formally accountable for use of AI. – Rules will become stricter as to how AI can/cannot be used. The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

38. 30 30 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More Information Governance – There will be more occurrences of governance of unstructured data. – Attention will be paid to clearer definition of unstructured data. – Unstructured data will continue to grow unprecedented rates. – People will be held more accountable for unstructured data. – Examiners stricter as to how unstructured data must be governed. The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

39. 31 31 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More Data in the Cloud – More and more data will be managed in the cloud. – More and more metadata will be stored in the cloud. – Organizations will continue to be required to govern cloud storage. – Organizations will continue to be required to secure cloud storage. – Combinations of IoT, AI and IG will require more governance. The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

40. 32 32 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More and More Technologies – Wearable technologies – fashion, smartwear, tech togs, skin electronics – Virtual technologies – impression of physically inside a simulated space – Nanotech – reduction to atomic, molecular and supramolecular scale – Hologram technologies – real world recording of interference pattern – Robotic technology – interface of computer science and engineering The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

41. 33 33 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • More and More Technologies The Future of Data Governance What the Future of Data Governance Looks Like IoT, AI, IG, and the Cloud

42. 34 34 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Stay Non-Invasive in Your Approach • Gain More ROI from Technologies • Gain More ROI from Integration Efforts • Gain More ROI from Digital Transformation • Improve Efficiency and Effectiveness through Formality The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud

43. 35 35 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Stay Non-Invasive in Your Approach – Start with premise that governance is already taking place – Recognize people into roles rather than assigning people into roles – Execute and enforce authority – Formalize accountability – Take the path of least resistance and greatest success The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud

44. 36 36 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Gain More ROI from Technologies – ROI from Data Governance comes from ROI from tech investments – ROI from technologies come from value of the data per investment – Immediate value will be from improved efficiency and effectiveness – Long term value will come from sustained use of technologies – Ultra long-term value will come from replacing humans w/machines The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud

45. 37 37 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Gain More ROI from Integration Efforts – Reduction of systems and data to maintain – Reduction of people required to maintain technology – Reduction of data errors requires improvement in governance – People will look to automate governance in the future – Governance will always be about people’s behavior The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud

46. 38 38 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Gain More ROI from Digital Transformation – adopt digital technology to transform services or businesses – replace non-digital or manual processes with digital processes/tech – enable innovation/creativity rather than supporting manual methods – enable concept of going paperless/new level of business maturity – governance will be required to become digital and data centric The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud

47. 39 39 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Improve Efficiency and Effectiveness through Formality – formal data – formal roles – formal processes – formal communications – formal metrics – formal tool The Future of Data Governance How to Sell Data Governance’s Role Moving Forward IoT, AI, IG, and the Cloud EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2019 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES DATA GOVERNANCE FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED

48. 40 40 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I shared: – Advancements in Information Technology – The Impact of the Advances on Data Governance – The Impact of Data Governance on the Advances – What the Future of Data Governance Looks Like – How to Sell Data Governance’s Role Moving Forward The Future of Data Governance Summary IoT, AI, IG, and the Cloud

49. 41 41 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Questions and Answers

50. 42 42 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com 412.220.9643 rseiner@tdan.com @RSeiner Real-World Data Governance Contact Information