Big Data Day LA 2016/ Use Case Driven track - How to Use Design Thinking to Jumpstart Your Big Data Projects?, Peter Reale, Solutions Engineer, Datameer
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There is a novel approach to identifying big data use cases, one which will ultimately lower the barrier to entry to big data projects and increase overall implementation success. This talk describes the approach used by big data pioneer and Datameer CEO Stefan Groschupf to drive over 200 production implementations.
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Big Data Day LA 2016/ Use Case Driven track - How to Use Design Thinking to Jumpstart Your Big Data Projects?, Peter Reale, Solutions Engineer, Datameer
- 1. Design Thinking to Jumpstart Your Big Data Projects © 2016 Datameer, Inc. All rights reserved.
- 2. © 2016 Datameer, Inc. All rights reserved. Problem “Through 2018, 90% of deployed data lakes will be useless as they are overwhelmed with information assets captured for uncertain use cases.”
- 3. © 2016 Datameer, Inc. All rights reserved. Big Data Project Plan Hire Chief Data Officer Catalog All Data Evaluate Big Data Stack Build Data Lake Transform Business to Data Driven #Fail
- 4. © 2016 Datameer, Inc. All rights reserved. Moore’s Law
- 5. © 2016 Datameer, Inc. All rights reserved. Gordon Moore
- 6. © 2016 Datameer, Inc. All rights reserved. Moore's Law (Ops / Sec / $1000) 10^4 10^6 10^8 10^10 10^12 10^14 10^16 10^2 0 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015 2020 2025 Dec PDP 1 Altair 8800 Pentium Core i7 Quad Core 2 Duo Compaq Deskpro 386 Apple 2
- 7. © 2016 Datameer, Inc. All rights reserved. Acceleration of Innovation
- 8. © 2016 Datameer, Inc. All rights reserved. Ray Kurzweil
- 9. © 2016 Datameer, Inc. All rights reserved. Acceleration of Innovation 10^4 10^6 10^8 10^10 10^12 10^14 10^16 10^2 0 Stone Age 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015 2020 2025 Dec PDP 1 Altair 8800 Pentium Core i7 Quad Core 2 Duo Compaq Deskpro 386 Apple 2
- 10. © 2016 Datameer, Inc. All rights reserved. Acceleration of Complexity Core Hadoop HDFS, MR 2006 HBase ZooKeeper Core Hadoop 2008 Hive Pig Mahout HBase ZooKeeper Core Hadoop 2009 Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop 2010 Flume Bigtop Oozie MRUnit HCatalog Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop 2011 Spark Impala Solr Kafka Flume Bigtop Oozie MRUnit HCatalog Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop 2012 Storm Parquet Sentry Spark Impala Solr Kafka Flume Bigtop Oozie MRUnit HCatalog Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop 2013 Flink Drill Ranger Ambari Ignite Storm Parquet Sentry Spark Impala Solr Kafka Flume Bigtop Oozie MRUnit HCatalog Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop 2014 Samza Kudu Samsara Atlas Apex NiFi Flink Drill Ranger Ambari Ignite Storm Parquet Sentry Spark Impala Solr Kafka Flume Bigtop Oozie MRUnit HCatalog Sqoop Whirr Avro Hive Pig Mahout HBase ZooKeeper Core Hadoop Present
- 11. © 2016 Datameer, Inc. All rights reserved. Flow
- 12. © 2016 Datameer, Inc. All rights reserved. Albert Einstein “That is the way to learn the most, that when you are doing something with such enjoyment that you don’t notice the time passes.”
- 13. © 2016 Datameer, Inc. All rights reserved. Mihaly Csikszentmihalyi
- 14. © 2016 Datameer, Inc. All rights reserved. Flow Challenge Skill Boredom Anxiety
- 15. © 2016 Datameer, Inc. All rights reserved. Compute Power and Lower Barrier to Entry
- 16. © 2016 Datameer, Inc. All rights reserved. Barrier
- 17. © 2016 Datameer, Inc. All rights reserved. Barrier in Analytics Schema Reporting “Schema on Write” ETL
- 18. © 2016 Datameer, Inc. All rights reserved. Remove Barrier HadoopRaw Load View “Schema on Read”
- 19. © 2016 Datameer, Inc. All rights reserved. Analytics at the Speed of Thought Traditional Schema-on-write A new “mold”/model for every application Datameer Schema-on-read New applications without re-tooling/re-modeling
- 20. © 2016 Datameer, Inc. All rights reserved. Design Thinking
- 21. © 2016 Datameer, Inc. All rights reserved. Tim Brown, CEO, IDEO “Design thinking is a human-centered approach to innovation that draws from the designer's toolkit to integrate the needs of people, the possibilities of technology, and the requirements for business success.”
- 22. © 2016 Datameer, Inc. All rights reserved. Design Thinking
- 23. © 2016 Datameer, Inc. All rights reserved. Design Thinking Empathize Define Ideate Prototype Test Use Cases, Requirements, Barriers Use Case Implementation Prototype Analytics Validate ROI Define Use Cases, ROI Rinse and Repeat
- 24. © 2016 Datameer, Inc. All rights reserved. Iterative Analytics
- 25. Democratize Analytics People Who Can Use Big Data People Who Should Use Big Data
- 26. © 2016 Datameer, Inc. All rights reserved. Problem “Prioritize Incremental Improvements Over Business Transformation.“
- 27. © 2016 Datameer, Inc. All rights reserved. #Win Big Data Project Plan Hire Chief Growth Officer Identify Use Cases Implement Use Case Prototype Implement MVP Incrementally Expand Use Cases and Platform
- 28. © 2016 Datameer, Inc. All rights reserved. Thank You!