Agile Big Data Practices
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Transcript of Agile Big Data Practices
Agile [Big Data] PracticesAtif Abdul Rahman
26th – 27th April, 2016, Marriot Hotel, Riyadh, Saudi ArabiaKingdom Big Data & Analytics Summit, www.bigdata-saudi.com
…A Cultural Journey
I was like her according to Pearson-R;We were both outliers
www.About.me/atifabdulrahman
Why BigData?
Grumpy Mr. Hadoop
• Not for every other problem• Objectives and expectations are not set• Mythical nuggets of wisdom are still Mythical• Are we there yet Syndrome?
Why BigData?
Grumpy Mr. Hadoop
• Not for every other problem• Objectives and expectations are not set• Mythical nuggets of wisdom are still Mythical• Are we there yet Syndrome?
Learning Organizations are more likely to success with Big Data Projects
Learning Organizations are Agile
• Appetite to Take Plunges (for Lagging Indicators)• Learn by Doing (and from mistakes)• Ability to Pivot from predictable decisions
Data Driven Culture
Who makes the most decisions?
How fast & frequent are
actions taken on those decisions?
How are the feedback from actions taken?
Data Driven Culture
Who makes the most decisions?
How fast & frequent are
actions taken on those decisions?
How are the feedback from actions taken?
Data Literacy Sprints Nudges
How many Data Expeditions does your organization run every Year?
How many Data Retreats does your executives take each year?
Do you have continuous training programs to spread data literacy in your organization?
Data Literacy
Iteration 1 Iteration 2 Iteration 3 Iteration 4 Iteration N
• First time a lot of experiments must be undertaken with variations
• Clearly irrelevant experiments will filter out
• The problem statement starts to become more prominent
• Potential close solutions are in sight
• Winning recipes are converged!
Growth Hacking: A Series of Nudges to reach the best questions (and solutions)
18
Science is Agile by Design
There is a thing called Gravity
Gravity warps space and time
Gravitational Waves are Real
Refinements of understanding takes place in increments
Riyadh Agile & Scrum User Grouphttp://www.meetup.com/rascrummer/
Riyadh Data Geekshttp://www.meetup.com/DataGeeks/