transforming organizations to better leverage analytics
Post on 21-Oct-2014
452 views
DESCRIPTION
TRANSCRIPT
Transforming Organizations...to effectively leverage Big Data & Analytics
Atif Abdul-Rahman@atifshaikh
Tavess Telecoms Analytics & Big Data Forum10-11 September, 2013, Dubai
The Era of Everything BIG!
Data Scientist: The Sexiest Job of the
21st Century by Thomas H. Davenport
and D.J. Patil, HBR
Big Data Market to Reach $46.34 Billion by 2018 - MarketsandMarkets
8/10Analytics Goals Not Achieved!
1/12Satisfied with Analytics ROI
600 Executives Surveyed by Accenture in 2011…still true
The Big Bang Theory ofAnalytics
Data ManagementAlgorithms & TechniquesTools & TechnologyInfrastructure
Big Data StrategyFunding & CloutHuman Resource
CultureInnovation
Fragmentation
Soc
ial C
ompl
exity
Wicked Problems
Tame Problems
Culture eats Strategy for
breakfast
Attributed to Drucker
Dan Ariely exposes us…. We are not just irrational…
Organizations are doing very well in analytics who have it embedded part of the culture not just part of the strategy
The HDFS for Organizations
Trust |Habits|Drive|Feelings|Skills
“Trust is one of the most complex assets a business must
manage”. Edelman Trust Barometer
TrustCan Data Reveal Any Truth?
Can My Data Reveal Some Truth?
●Rationality●Inquisition●Objectivity
●Data Governance●Data Quality●Data Stewardship
Trust Circles & Beliefs
Routines
Rewards
Cues
Habits
Embed Analytics in the 'Flow‘ of Work
When was the last time
you challenged them?
Drive
Motivation
Action
Stockdale ParadoxGood to Great, Jim Collins
Discovery
DriveAutonomy Mastery Purpose
Continuously discover intrinsic motivators for people to use analytics
Gamify Analytics
Source: gamification.co
Feelings
People don’t remember the insights, but they will always remember how those insights made them feel (and
act).
Feelings
Tell a (data) Story
Call to Action
Create a Success
Story
Spread the Inspiration
Dilemma (Wicked Problem)
Discovery
Revelation
Inspiration
Determination
Justification
The Anatomy of a Story
Skills
Self Service SkillsThe ‘last mile’ challenge with Big Data!
Courtesy: missinghumanmanual.com
1.Competency Assessments2.Analytics Skill Gap Register3.Learning Readiness Assessment4.Learning Approach Development5.Learning and Feedback
A Framework & an Approach
Culture of Performance
Power to Compete
Execute on Strategy
Plan for Success
Move Beyond Gut Feel
Increase Visibility
6 Stages of Culture
Drive Business Performance: Bruno Aziza, Joey Fitts
Monitor Exceptions Insights Decisions Actions
Monitor Exceptions Insights Decisions Actions
Tame Wicked
Monitor Exceptions Insights Decisions Actions
Tame Wicked
IncreasedVisibility
Move Beyond Gut Feel
Plan for Success
Execute on Strategy
Power to Compete
Culture of Performance
Monitor Exceptions Insights Decisions Actions
Tame Wicked
IncreasedVisibility
Move Beyond Gut Feel
Plan for Success
Execute on Strategy
Power to Compete
Culture of Performance
Pervasive Analytics
Collaborative Analytics
Blended Analytics
Actionable Analytics
Monitor Exceptions Insights Decisions Actions
Analytics Blind Culture
Analytics Driven Culture
Conclusions
• Analytics delivers when the culture is right
• Due to the wickedness of the culture problem, emerging fields like Analytics didn’t address it in the past
• Addressing cultures are showing good +ve trends, best practices are emerging
• The HDFS can be used to segment and target factors within culture
• Tackling Culture can be methodical and even analytics driven itself
• Teams must establish a framework to nurture an analytics driven culture
• Analytics teams must be empowered by knowledge and techniques of organizational behavior
• One size does not fit all, experiment, learn from mistakes, evolve!