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Intended for Knowledge Sharing only
Transform your Analytics Practice into
Insights Practice
Business Analytics Innovation Summit 2015
Business Analytics Innovation Summit | January 2015
Intended for Knowledge Sharing only
INTRO
Intended for Knowledge Sharing only
Disclaimer:
Participation in this summit is purely on personal basis and not representing VISA in any form
or matter. The talk is based on learnings from work across industries and firms. Care has been
taken to ensure no proprietary or work related info of any firm is used in any material.
Director, Insights at Visa, Inc.
Help Executives/Product/Marketing with actionable insights
RAMKUMAR RAVICHANDRAN
Revamp Your Analytics Practice | Ramkumar Ravichandran
Is an Analytics team the only source of insights?
CURRENT
SCENARIO
Revamp Your Analytics Practice | Ramkumar Ravichandran
Intended for Knowledge Sharing only
CURRENT
SCENARIO
Intended for Knowledge Sharing only
Did the initiative work?
Where will be tomorrow?
What if we do this?
What can we do?
How do Customers feel
about us?
Where should we invest?
Different questions that the leadership has?
How are we doing today?
Intended for Knowledge Sharing only
CURRENT
SCENARIO
Intended for Knowledge Sharing only
Did the initiative work?
Where will be tomorrow?
What if we do this?
What can we do?
How do Customers feel
about us?
Where should we invest?
Who answers them?
How are we doing today?
BI
ANALYTICS
A/B TESTING
USER RESEARCH
STRATEGY
Intended for Knowledge Sharing only
CURRENT
SCENARIO
Intended for Knowledge Sharing only
Where do they all sit?
Machine
Learning
Strategy
Business
Intelligence,
Reporting
Business/
Advanced
Analytics
User
Research
A/B
Testing
STRATEGY
ANALYTICS PM
UED
IT / TECHNOLOGY
MKTG & PR
Intended for Knowledge Sharing only
CURRENT
SCENARIO
Intended for Knowledge Sharing only
Is that really a problem?
The big boss!
“Zuck” era PM
“King”y Sales
“Underpaid, Overworked,
never allowed to speak”
Analytics Guy
https://www.youtube.com/channel/UCODSVC0WQws607clv0k8mQA/videos
Intended for Knowledge Sharing only
CURRENT
SCENARIO
Intended for Knowledge Sharing only
So the problems were,
Inconsistent (and/or conflicting) definitions of data and numbers
Varying granularities
Multiple methodologies
Different BU = (different KPIs or same KPIs different priorities)
Lack of visibility/understanding outside of the BUs
“Slow & inefficient, Non-scalable, Difficulties
rolling up, Trust issues, Cascading mistakes”
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
INSIGHTS 2.0 FRAMEWORK
How can we solve this?
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
- Freeze KPIs at the highest level
- Assign ownership of KPIs to BUs
- Identify Key Levers, Drivers & Segments
e.g., KPI #1: Revenue
Levers: UU*(Visits/UU)*(Clicks/Visit)*CPC
Drivers:
UU= Marketing & PR
Visits/UU = Product/UED, etc.
Segments: Region, Eng Segments, Product
Type
OUTCOME
FOCUSSED
STRATEGY
Formulate Outcome Focused Strategy
INSIGHTS 2.0 FRAMEWORK
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
- Prioritization/negotiation of metrics
- Incorporate data needs into PRD/BRD
- Regular check-ins to ensure progress or
suggest workarounds
- QA Checklist & success criteria
- UAT
DATA
INSTRUMENTATION
Enable data capturing necessary for OF execution
INSIGHTS 2.0 FRAMEWORK
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
- Efficient Data preparations customized for
different & evolving needs
- Data Quality/Validation & Change
Management
- Data Governance (Legal/need based)
- Master Data Management
- Data Lineage, etc.
DATA MANAGEMENT
Framework & active management of data
INSIGHTS 2.0 FRAMEWORK
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
- BI Reports & Analytics to ensure validity of
insights (Single source of Truth)
- Connecting the dots across the spectrum
- Build->Test->Learn->Improve->Handover
FIRST LEVEL INSIGHTS
First level insights from the vetted data for Certification
INSIGHTS 2.0 FRAMEWORK
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
OPEN ANALYTICS PLATFORM
Open it up to empower end users, but set them up for success with…
• Datamarts/Dashboards/Insights
• Documentation
• Standard logic, definitions, nuances
• Legal approvals & Access
management
• Map & flow of data & insights
• Communication
• Key milestones achieved
• Roadmap – short vs. long
term
• Guidelines
• New BU initiatives
• Change Management
• Must avoids & best practices
• Training materials
• Past learning
INSIGHTS 2.0 FRAMEWORK
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
Stakeholders Needs
Reports, Insights
& OF Drilldowns
Datamarts Documentation
Communication &
Guidelines
Executives
- Reports
- High level
drilldown
- Unified summary
- “On the go*”
Marketing
- Campaign
performance
- Infographics
- Deep dives
- Testing
Sales / RM
- Sales performance
- Prospecting
- Competitive
- Infographics
Product
- Product
performance
- Deep dive
- Mining
- Testing
- Research
Technology / AE /
Operations
- Platform
performance
- Deep dive
- Forecasting
- Real time alerting
FP & A
- Consolidated
Initiative readouts
(E2E)
- Deduping
- Drill downs
- Forecasting
…and “tailoring the delivery” to the specific Stakeholder needs
INSIGHTS 2.0 FRAMEWORK*”On the go” delivery channels (Cloud and On-Mobile) are default for everyone
Revamp Your Analytics Practice | Ramkumar Ravichandran
Things to keep in mind
Revamp Your Analytics Practice | Ramkumar Ravichandran
THINGS TO KNOW
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
STRENGTHS
OPPORTUNITIES
WEAKNESSES
THREATS
• Reliable insights
• End-to-end visibility
• Roll-up to Corporate level
• Quicker turnaround
• Scalability
• Clearly defined roles, responsibilities,
success criteria & time lines
• Ownership to stakeholders in
planning and execution
• Value Prop document needed
• Train/borrow BU Analysts
• “Don’t bite off more than you can
chew”
• Stakeholders fear of losing control
• Too many urgent problems today
• Required resourcing
• Long term goal that require patience
• Constantly evolving landscape
provides new challenges
THINGS TO KNOW
Is it all promises, no fears?
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
Executive support
THINGS TO KNOW
Absolute must haves for it to succeed...
...and lots of patience, attention to detail and keep pushing mindset.
Business Unit mindset ( implement the relevant best practices from other functions)
Stakeholder buy-in, support, strong advocacy & deep involvement
Clearly defined and communicated objectives with accepted success criteria
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
THINGS TO KNOW
More on the “Deep” Stakeholder involvement...
Objective1 Analyst, Stakeholder
Translation to Analytical
Framework
2
Analyst, Researcher, Data Instrumentation, & Data Manager,
Developer, Data Scientist
Data Collection and
Preparation
3 Analyst, Data Manager, Data Scientist
Analysis, Validation &
Verification
4 Analyst, Data Scientist, Stakeholder and SME, Researcher
Actionable insights and
impact sizing
5 Analyst, Stakeholder, Leader
A/B Testing6 Analyst, A/B Testing, Stakeholder, Developer
Rollouts7 Stakeholder, Leadership & Executives
ResponsibleSteps
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
Strategic Objectives Success Criteria Action Plan
Stakeholder driven insights
- Adoption and repeat usage
- Reduced adhoc requests
- Referrals
- Involve early on
- Iterative feedback
- UAT sign-off
Fast, scalable
- Reduced turnaround time
- Reused by different users
- Take PM help in tracking /
analyzing insight generation
process
Trustworthy - Reduced reconciliation time
- Strong documentation
(mandatory requirement)
Easy to understand and use
- User Research
- Reduced adhoc requests
- UED experts
Anytime, anywhere, and anyone
(if you earned it)
- Reduced adhoc requests
- User feedback
- UED and Technology / Tool
experts
THINGS TO KNOW
More on the Success Criteria for the execution...
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
THINGS TO KNOW
More on the BU Mindset (learn from best practices of others)...
Strategy
Development
UED
User Research
Project
Management
Sales
CRMs
Outcome Focused Prioritization (Big picture), Balance
Scorecard monitoring, Future proofing
Right selection (Agile vs. CDP), Kanban, MVP, Lean
Story telling, customizing insights/delivery by audience
Feedback/learning and act on what you learn
What worked vs. what did not? Sticking to Roadmap, how
to speed up/delegate? Communication/Analysis, PPPs, etc.
How to sell/negotiate/close/prospect? Manage difficult
Stakeholders
Serving Stakeholders the best and “wow”ing them
From whom? and learn what?
Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only
CONTACT
THANK YOU!
We’d love to hear from you.
Ramkumar Ravichandran

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Transform your Analytics Practice into Insights Practice

  • 1. Intended for Knowledge Sharing only Transform your Analytics Practice into Insights Practice Business Analytics Innovation Summit 2015 Business Analytics Innovation Summit | January 2015
  • 2. Intended for Knowledge Sharing only INTRO Intended for Knowledge Sharing only Disclaimer: Participation in this summit is purely on personal basis and not representing VISA in any form or matter. The talk is based on learnings from work across industries and firms. Care has been taken to ensure no proprietary or work related info of any firm is used in any material. Director, Insights at Visa, Inc. Help Executives/Product/Marketing with actionable insights RAMKUMAR RAVICHANDRAN
  • 3. Revamp Your Analytics Practice | Ramkumar Ravichandran Is an Analytics team the only source of insights? CURRENT SCENARIO Revamp Your Analytics Practice | Ramkumar Ravichandran
  • 4. Intended for Knowledge Sharing only CURRENT SCENARIO Intended for Knowledge Sharing only Did the initiative work? Where will be tomorrow? What if we do this? What can we do? How do Customers feel about us? Where should we invest? Different questions that the leadership has? How are we doing today?
  • 5. Intended for Knowledge Sharing only CURRENT SCENARIO Intended for Knowledge Sharing only Did the initiative work? Where will be tomorrow? What if we do this? What can we do? How do Customers feel about us? Where should we invest? Who answers them? How are we doing today? BI ANALYTICS A/B TESTING USER RESEARCH STRATEGY
  • 6. Intended for Knowledge Sharing only CURRENT SCENARIO Intended for Knowledge Sharing only Where do they all sit? Machine Learning Strategy Business Intelligence, Reporting Business/ Advanced Analytics User Research A/B Testing STRATEGY ANALYTICS PM UED IT / TECHNOLOGY MKTG & PR
  • 7. Intended for Knowledge Sharing only CURRENT SCENARIO Intended for Knowledge Sharing only Is that really a problem? The big boss! “Zuck” era PM “King”y Sales “Underpaid, Overworked, never allowed to speak” Analytics Guy https://www.youtube.com/channel/UCODSVC0WQws607clv0k8mQA/videos
  • 8. Intended for Knowledge Sharing only CURRENT SCENARIO Intended for Knowledge Sharing only So the problems were, Inconsistent (and/or conflicting) definitions of data and numbers Varying granularities Multiple methodologies Different BU = (different KPIs or same KPIs different priorities) Lack of visibility/understanding outside of the BUs “Slow & inefficient, Non-scalable, Difficulties rolling up, Trust issues, Cascading mistakes”
  • 9. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only INSIGHTS 2.0 FRAMEWORK How can we solve this?
  • 10. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only - Freeze KPIs at the highest level - Assign ownership of KPIs to BUs - Identify Key Levers, Drivers & Segments e.g., KPI #1: Revenue Levers: UU*(Visits/UU)*(Clicks/Visit)*CPC Drivers: UU= Marketing & PR Visits/UU = Product/UED, etc. Segments: Region, Eng Segments, Product Type OUTCOME FOCUSSED STRATEGY Formulate Outcome Focused Strategy INSIGHTS 2.0 FRAMEWORK
  • 11. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only - Prioritization/negotiation of metrics - Incorporate data needs into PRD/BRD - Regular check-ins to ensure progress or suggest workarounds - QA Checklist & success criteria - UAT DATA INSTRUMENTATION Enable data capturing necessary for OF execution INSIGHTS 2.0 FRAMEWORK
  • 12. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only - Efficient Data preparations customized for different & evolving needs - Data Quality/Validation & Change Management - Data Governance (Legal/need based) - Master Data Management - Data Lineage, etc. DATA MANAGEMENT Framework & active management of data INSIGHTS 2.0 FRAMEWORK
  • 13. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only - BI Reports & Analytics to ensure validity of insights (Single source of Truth) - Connecting the dots across the spectrum - Build->Test->Learn->Improve->Handover FIRST LEVEL INSIGHTS First level insights from the vetted data for Certification INSIGHTS 2.0 FRAMEWORK
  • 14. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only OPEN ANALYTICS PLATFORM Open it up to empower end users, but set them up for success with… • Datamarts/Dashboards/Insights • Documentation • Standard logic, definitions, nuances • Legal approvals & Access management • Map & flow of data & insights • Communication • Key milestones achieved • Roadmap – short vs. long term • Guidelines • New BU initiatives • Change Management • Must avoids & best practices • Training materials • Past learning INSIGHTS 2.0 FRAMEWORK
  • 15. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only Stakeholders Needs Reports, Insights & OF Drilldowns Datamarts Documentation Communication & Guidelines Executives - Reports - High level drilldown - Unified summary - “On the go*” Marketing - Campaign performance - Infographics - Deep dives - Testing Sales / RM - Sales performance - Prospecting - Competitive - Infographics Product - Product performance - Deep dive - Mining - Testing - Research Technology / AE / Operations - Platform performance - Deep dive - Forecasting - Real time alerting FP & A - Consolidated Initiative readouts (E2E) - Deduping - Drill downs - Forecasting …and “tailoring the delivery” to the specific Stakeholder needs INSIGHTS 2.0 FRAMEWORK*”On the go” delivery channels (Cloud and On-Mobile) are default for everyone
  • 16. Revamp Your Analytics Practice | Ramkumar Ravichandran Things to keep in mind Revamp Your Analytics Practice | Ramkumar Ravichandran THINGS TO KNOW
  • 17. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only STRENGTHS OPPORTUNITIES WEAKNESSES THREATS • Reliable insights • End-to-end visibility • Roll-up to Corporate level • Quicker turnaround • Scalability • Clearly defined roles, responsibilities, success criteria & time lines • Ownership to stakeholders in planning and execution • Value Prop document needed • Train/borrow BU Analysts • “Don’t bite off more than you can chew” • Stakeholders fear of losing control • Too many urgent problems today • Required resourcing • Long term goal that require patience • Constantly evolving landscape provides new challenges THINGS TO KNOW Is it all promises, no fears?
  • 18. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only Executive support THINGS TO KNOW Absolute must haves for it to succeed... ...and lots of patience, attention to detail and keep pushing mindset. Business Unit mindset ( implement the relevant best practices from other functions) Stakeholder buy-in, support, strong advocacy & deep involvement Clearly defined and communicated objectives with accepted success criteria
  • 19. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only THINGS TO KNOW More on the “Deep” Stakeholder involvement... Objective1 Analyst, Stakeholder Translation to Analytical Framework 2 Analyst, Researcher, Data Instrumentation, & Data Manager, Developer, Data Scientist Data Collection and Preparation 3 Analyst, Data Manager, Data Scientist Analysis, Validation & Verification 4 Analyst, Data Scientist, Stakeholder and SME, Researcher Actionable insights and impact sizing 5 Analyst, Stakeholder, Leader A/B Testing6 Analyst, A/B Testing, Stakeholder, Developer Rollouts7 Stakeholder, Leadership & Executives ResponsibleSteps
  • 20. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only Strategic Objectives Success Criteria Action Plan Stakeholder driven insights - Adoption and repeat usage - Reduced adhoc requests - Referrals - Involve early on - Iterative feedback - UAT sign-off Fast, scalable - Reduced turnaround time - Reused by different users - Take PM help in tracking / analyzing insight generation process Trustworthy - Reduced reconciliation time - Strong documentation (mandatory requirement) Easy to understand and use - User Research - Reduced adhoc requests - UED experts Anytime, anywhere, and anyone (if you earned it) - Reduced adhoc requests - User feedback - UED and Technology / Tool experts THINGS TO KNOW More on the Success Criteria for the execution...
  • 21. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only THINGS TO KNOW More on the BU Mindset (learn from best practices of others)... Strategy Development UED User Research Project Management Sales CRMs Outcome Focused Prioritization (Big picture), Balance Scorecard monitoring, Future proofing Right selection (Agile vs. CDP), Kanban, MVP, Lean Story telling, customizing insights/delivery by audience Feedback/learning and act on what you learn What worked vs. what did not? Sticking to Roadmap, how to speed up/delegate? Communication/Analysis, PPPs, etc. How to sell/negotiate/close/prospect? Manage difficult Stakeholders Serving Stakeholders the best and “wow”ing them From whom? and learn what?
  • 22. Intended for Knowledge Sharing onlyIntended for Knowledge Sharing only CONTACT THANK YOU! We’d love to hear from you. Ramkumar Ravichandran