john f.carter, charles schwab presentation at cdao winter 2017
TRANSCRIPT
Charles Schwab Confidential for internal purposes only
Driving Value as a Data and Analytics Leader
John Carter SVP, Analytics & Business Insight January 2017
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Data, analytics & technology is exploding!
Weblogs
Speech/Text
Artificial Intelligence
Big Data
Python and R
Hadoop & Spark
Machine Learning
Social Data Feeds Real-Time Decisions
Pattern Recognition
Cognitive Computing
In-Memory DB
January 2017 1
Charles Schwab Confidential for internal purposes only
Companies are investing in big data….
..for greater insights and faster decisions
Chief Data & Analytics Officer Conference - John Carter Presentation
*Source: NVP Big Data Executive Survey
January 2017 2
0.0% 10.0% 20.0% 30.0% 40.0%
Greater business insights
Faster time-to-answer
Faster speed-to-market
Greater analytics capabilties
Create a data-driven culture
Business Drivers of Big Data
0.0%
5.0%
10.0%
15.0%
20.0%
25.0%
30.0%
35.0%
40.0%
$1B+ $500M+ $100M+
Big Data Investment Last 5 Years Big Data Investment Last 5 Years
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Executives are expecting much more from analytics….
Big Expectations for Big Data in 2016 -
Splice Machine
Big Data Predictions…Companies want to
personalize cross-channel experiences
based on real time information and not day
old data….
How companies are using big data and
analytics | McKinsey & Company
McKinsey & Company
Just how do major organizations
use data and analytics to inform strategic
and operational decisions?
Ten Ways Big Data Is Revolutionizing Marketing And
Sales - Forbes
Forbes
May 9, 2016 - Customer Value Analytics (CVA) based on
Big Data is making it ... A Forrester study found that 44%
B2Cmarketers are using big data and analytics to ...
January 2017 3
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Yet, many analytical investments are NOT driving business value or outcomes!
• Accenture research shows that 1/3 of companies are now using analytics aggressively across the enterprise. Yet, for many, the ROI is elusive.
— Only 22 percent of companies are “very satisfied” with the outcomes of their analytics investment
• Actionable insight to drive business often appears to be the missing link between data and business outcome
– According to Forrester, 74% of firms say they want to be “data-driven,” but only 29% are successful at connecting analytics to action
January 2017 4
Charles Schwab Confidential for internal purposes only
What should analytics leaders do to drive business value?
Chief Data & Analytics Officer Conference - John Carter Presentation January 2017 5
Charles Schwab Confidential for internal purposes only
Consultative Process
Actionable Insights
Implementation & Action
Measurement Closed Loop Continual Improvement
An analytical framework is needed to drive business value
Chief Data & Analytics Officer Conference - John Carter Presentation January 2017 6
Charles Schwab Confidential for internal purposes only
Analytical initiatives require executive support and should support business objectives
Chief Data & Analytics Officer Conference - John Carter Presentation
Attract New Clients
Expand Client Relationships
Retain Existing Clients
Increase Client Loyalty
Map prospect shopping journeys using advanced analytics in order to target prospects more effectively
Improve Operational
Efficiency
Enable reps to have the “right” conversations at the “right” time using real-time machine learning capabilities
Create new attrition models leveraging big data analytics
Leverage text mining and social listening to identify the underlying drivers of Net Promoter Scores
Develop self-service reporting tools to provide sales leaders
with easy to access information to grow business
Business Objectives Analytics Initiatives (examples)
January 2017 7
Consultative Process
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Business objectives should be vetted before work begins
• What decision will be made?
• How will it impact business?
• How will it be implemented?
• What is the expected ROI?
• By when is this needed?
• How does this project rate vs. other
priorities?
Consultative Process
January 2017 8
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Image source: Teradata
• Select the right combination of data, tools and people to meet objectives
• Leverage known insights
• Look for new ways to solve problems
1
Create actionable insights to drive business decisions
Image source: Teradata 2 • Develop relevant insights
• Involve business partners and tell stories
• Create recommendations
• Deliver insights quickly
Actionable Insights
January 2017 9
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Assemble the right people to create a culture focused upon innovation and business outcomes
Motivated by Business Impact +
Organizational Change
Business Acumen
Selling Ability
Technical/ Analytical Skills
Intellectual Curiosity
Communication Skills
Sense of Urgency
Collaboration
Actionable Insights
January 2017 10
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Business Intelligence Traditional Analytics Enterprise Analytics
WHAT ACTION SHOULD BE
TAKEN?
WHO IS ACCOUNTABLE?
WHAT ACTION WAS TAKEN?
WHAT WAS THE OUTCOME?
Enterprise Analytics is a key to success
ANALYTICS IS EMBEDDED IN THE BUSINESS WITH
CLEAR OWNERS + ACCOUNTIBILITIES
Implementation & Action
January 2017 11
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
Impactful analytics changes what people do and is achieved through cross-functional collaboration & partnerships
Technology
Teams
Data
Organization
Front-line
Sales
Client
Experience
Strategy Finance
Marketing External Partners
Implementation & Action
Legal / Compliance
January 2017 12
Charles Schwab Confidential for internal purposes only
Analytical projects should be measured based on levels of impact
Level 1 – Tactical
Delivered operational reports, ad-hoc reports and data extracts
Level 2 – Insights & Measurement
Created new analytic insights or performance reporting that will guide strategy,
monitor important trends, or measure performance
Level 3 – Business Opportunities
Resulted in recommendations for business improvement, or
uncovered and presented tangible (measurable) opportunities
Level 4 – Business Decisions
Drove or enabled decisions and improvements that
are moving forward or already implemented
Level
of
Imp
act
Chief Data & Analytics Officer Conference - John Carter Presentation
Measurement
Level 5 – Business Impact
Project implemented, measurement in
place and meaningful ROI achieved
January 2017 13
Charles Schwab Confidential for internal purposes only
Valu
e
Lo
w
Med
ium
H
igh
Investment
Low Medium High
Resist the temptation to build everything at once!
All or Nothing Approach
• Takes too long
• Costs too much
• Delays Value Creation
Chief Data & Analytics Officer Conference - John Carter Presentation
Closed Loop Continuous Improvement
Phased Investment
Approach
• Start Small
• Show Value
• Build More
January 2017 14
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
In summary, top 10 takeaways…
1. Gain executive support and align projects to top initiatives
2. Select and prioritize projects based on expected business
outcomes
3. Ensure end-to-end implementation of analytics including
measurement and feedback
4. Involve and gain support of stakeholders in all phases of the
analytical project
5. Hire, develop and motivate your team
January 2017 15
Charles Schwab Confidential for internal purposes only Chief Data & Analytics Officer Conference - John Carter Presentation
In summary, top 10 takeaways…
6. Invest in data and analytics matching investments with tangible business
outcomes
7. Leverage self-service capabilities to empower business partners while
retaining analytical resources for higher impact projects
8. Sacrifice “perfect” analytics for speed-to-insights and ease of implementation
9. Have the courage to push back on low impact work
10. Communicate insights and accomplishments throughout all levels of the
organization
January 2017 16