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Amplify Predictive Analyticswith Data VisualizationDr. Ingo MierswaFounder & CTO
The Story of Joe
This is Joe.Joe is a data Scientist.
I am Joe.I am a datascientist.
Data
Joe crunches through the bigpile of data he has every day.
6 Months later...
Pot ofGold
Joe finally found a Churn patternin the data. A pot of gold...
1st
Joe got lot of Congrats from his fellowdata scientists, Fred and Peter.
1st
FredPeter
Joe, Fred, and PeterCelebrated the whole night...
1st
But during the next week, Joe wasbecoming very sad. What happened?
Nobodyelse cares!
Basement
Joe’s models have not been used.Because predictive models
Are Hard to understand.
This is why Joe, Fred, andPeter Sit in the basement.
So Joe thought about how hecan amplify his voice...
To be continued...
©2016 RapidMiner, Inc. All rights reserved. - 13 -
Joe’s Idea:
Operationalizationof Models
It does not matter that youknow what’s going to happen.The only thing which matters isthat your organization can do the right thing today so that the best will happen tomorrow.
How can analytics help you to find the right business action?
If you know it is going to rain:
Should you bringyour umbrella?
BUSINESS INTELLIGENCE
It rained 231 days last year
We lost 5 million customers last
year (23%)
BI-STYLE PREDICTIONS
It will rain at least 200 days next year
We will lose at least 20% of our customers
next year
PREDICTIVE ANALYTICS
Probability for rain tomorrow is 95%
We will lose Jon Smith tomorrow (92%)
PRESCRIPTIVE ANALYTICS
Walking Bring umbrellaCar Plan for longer commute
Give Mr. Smith a call to offer 3% discount
on renewal
Insights
Action
VALUE
From BI to Prescriptive Analytics
Operationalization Spectrum
Manual
Algorithmic
Time-Intensive
ShortDuration
StrategicCreate a new product line
Acquire a company
TacticalDefine pricing policies
Define underwriting policies
1 Year 1 Month 1 Week 1 Day 1 Hour 1 Minute 1 Second
Single DecisionMake a specific hire
Define price for product
OperationalMake a cross-sell offer
Approve a credit
AutomatedStop fraudulent transactionAdjust production process
Achieved through operationalization of prescriptive models
Supported by insights from analytics
©2016 RapidMiner, Inc. All rights reserved. - 18 -
50 MillionTelco customers who might churn every day
Really loyal About to churn
©2016 RapidMiner, Inc. All rights reserved. - 19 -
50 Million Customers$50 Customer Acquisition Cost10% Churn Reduction
$250m Savings p.a.
18 Billion Decisions p.a.$0.01 per Decision
Looks good, Joe! Why wouldn’t you just automate it, then?
TrustPeople need tounderstandfirst.
FearHuman
decisionmaker
preferred.
RarityRare situations, e.g.acquisition of company.
FamiliarityData visualization is a known
channel for information sharing.
How cool would it be then to deliver predictions and action right in a known dashboard?
+
DEMO
Amplifying Predictive Analytics with Qlik
User changes parameters and RapidMiner reruns the
predictive process.
Bi-directional integration via Web Services
Design process. Save it in RapidMiner Server repository.1
RapidMiner Studio
RapidMiner ServerDeployment Tier
Add RapidMiner as data source. Design dashboard for interactive Predictive Analytics.
2 RapidMiner runs process and delivers results via a web service.
Qlik dashboard updates with results.4
3
PREP DATAQuickly connect, explore & transform ALL data for BI and Predictive Analytics
MODEL & VALIDATERapidly prototype and immediately validate
predictive models
OPERATIONALIZEEmbed models directly
within business processes and data visualization
applications
ANY DATA SOURCE, ANY FORMAT, AT ANY SCALE
ANY BUSINESS APPLICATION OR PROCESS
PREP DATAQuickly connect, explore & transform ALL data for BI and Predictive Analytics
MODEL & VALIDATERapidly prototype and immediately validate
predictive models
OPERATIONALIZEEmbed models directly
within business processes and data visualization
applications
ANY DATA SOURCE, ANY FORMAT, AT ANY SCALE
EMBED PREDICTIVE INSIGHTSAND PREDICTIVE ACTIONS
IN QLIK
Game-Changing Operationalization
Embedded insights close the loop between
insight & action
InnovativePlatform
Open source leadership pioneers and embraces
modern solutions
- 27 -
Self-Service Predictive Analytics
Effortless & guided design democratize data science
Lightning-FastData Science
Seamless lifecycle orchestration accelerates
predictive analytics
©2016 RapidMiner, Inc. All rights reserved. - 28 -
Gartner, Magic Quadrant for Advanced Analytics Platforms, 09 February 2Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner's research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.016
Positioned in the Leaders Quadrant in
the 2016 Gartner Magic Quadrant for Advanced Analytics Platforms for
three consecutive years
Rated a Strong Performer in the
2015 Forrester Wave on
Big Data Predictive Analytics. Praised as “a Rock-Solid Enterprise
Solution”
2015 Technology Innovation Award Winner,
Advanced & Predictive Analytics,
Big Data Analytics andEnd-User Data Preparation
RapidMiner takes 1st place for code-free
platforms in KDnuggets May 2015
Data Mining & Analytics Software Poll