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Vitria Operational Intelligence
The Analytics Value Chain
Key to Delivering Value in IoT
Dr. Dale Skeen
CTO and Co-Founder
© 2015 Vitria Technology, Inc. 2
$20
Trillion
by 2025
Internet of Things – Value Potential
40%
Analytics
© 2015 Vitria Technology, Inc. 3
Industrial Enterprise Consumer
Industrial Enterprise Consumer
Where Analytics Generates Value in IoT
Smart Home
Predictive
Maintenance
Asset
OptimizationOutage
Mgmt.
Operational
Efficiency
Safety and
Security
Fraud Detection Health MonitoringCyber Security
“My Life Style”
Customer
Engagement
Demand/Supply
OptimizationRevenue
Growth
Predictive 1:1
Marketing
© 2015 Vitria Technology, Inc. 4
Lakes
are cool
Streams
are cooler
© 2015 Vitria Technology, Inc. 5
Ingest and store
Analyze later
using bulk algorithms
Historical Analytics
Machine learning for
building predictive models
Ingest
Analyze immediately
using incremental algorithms
Fast, Real-Time Analytics
Operationalize models for
Real-Time Predictions
Prescribe Next Best Action
Lakes
are cool
Streams
are cooler
© 2015 Vitria Technology, Inc. 6
Your Telco wants to predict when you
are about to leave the country...
So they can text you an attractive
data roaming offer!
© 2015 Vitria Technology, Inc. 7
Real-time, Predictive 1:1 Marketing
How does your telco know you leaving the country?
O2 – Largest Mobile Telco in UK
Eurostar trains run between UK and
Europe via Channel Tunnel.
10 million passengers per year
Opportunity: Text customers a great
data roaming offer just before leaving UK.
Challenges:
 How to detect customers on the train?
 Highways next to train routes & stations
 Local trains share same routes as
Eurostar
Eurostar?Local?
or
or
© 2015 Vitria Technology, Inc. 8Seconds
Vitria IoT: Analytics Chain in Action
Contextual
Awareness
Correlate &
enrich with
contextual
data
CRM, Train Routes
& Schedules
Predictive
Analytics
Predict
threats and
opportunities
upload
predictive patterns
Machine Learning
over Historical Data
Prescriptive
Analytics
Identify next
best actions
using automated
rules
Rules based on
Best Practices
Intelligent
Actions
Act Quickly to
Capture Value
$
Intelligent
BPM
Situational
Intelligence
Correlate real-
time situational
data
Customer
Journey
Ingest data at
speed and
volume
~ 250,000 events
per second
Fast Data
Ingestion
Cellular
Network
© 2015 Vitria Technology, Inc. 9
Vitria IoT: Analytic Value Chain
multi-stage analytic processing drives value
Value
Maturity
Fast Data
Ingestion
Contextual
Awareness
Situational
Intelligence
Predictive
Analytics
Prescriptive
Analytics
Intelligent
Actions
© 2015 Vitria Technology, Inc. 10
IoT: Analytics Maturity Model
Connected ProactivePredictiveReactiveAware
BusinessImpact
1 2 3 4 5
Fast Data
Ingestion
Contextual
Awareness
Situational
Intelligence
Predictive
Analytics
Prescriptive
Analytics
Intelligent
Actions
© 2015 Vitria Technology, Inc. 11
Predicted Maintenance & Outage Prevention
predicting equipment failure during weather events
Situation
Severe weather events can cause
equipment failure and outages
Opportunity
Enhance operations by predicting
equipment failures
Lessen the probability of a
catastrophic failure
© 2015 Vitria Technology, Inc. 12~ 1 Second
Vitria IoT: Analytic Chain in Action
Ingest data at
speed and
volume
~ 1,000,000 events
per second
Fast Data
Ingestion
Smart Meter
Contextual
Awareness
Correlate &
enrich with
contextual
data
Equipment &
Maintenance History
Situational
Intelligence
Correlate real-
time situational
data
Weather
Conditions
Predictive
Analytics
Predict
threats and
opportunities
uploaded
models
Machine Learning
over Historical Data
Prescriptive
Analytics
Identify next
best actions
using automated
rules
Rules based on
Best Practices
Intelligent
Actions
Act Quickly to
Capture Value
$
Intelligent
BPM
© 2015 Vitria Technology, Inc. 13
Operationalizing @Scale
 Elastic, scale-out architecture
 Commodity hardware
 In-memory computing
 Contextual data pre-loaded
 Actions with intelligent BPM
Fast Data
Ingestion
Contextual
Awareness
Situational
Intelligence
Predictive
Analytics
Prescriptive
Analytics
Intelligent
Actions
© 2015 Vitria Technology, Inc. 14
Recent IoT Use Cases
TXU
 Visibility, Intelligence &
Governance of
Hidden Processes
 Monitor SLAs customer
transactions across
underlying systems
 Vizualize info in process
context
Preventative Maintenance
Large Equipment
 Machine learning of predictive
maintenance model over
machine history
 Continuous monitoring of key
indicators and environment
 Increased service uptime,
reduced unplanned outages,
reduced truck rolls
TXU
 Visibility, Intelligence &
Governance of
Hidden Processes
 Monitor SLAs customer
transactions across
underlying systems
 Vizualize info in process
context
Driver Behavior Scoring
Connected Car
 Machine Learning predictive
model over historical driver
records
 Includes Human, Vehicle, and
Environmental variables
influencing “Safe Drive”
outcome
 Driving Behavior is
continuously scored as new
data is made available
Fraud Detection
Smart Meter
 Fraud: Smart Meters can be
manipulated to make them
under-register.
 Fraud: Smart Meters can be
fooled into sending “energy
reversal” events (fraud).
 Grid Integrity: Detect unusual
voltage fluctuations.
© 2015 Vitria Technology, Inc. 15
What Does This All Mean?
© 2015 Vitria Technology, Inc. 16
Analytics Value Chain for IoT
Historical + Situational + Predictive + Prescriptive
drives Value in IoT
Timely action is the “last critical mile”
in the analytics value chain
Fast Analytics maximizes Value
since many IoT problems are time-sensitive
Operationalize machine learning from Historical Data
to generate predictive & prescriptive models for Analytics Value Chain
© 2015 Vitria Technology, Inc. 17
Vitria – IoT Products
Vitria IoT Analytics Platform
Historical + Situational + Predictive + Prescriptive
Analytic Value Chains via Visual Modeling
Quickly Operationalize Machine Learning
from Historical Data for Real-time Execution
Scalable, Fast, and Open Big Data Analytics
• Leveraging Spark, Hadoop, Hive, more …
Vitria IOT APaaS
(Analytics Platform as a Service)
Self-Service IoT Analytics, in the Cloud
IoT Analytics in Minutes not Months
© 2015 Vitria Technology, Inc. 18
Resources:
• Vitria IoT Analytics Platform
• A new analytics methodology to help you generate
value faster for your IoT initiatives
• Advanced Analytics for Manufacturing
• Advanced Analytics for Telecommunications
• Advanced Analytics for Utilities

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The Analytics Value Chain - Key to Delivering Business Value in IoT

  • 1. Vitria Operational Intelligence The Analytics Value Chain Key to Delivering Value in IoT Dr. Dale Skeen CTO and Co-Founder
  • 2. © 2015 Vitria Technology, Inc. 2 $20 Trillion by 2025 Internet of Things – Value Potential 40% Analytics
  • 3. © 2015 Vitria Technology, Inc. 3 Industrial Enterprise Consumer Industrial Enterprise Consumer Where Analytics Generates Value in IoT Smart Home Predictive Maintenance Asset OptimizationOutage Mgmt. Operational Efficiency Safety and Security Fraud Detection Health MonitoringCyber Security “My Life Style” Customer Engagement Demand/Supply OptimizationRevenue Growth Predictive 1:1 Marketing
  • 4. © 2015 Vitria Technology, Inc. 4 Lakes are cool Streams are cooler
  • 5. © 2015 Vitria Technology, Inc. 5 Ingest and store Analyze later using bulk algorithms Historical Analytics Machine learning for building predictive models Ingest Analyze immediately using incremental algorithms Fast, Real-Time Analytics Operationalize models for Real-Time Predictions Prescribe Next Best Action Lakes are cool Streams are cooler
  • 6. © 2015 Vitria Technology, Inc. 6 Your Telco wants to predict when you are about to leave the country... So they can text you an attractive data roaming offer!
  • 7. © 2015 Vitria Technology, Inc. 7 Real-time, Predictive 1:1 Marketing How does your telco know you leaving the country? O2 – Largest Mobile Telco in UK Eurostar trains run between UK and Europe via Channel Tunnel. 10 million passengers per year Opportunity: Text customers a great data roaming offer just before leaving UK. Challenges:  How to detect customers on the train?  Highways next to train routes & stations  Local trains share same routes as Eurostar Eurostar?Local? or or
  • 8. © 2015 Vitria Technology, Inc. 8Seconds Vitria IoT: Analytics Chain in Action Contextual Awareness Correlate & enrich with contextual data CRM, Train Routes & Schedules Predictive Analytics Predict threats and opportunities upload predictive patterns Machine Learning over Historical Data Prescriptive Analytics Identify next best actions using automated rules Rules based on Best Practices Intelligent Actions Act Quickly to Capture Value $ Intelligent BPM Situational Intelligence Correlate real- time situational data Customer Journey Ingest data at speed and volume ~ 250,000 events per second Fast Data Ingestion Cellular Network
  • 9. © 2015 Vitria Technology, Inc. 9 Vitria IoT: Analytic Value Chain multi-stage analytic processing drives value Value Maturity Fast Data Ingestion Contextual Awareness Situational Intelligence Predictive Analytics Prescriptive Analytics Intelligent Actions
  • 10. © 2015 Vitria Technology, Inc. 10 IoT: Analytics Maturity Model Connected ProactivePredictiveReactiveAware BusinessImpact 1 2 3 4 5 Fast Data Ingestion Contextual Awareness Situational Intelligence Predictive Analytics Prescriptive Analytics Intelligent Actions
  • 11. © 2015 Vitria Technology, Inc. 11 Predicted Maintenance & Outage Prevention predicting equipment failure during weather events Situation Severe weather events can cause equipment failure and outages Opportunity Enhance operations by predicting equipment failures Lessen the probability of a catastrophic failure
  • 12. © 2015 Vitria Technology, Inc. 12~ 1 Second Vitria IoT: Analytic Chain in Action Ingest data at speed and volume ~ 1,000,000 events per second Fast Data Ingestion Smart Meter Contextual Awareness Correlate & enrich with contextual data Equipment & Maintenance History Situational Intelligence Correlate real- time situational data Weather Conditions Predictive Analytics Predict threats and opportunities uploaded models Machine Learning over Historical Data Prescriptive Analytics Identify next best actions using automated rules Rules based on Best Practices Intelligent Actions Act Quickly to Capture Value $ Intelligent BPM
  • 13. © 2015 Vitria Technology, Inc. 13 Operationalizing @Scale  Elastic, scale-out architecture  Commodity hardware  In-memory computing  Contextual data pre-loaded  Actions with intelligent BPM Fast Data Ingestion Contextual Awareness Situational Intelligence Predictive Analytics Prescriptive Analytics Intelligent Actions
  • 14. © 2015 Vitria Technology, Inc. 14 Recent IoT Use Cases TXU  Visibility, Intelligence & Governance of Hidden Processes  Monitor SLAs customer transactions across underlying systems  Vizualize info in process context Preventative Maintenance Large Equipment  Machine learning of predictive maintenance model over machine history  Continuous monitoring of key indicators and environment  Increased service uptime, reduced unplanned outages, reduced truck rolls TXU  Visibility, Intelligence & Governance of Hidden Processes  Monitor SLAs customer transactions across underlying systems  Vizualize info in process context Driver Behavior Scoring Connected Car  Machine Learning predictive model over historical driver records  Includes Human, Vehicle, and Environmental variables influencing “Safe Drive” outcome  Driving Behavior is continuously scored as new data is made available Fraud Detection Smart Meter  Fraud: Smart Meters can be manipulated to make them under-register.  Fraud: Smart Meters can be fooled into sending “energy reversal” events (fraud).  Grid Integrity: Detect unusual voltage fluctuations.
  • 15. © 2015 Vitria Technology, Inc. 15 What Does This All Mean?
  • 16. © 2015 Vitria Technology, Inc. 16 Analytics Value Chain for IoT Historical + Situational + Predictive + Prescriptive drives Value in IoT Timely action is the “last critical mile” in the analytics value chain Fast Analytics maximizes Value since many IoT problems are time-sensitive Operationalize machine learning from Historical Data to generate predictive & prescriptive models for Analytics Value Chain
  • 17. © 2015 Vitria Technology, Inc. 17 Vitria – IoT Products Vitria IoT Analytics Platform Historical + Situational + Predictive + Prescriptive Analytic Value Chains via Visual Modeling Quickly Operationalize Machine Learning from Historical Data for Real-time Execution Scalable, Fast, and Open Big Data Analytics • Leveraging Spark, Hadoop, Hive, more … Vitria IOT APaaS (Analytics Platform as a Service) Self-Service IoT Analytics, in the Cloud IoT Analytics in Minutes not Months
  • 18. © 2015 Vitria Technology, Inc. 18 Resources: • Vitria IoT Analytics Platform • A new analytics methodology to help you generate value faster for your IoT initiatives • Advanced Analytics for Manufacturing • Advanced Analytics for Telecommunications • Advanced Analytics for Utilities