smart data slides: leverage the iot to build a smart data ecosystem
TRANSCRIPT
December 8, 2016
Adrian Bowles, PhD
Founder, STORM Insights, Inc. [email protected]
Leverage the IOT to Build a Smart Data Ecosystem
An Overview of Conventional StrategyHow Does the IOT Change Strategy?How Does ModernAI/Cognitive Computing Change Strategy?5 Ways to Create Business Value with #ModernAI & The IOT
Agenda
Strengths Weaknesses
Opportunities Threats
New Products, Partnerships,M&A, Geo-Territories,Competitors’ Weaknesses
Where Are Our Competitors Stronger?
Disruption, Displacement
What Are Our Competitive Advantages?
Internal External
ResourcesCapital, Data, Customers,People, IP…
ProcessesInnovation, Manufacturing…
Where Are Our Risks vs Industry Risks?
Primary Focus
SWOT Analysis
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Suppliers Buyers
Based on Michael Porter: Competitive Advantage, Free Press, 1985.
Threat ofNew Entrants
Threat ofSubstitute Productsor Services
Bargaining Powerof Buyers
Bargaining Powerof Suppliers
Potential Entrants
Substitutes
IndustryCompetitors
Rivalry AmongExisting Firms
Porter’s Five Competitive Forces
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Suppliers Buyers
Based on Michael Porter: Competitive Advantage, Free Press, 1985.
Threat ofNew Entrants
Threat ofSubstitute Productsor Services
Bargaining Powerof Buyers
Bargaining Powerof Suppliers
Potential Entrants
Substitutes
IndustryCompetitors
Rivalry AmongExisting Firms
Economies of ScaleSwitching Costs/Network Effects
Access to Information
Technology Advances
Buyer Aggregation
Technology AdvancesProtected IP
Porter’s Five Competitive Forces
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Based on Michael Porter: Competitive Advantage, Free Press, 1985.
Suppliers Buyers
Potential Entrants
Substitutes
IndustryCompetitors
Rivalry AmongExisting Firms
Porter’s Five Competitive Forces
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
1. PORTER’S THREE GENERIC STRATEGIES Cost leadership Differentiate products/services Focus: develop a market niche
2. SUB-STRATEGIES (DEFENSIVE AND OFFENSIVE)
Alter industry Structure Create entry barriers Modify Value Chain Linkages Increase switching costs Form Alliances
Create new products/services
Restructure the FIRM Downsize Support learning Flatten Total Quality Management Build teams Business Process Reengineering
7 Copyright © 2000 by Adrian J. Bowles. All Rights Reserved.
The IP enabled future• Emware - enabling technology
➢ Uses proprietary software and a home PC • can control thermostats, door locks, VCR…
➢ CL&P testing it as a solution for targeted brownouts
➢ Matsushita - using it in >500 medical and building automation products
Source: Fortune, 10-9-2000
Flashback
8 Copyright © 2000 by Adrian J. Bowles. All Rights Reserved.
Pervasive IP - What will you do with it?
• Where can you put IP? ➢ Soda machine - real time monitoring, price
control based on temp and volume? ➢ Home heating - warm it up from your Pilot on the
way home. ➢ Hotel room security - look at The Charles in
Cambridge, MA ➢ Just about anywhere
Flashback
9 Copyright © 2000 by Adrian J. Bowles. All Rights Reserved.
Impact of new payment schemes?• DoCoMo I-mode and others let the phone
company act as payment aggregator for everything from games to soda machines to ???
• How can this change the balance of power? ➢ Who “owns” the customer relationship?
Flashback
10 Copyright © 2000 by Adrian J. Bowles. All Rights Reserved.
How to make money by enabling devices
• How do you identify holes in the market? • What are the most important characteristics
of opportunities?
Flashback
11
New Roles and Relationships
Your.Biz
Customer
Supplier Sponsor
Partners
Provides resources Consumes Goods/Svcs (may be non-exclusive consumer)
Provides Resources Customer who Buys Access
$, Information
Goods, Services
$, Content
Access, Attention
Copyright © 2001 by Adrian J. Bowles. All Rights Reserved.
Flashback
12
The Moving Middleman
Producer Consumer
Inte
rmed
iary
Traditional retailer New Real Estate Model (buyer’s agent)
Provides product, advice, service…
Inte
rmed
iary
Inte
rmed
iary
Copyright © 2001 by Adrian J. Bowles. All Rights Reserved.
Flashback
13
The Missing Middleman
Producer: Mattel Consumer
Inte
rmed
iary
Producers get closer to consumers, Channels get squeezed
Toys ‘R’ Us vs toysrus.com vs etoys.com $29/10 NA
Barbie ™ Porsche ™ Boxster ™
$24.99
Copyright © 2001 by Adrian J. Bowles. All Rights Reserved.
Flashback
14
The New Middleman
Producer: Rolex Consumer
$15,900(full retail price – store warranty)
tourneau.com
Tourneau, Inc.
ashford.com“Genuine Rolex products are sold through
Official Rolex Jewellers and are notavailable on the Internet. “
Info only
Copyright © 2001 by Adrian J. Bowles. All Rights Reserved.
Flashback
15 Copyright © 2000 by Adrian J. Bowles. All Rights Reserved.
Emerging Technologies/Trends➢ Voice/Speech ➢ Voice over IP ➢ Collaboration
• Development • Peer to Peer Computing
Flashback
It All Starts With Sensors…and Ends With Insights
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
A sensor is a device that detects the presence of a signal and reports/signals data about that signal/event
Sensors are Event-driven
May be Stationary or Mobile
How Does the IOT Change Strategy…
Sensors May Produce Streaming Data
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
“You could not step twice into the same river.”Heraclitus 535BC-474BC
To understand the contents (analyze)… Divert the flow? Pool the data? Evaluate everything without changing the flow?
(ask Heisenberg about that one) Sample? (catch and release?)
Streaming Data Architecture
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Data
Sou
rces Store
Process/Transform
Observe
Key
Data Flows on the Edges, Queries Everywhere
Sampling vs Monitoring Everything…
IoT Platforms
Predix
Jasper Control Center
Watson IoT
IOT Platforms
ConventionalAI
MachineLearning
BigData
How Does #ModernAI/Cognitive Computing Change Strategy?
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Human
Machine
Input Output
Narrative Generation
Data Mgmt
Model
Understand
Gestures
Emotions
Language
Visualization
Reports
Haptics
IoTSensors
SystemsControls
Learn Plan
ReasonIoT
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
How Does #ModernAI/Cognitive Computing Change Strategy?
Combined Impact of the IOT and #ModernAI/Cognitive Computing on Strategy
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
IOT/#ModernAI enable
New technologiesNew modelsNew ecosystems
Intelligence can be
Local to the deviceDistributedAggregated
When everything is connected…
New sources of data emergeNew sources of value emergeOld assumptions must be challenged
5 Ways to Create Business Value with #ModernAI & The IOT
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Know Where Your Customers Are - Or Where They Will Be
Know What Your Customers Want
Know When Your Customers’ Wants Change
Know Your Customers
Anticipate OpportunitiesFor Each Rule: Do you have or can you capture streaming data that can increase your value proposition?
Data about your product, supply chain, or customer that can improve performance, reliability, predictability…
Can you create value from new analysis of open data? Adding your own data/algorithms to open data creates value.
Tip: Choose an infrastructure that allows you to evaluate live streaming data in the context of relevant historical data.
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Know Your Customers
Collect/Track:
DemographicsPsychographics
Emotions
Technologies:
NLPAnalyticsMachine Learning
Captured/Enabled By:
SensorsActivePassive
SystemsProfile-Driven
Interactive Interfaces
ProfilesOpt-InGeneratedPurchasedDerived
Current
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Know What Your Customers Want
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Collect/Track:
Behavioral History
Captured/Enabled By:
SensorsActivePassive
Systems
ProfilesOpt-InGeneratedPurchasedDerived
Peer ProfilesProduct/Service Trends
Current
Technologies:
NLPAnalyticsMachine Learning
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Know When Your Customers’ Wants Change
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Collect/Track:
Behavioral History
Technologies:
AnalyticsMachine Learning
Current
Captured/Enabled By:
SensorsActivePassive
Systems
ProfilesOpt-InGeneratedPurchasedDerived
Peer ProfilesProduct/Service Trends
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Know Where Your Customers Are - Or Where They Will Be
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Collect/Track:
Geo Track/History
Technologies:
MobileWiFiBeaconsFacial RecognitionAnalyticsMachine Learning
Captured/Enabled By:
SensorsActivePassive
Systems
ProfilesOpt-InGeneratedPurchasedDerived
Current
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Future
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Anticipate Opportunities
Technologies: AnalyticsNLGMachine Learning
Current
Captured/Enabled By:
SensorsActivePassive
Systems
ProfilesOpt-InGeneratedPurchasedDerived
Peer ProfilesProduct/Service Trends
Collect/Track:
DemographicsPsychographics
Emotions
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Getting Started: What Sensor Data Do Your Customers Already Produce?
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Type Typical Current Use Potential Use
Accelerometer/motion Rotate screen, Switch screen to landscape/portrait
Ambient Light Adjust screen brightness
Barometer Measure altitude
Geo-Location (wifi/cellular) Location/Alerts
3-Axis Gyroscope Rotation rate for games, VR…
Proximity Turn off screen when phone is by your head
Touch ID fingerprint Security
Find New Uses for Existing Data Sources
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Copyright (c) 2014 by Umbrellium Ltd.
No Shortage of Data
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
What will you do with itto create value?
Image Courtesy of thingful.netCopyright (c) 2014 by Umbrellium Ltd.
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
What’s Next?
We Are Currently Developing Case Studies & Use Case Archetypes for:
InsuranceBanking/Financial ServicesHealthcarePharma
Data Mgmt
Model
Understand
IoT
Learn Plan
ReasonIoT
Please email me if you’d like to participate in this research or see the results.
[email protected] Twitter @ajbowles Skype ajbowles
Upcoming Webinar Dates & Topics
January #Modern AI and Cognitive Computing: Boundaries and Opportunities February Artificial General Intelligence: When I Can I Get It? March Data Science and Business Analysis: A Look at Best Practices for Roles, Skills, and Processes April Machine Learning: Moving Beyond Discovery to Understanding May Streaming Analytics for Agile IoT-Oriented Applications June Machine Learning Case Studies July Advances in Natural Language Processing I: Understanding August Organizing Data and Knowledge: The Role of Taxonomies and Ontologies September Advances in Natural Language Processing II: NL Generation October Choosing the Right Data Management Architecture for Cognitive Computing November See Me, Feel Me, Touch Me, Heal Me: The Rise of the Cognitive Interface December The Road to Autonomous Applications
For More Information…
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
Template
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Supplementary Slides
Streaming Analytics - Emerging Vendors to Watch
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Key Trend:Streaming Analytics for IOTas a Service
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Key Trend:Streaming Analytics for IOTas a Service
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Key Trend:Streaming Analytics for IOTas a Service
Mul$ple'data''sources'
Hadoop (HDFS)
(Existing) ETL Jobs
Batch'/'
High5Latency'
Real'$me'/'
Low5Laten
cy' ODS/ EDW
Real-Time Applications
Legacy Applications
Spark Hive
Big Data Applications
Users'
CDC'
Flume'
KaAa'
Logs'
Internode Communication
Distributed Cache
Indexed Results Store Processing
Machine Learning
Visualization
Cluster Management Data
Collection Data
Delivery
Development
YARN%Courtesy of STRIIM
The Open Source Ecosystem for Analytics Infrastructure
Data Sharpening (Zoomdata)
The Impact of the IOT
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.
When everything is connected…
New sources of data emerge New sources of value emerge Old assumptions must be challenged
A Role for Collaboration and Standards
Copyright (c) 2016 by STORM Insights Inc. All Rights Reserved.