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Liberating Data: The Age of
APIs
Prof. Bala Iyer
@BalaIyer
March 03, 2015
“we now uncover as much data in 48
hours – 1.8 zettabytes (that's
1,800,000,000,000,000,000,000 bytes)
– as humans gathered from "the dawn
of civilization to the year 2003."
The Data Deluge
• Google charges $2 to store 100GB
• Software is eating the world
• Sensory (IP add) layer has emerged
• Each technology wave has brought in more users – now Big Data
• Petabytes of data from computers, sensors, social networking data, &
scientific data
• Value is moving from physical assets to data, patents, copyrights &
trademarks
3
What are the sources of data?
• Transactional:
• ERP/CRM Transactional Systems
• Point-of-Sale/Scanner at Retail
• Customer Loyalty Programs
• Financial Transactions
• Social
• Click-Stream Data
• Social Media Data
• People
• Mobile
• Machine
• #IoT
• Personal analytics
• Open Data
• External Data Aggregators (e.g., AC Nielson)
Connected world -- Networks
 Deliver value to customer segments using a
portfolio of capabilities some of which are
achieved through links or dependencies.
 People
 Objects
 Systems
 Organizations
Sensemaking
“The most sought after executive will have a keen understanding of
how companies can put to use the oceans of information they now
collect”
• [HBR 2012]
The Fourth Factor of Production
• Represent reality better
• New value creation opportunities across value chains
• Data-mediated connections open new ways to leverage network
effects
[The Fourth Factor, Research Board, February 2015]
Dynamic Ecosystems
• Easily flowing data will enable ecosystem players to combine
expertise to create new service or new value around existing
offerings.
• [The Fourth Factor, Research Board, February 2015]
Ecosystem partners
Wired, Monetizing Data: Milking the New Cash Cow, February 2014.
Creating Awesome User Experience
• Don't make a better [X], make a better [user of X].
• Kathy Sierra
• Think about how customers experience the product or service
What do we mean by “Analytical”?
• Analytical Decision-making: the use of data, analysis,
models & systematic reasoning to make decisions
• Questions to answer:
• What decisions or business areas should analytics be
applied?
• What kind of data do we have now & do we need?
• What kinds of analysis do we do?
Source: “What it Means to Put Analytics to Work”, Davenport, Harris & Morrison, chapter from Analytics at
Work: Smarter Decisions, Better Results, 2010.
Decisions
Models
Decisions
Your
Data
Environment
What we mean by value?
14
Given your decision problem, how much
would you be willing to pay for information
that reduces uncertainty minus the cost of
that information.
Context Matters
All about decisions
supported by the data
15
Is it worth processing the data?
16
• If we can get a good market price to cover the costs of
processing, go ahead and drill the data.
• Data has to be prepared for decision making and that
costs money
• Depends on the value we get
Needs work
17
Data
Action
Cost to use Value returned
Many Activities
What investments can we make toward the management and
improvement of the data asset?
Cost of collection or purchase
Governance
Quality
Stewardship
Friction points for data flow
• Information silos
• Poor infrastructure
• Data integrity
• Meta data & data models
• Data quality
• Technical standards
• People, power and politics
18
Organizational goal  Data Liquidity
Data Quality
• Completeness
• Are all data sets and data items recorded?
• For each decision, do we have all of the data needed?
• Consistency
• Can we match the data set across data stores?
• Is it consistently represented?
• Accuracy
• Does the data reflect the data set?
• Timeliness
• Is the right data available at the time of making the decision?
• Provenance
• Where did the data come from, how was it transformed?
• Validity
• Does the data match the rules?
19
Information Drives Action
20
Data
Models/
Programs
Decision
Reduce uncertainty
StructuredDataSemi/UnstructuredData
THIRD PARTY DATA
ENTERPRISE Event DATA
• D&B
• Thomson Reuters
• Nielsen
• SAP & ERP
• Salesforce &
Eloqua
• Engineering
• Mfg./ * Production
• Distribution
• Legacy / Others
CONSUMER GENERATED
DATA
• Weblogs
• Omniture
• Capital IQ
• Social Media
Open DATA
Experiments
Models/
Programs
Models/
Programs
Models/
Programs
Uncertainty about what the user wants
Scale Economies Personalization
22
My data is more valuable when mashed with your data
Use platforms and ecosystems
Open the Innovation Process
• Open innovation is a paradigm that assumes that firms can and
should use external ideas as well as internal ideas, and internal and
external paths to market, as the firms look to advance their
technology
[Henry Chesbrough]
With a little help from our friends
• Given market uncertainties, it is impossible for companies to build
every product that a customer needs.
• Diversity of needs forces companies to focus on a few features (long
tail) or to source capabilities
• They have to depend on partners (complementors)
Creating Value From Your Data
Your Data
Other
Data
Analytics
Other
Capabilities
Product or
Service
Enhancement
New Data
Centric
Product or
Service
Join a
Platform
Current
Business
Model
New
Business
Model
New
Business
Model
Partners
© Nalin Kulatilaka and Bala Iyer
C
U
S
T
O
M
E
R
S
New Competency
• Customer intimacy through fine feedback loops and analytics is now a
new core competency
Think Platforms, not Products
Robust Platform Ecosystems Beat Superior Products
What is an API?
28
Tech definition:
An Application Programming Interface is a structured way for two
computer applications to talk to each other over a network
(predominantly the Internet) using a common language that they
both understand.
Business definition: Capabilities exposed over the internet for partners to
use. A way to get your data to partners and apps.
Essentially a contract.
Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy.
Sam Ramjee Apigee.
Source:
Journey to a Brave New World
Distributor
Consider this:
50%+ annual rev
of $3b through
APIs
More bandwidth through
APIs than all the websites
Entirely API based
product and ecosystem
30% of primetime internet
traffic through streaming
service managed by APIs
API drives all forms of
distribution - website,
apps, partners
Source: Under the Iceberg: Using APIs to Transform your Business. Greg
Brail, Dan Jacobson, Dan Woods, and Scott Regan .
60% of eBay listings are
added using APIs $7b items
90% of $2b rev comes
through API
Why APIs?
• Creates more options
• Allows for third party experimentation
• Provides a control structure
• Pathway to a platform strategy
• Way to collaborate with ecosystem and partners
31
Innovation path
• Open to any ecosystem
• Restricted to chosen ecosystem
Internal
partners Open API
For all
Close
external
partners
API Product Management – Driving Success through the Value Chain, Michael
Hart, Jen Mazzon, Sam Ramji
Liberating Value
Internal
Services
Decision
A
P
I
Partner
Services
Decision
Data
StructuredData
THIRD PARTY DATA
ENTERPRISE EVENT DATA
• D&B
• Thomson Reuters
• Nielsen
• SAP & ERP
• Salesforce &
Eloqua
• Engineering
• Mfg./ * Production
• Distribution
• Legacy / Others
CONSUMER GENERATED
DATA
• Weblogs
• Omniture
• Capital IQ
• Social Media
OPEN DATA
EXPERIMENTS
Emergence of a new role -- Developer
IT/API
Developers
Apps
Core
Business
Customers
Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy.
Sam Ramjee Apigee.
Developers now sit between you and your customers
and innovate for end users
They are like the retail store in the value chain
Developers
Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy.
Sam Ramjee Apigee.
• Developer Community
• Community manager
• Evangelist
• Hackathons
• Documentation
• Sandbox and trial cases
• Joining the right platforms
Getting the word out
Surging App Economy
• Total revenue in 2017 will reach $70 billion. Free apps will account for
91 percent of total downloads. 102B App Store Downloads
Revenue Models
Traditional Value Chain
Core Info Assets
Innovation
Operations
Outbound
Customers
Marketing
Inbound
API-based Value Chain
Operations
Outbound
Customers
Marketing
Inbound
APIs
Developers
Apps
CoreInfo
Assets
Value
Customers
Software Ecosystem
• .. “a set of actors functioning as a unit and interacting with a shared
market for software and services, together with the relationships
among them. These relationships are frequently underpinned by a
common technological platform or market and operate through the
exchange of information, resources and artifacts.”
Ivo M. van den Berk, Slinger Jansen, Lútzen Luinenburg. Software Ecosystems: A Software
Ecosystem Strategy Assessment Model
Classifications by Oneforty.com
Many Applications use Twitter APIs to thrive on top of the Twitter
Platform
Visualization by Sonoa
Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy.
Sam Ramjee Apigee.
Innovation Ecosystems Dynamic Ecosystems
Ecosystem Alliances Ecosystem Innovations
Complementors
NewMarkets
IdentifiedUnidentified
Identified Unidentified
Ecosystem Recognition Matrix
©Bala Iyer and Mohan Subramaniam
Make it easy for third-parties to build on top of your products – Create an
Ecosystem
What about control of the ecosystem?
Uncertainty of user needs resolved through
experimentation
What ecosystems are you really in?
API Networks
Small Worlds
These topologies matter in determining winners and losers. Opening up APIs
Creates these networks that are different from your current dependencies.
The future is already here — it's just not very evenly distributed
[William Gibson]
Examples
• IBM Watson
• Walgreens
• Ford
• D&B
App Store
Connected Car Ecosystem
Mobile Payment Ecosystem
Analytics Ecosystem (840 nodes)
Component
Platform
Platform with high brokerage
High brokerage nodes
Cloudera Pentaho
IBM Fractal
MuSigma Rapidminer
SAS Cognizant
MTECH Accenture
Tableau SPSS
Infosys AbsolutData
Capgemini Genpact
KXEN Oracle
Wipro Opera
TCS HCL
LatentView Guavus
State of Art: Serving current need
54
Finding Value in the Information Explosion, Sloan Management Review : Summer 2012
• Gartner Survey of 410 senior leaders
• About 25% quantify the value of their data precisely
• 33% measure the benefits that each type of data generates,
• nearly 25% say their assets are well cataloged and defined.
• In reality, less than 5% calculate the value of their data,
measure its benefits, or properly inventory their
information
• IT within organization is focused on storing, protecting
and accessing massive amounts of data
• Few CIOs and other IT executives were succeeding at
generating significant business value from their data
• Little spent on the business opportunities possible with
such data
CIOs Consider Putting a Price Tag on Data, CIO Magazine link
Conclusions
• Treat data as an asset
• Create APIs to data sources
• Develop API management capability
• Allow for experimentation
• Learn to thrive in dynamic ecosytems
• A firm without API is like the internet without the WWW

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Liberating data power of APIs

  • 1. Liberating Data: The Age of APIs Prof. Bala Iyer @BalaIyer March 03, 2015
  • 2. “we now uncover as much data in 48 hours – 1.8 zettabytes (that's 1,800,000,000,000,000,000,000 bytes) – as humans gathered from "the dawn of civilization to the year 2003."
  • 3. The Data Deluge • Google charges $2 to store 100GB • Software is eating the world • Sensory (IP add) layer has emerged • Each technology wave has brought in more users – now Big Data • Petabytes of data from computers, sensors, social networking data, & scientific data • Value is moving from physical assets to data, patents, copyrights & trademarks 3
  • 4. What are the sources of data? • Transactional: • ERP/CRM Transactional Systems • Point-of-Sale/Scanner at Retail • Customer Loyalty Programs • Financial Transactions • Social • Click-Stream Data • Social Media Data • People • Mobile • Machine • #IoT • Personal analytics • Open Data • External Data Aggregators (e.g., AC Nielson)
  • 5. Connected world -- Networks  Deliver value to customer segments using a portfolio of capabilities some of which are achieved through links or dependencies.  People  Objects  Systems  Organizations
  • 6. Sensemaking “The most sought after executive will have a keen understanding of how companies can put to use the oceans of information they now collect” • [HBR 2012]
  • 7. The Fourth Factor of Production • Represent reality better • New value creation opportunities across value chains • Data-mediated connections open new ways to leverage network effects [The Fourth Factor, Research Board, February 2015]
  • 8. Dynamic Ecosystems • Easily flowing data will enable ecosystem players to combine expertise to create new service or new value around existing offerings. • [The Fourth Factor, Research Board, February 2015]
  • 9. Ecosystem partners Wired, Monetizing Data: Milking the New Cash Cow, February 2014.
  • 10.
  • 11. Creating Awesome User Experience • Don't make a better [X], make a better [user of X]. • Kathy Sierra • Think about how customers experience the product or service
  • 12. What do we mean by “Analytical”? • Analytical Decision-making: the use of data, analysis, models & systematic reasoning to make decisions • Questions to answer: • What decisions or business areas should analytics be applied? • What kind of data do we have now & do we need? • What kinds of analysis do we do? Source: “What it Means to Put Analytics to Work”, Davenport, Harris & Morrison, chapter from Analytics at Work: Smarter Decisions, Better Results, 2010.
  • 14. What we mean by value? 14 Given your decision problem, how much would you be willing to pay for information that reduces uncertainty minus the cost of that information. Context Matters
  • 16. Is it worth processing the data? 16 • If we can get a good market price to cover the costs of processing, go ahead and drill the data. • Data has to be prepared for decision making and that costs money • Depends on the value we get
  • 17. Needs work 17 Data Action Cost to use Value returned Many Activities What investments can we make toward the management and improvement of the data asset? Cost of collection or purchase Governance Quality Stewardship
  • 18. Friction points for data flow • Information silos • Poor infrastructure • Data integrity • Meta data & data models • Data quality • Technical standards • People, power and politics 18 Organizational goal  Data Liquidity
  • 19. Data Quality • Completeness • Are all data sets and data items recorded? • For each decision, do we have all of the data needed? • Consistency • Can we match the data set across data stores? • Is it consistently represented? • Accuracy • Does the data reflect the data set? • Timeliness • Is the right data available at the time of making the decision? • Provenance • Where did the data come from, how was it transformed? • Validity • Does the data match the rules? 19
  • 20. Information Drives Action 20 Data Models/ Programs Decision Reduce uncertainty StructuredDataSemi/UnstructuredData THIRD PARTY DATA ENTERPRISE Event DATA • D&B • Thomson Reuters • Nielsen • SAP & ERP • Salesforce & Eloqua • Engineering • Mfg./ * Production • Distribution • Legacy / Others CONSUMER GENERATED DATA • Weblogs • Omniture • Capital IQ • Social Media Open DATA Experiments Models/ Programs Models/ Programs Models/ Programs
  • 21. Uncertainty about what the user wants Scale Economies Personalization
  • 22. 22 My data is more valuable when mashed with your data Use platforms and ecosystems
  • 23. Open the Innovation Process • Open innovation is a paradigm that assumes that firms can and should use external ideas as well as internal ideas, and internal and external paths to market, as the firms look to advance their technology [Henry Chesbrough]
  • 24. With a little help from our friends • Given market uncertainties, it is impossible for companies to build every product that a customer needs. • Diversity of needs forces companies to focus on a few features (long tail) or to source capabilities • They have to depend on partners (complementors)
  • 25. Creating Value From Your Data Your Data Other Data Analytics Other Capabilities Product or Service Enhancement New Data Centric Product or Service Join a Platform Current Business Model New Business Model New Business Model Partners © Nalin Kulatilaka and Bala Iyer C U S T O M E R S
  • 26. New Competency • Customer intimacy through fine feedback loops and analytics is now a new core competency
  • 27. Think Platforms, not Products Robust Platform Ecosystems Beat Superior Products
  • 28. What is an API? 28 Tech definition: An Application Programming Interface is a structured way for two computer applications to talk to each other over a network (predominantly the Internet) using a common language that they both understand. Business definition: Capabilities exposed over the internet for partners to use. A way to get your data to partners and apps. Essentially a contract. Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy. Sam Ramjee Apigee.
  • 29. Source: Journey to a Brave New World Distributor
  • 30. Consider this: 50%+ annual rev of $3b through APIs More bandwidth through APIs than all the websites Entirely API based product and ecosystem 30% of primetime internet traffic through streaming service managed by APIs API drives all forms of distribution - website, apps, partners Source: Under the Iceberg: Using APIs to Transform your Business. Greg Brail, Dan Jacobson, Dan Woods, and Scott Regan . 60% of eBay listings are added using APIs $7b items 90% of $2b rev comes through API
  • 31. Why APIs? • Creates more options • Allows for third party experimentation • Provides a control structure • Pathway to a platform strategy • Way to collaborate with ecosystem and partners 31
  • 32. Innovation path • Open to any ecosystem • Restricted to chosen ecosystem Internal partners Open API For all Close external partners API Product Management – Driving Success through the Value Chain, Michael Hart, Jen Mazzon, Sam Ramji
  • 33. Liberating Value Internal Services Decision A P I Partner Services Decision Data StructuredData THIRD PARTY DATA ENTERPRISE EVENT DATA • D&B • Thomson Reuters • Nielsen • SAP & ERP • Salesforce & Eloqua • Engineering • Mfg./ * Production • Distribution • Legacy / Others CONSUMER GENERATED DATA • Weblogs • Omniture • Capital IQ • Social Media OPEN DATA EXPERIMENTS
  • 34. Emergence of a new role -- Developer
  • 35. IT/API Developers Apps Core Business Customers Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy. Sam Ramjee Apigee.
  • 36. Developers now sit between you and your customers and innovate for end users They are like the retail store in the value chain Developers Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy. Sam Ramjee Apigee.
  • 37. • Developer Community • Community manager • Evangelist • Hackathons • Documentation • Sandbox and trial cases • Joining the right platforms Getting the word out
  • 38. Surging App Economy • Total revenue in 2017 will reach $70 billion. Free apps will account for 91 percent of total downloads. 102B App Store Downloads
  • 40. Traditional Value Chain Core Info Assets Innovation Operations Outbound Customers Marketing Inbound
  • 42. Software Ecosystem • .. “a set of actors functioning as a unit and interacting with a shared market for software and services, together with the relationships among them. These relationships are frequently underpinned by a common technological platform or market and operate through the exchange of information, resources and artifacts.” Ivo M. van den Berk, Slinger Jansen, Lútzen Luinenburg. Software Ecosystems: A Software Ecosystem Strategy Assessment Model
  • 43. Classifications by Oneforty.com Many Applications use Twitter APIs to thrive on top of the Twitter Platform Visualization by Sonoa Amundsen’s Dogs, Information Halos, and APIs: The epic story of your API strategy. Sam Ramjee Apigee.
  • 44. Innovation Ecosystems Dynamic Ecosystems Ecosystem Alliances Ecosystem Innovations Complementors NewMarkets IdentifiedUnidentified Identified Unidentified Ecosystem Recognition Matrix ©Bala Iyer and Mohan Subramaniam
  • 45. Make it easy for third-parties to build on top of your products – Create an Ecosystem What about control of the ecosystem? Uncertainty of user needs resolved through experimentation What ecosystems are you really in?
  • 46. API Networks Small Worlds These topologies matter in determining winners and losers. Opening up APIs Creates these networks that are different from your current dependencies.
  • 47. The future is already here — it's just not very evenly distributed [William Gibson]
  • 48. Examples • IBM Watson • Walgreens • Ford • D&B
  • 52. Analytics Ecosystem (840 nodes) Component Platform Platform with high brokerage
  • 53. High brokerage nodes Cloudera Pentaho IBM Fractal MuSigma Rapidminer SAS Cognizant MTECH Accenture Tableau SPSS Infosys AbsolutData Capgemini Genpact KXEN Oracle Wipro Opera TCS HCL LatentView Guavus
  • 54. State of Art: Serving current need 54 Finding Value in the Information Explosion, Sloan Management Review : Summer 2012 • Gartner Survey of 410 senior leaders • About 25% quantify the value of their data precisely • 33% measure the benefits that each type of data generates, • nearly 25% say their assets are well cataloged and defined. • In reality, less than 5% calculate the value of their data, measure its benefits, or properly inventory their information • IT within organization is focused on storing, protecting and accessing massive amounts of data • Few CIOs and other IT executives were succeeding at generating significant business value from their data • Little spent on the business opportunities possible with such data CIOs Consider Putting a Price Tag on Data, CIO Magazine link
  • 55. Conclusions • Treat data as an asset • Create APIs to data sources • Develop API management capability • Allow for experimentation • Learn to thrive in dynamic ecosytems • A firm without API is like the internet without the WWW

Editor's Notes

  1. http://en.wikipedia.org/wiki/Punctuated_equilibrium We are in an epoch of change – no longer copying Amazon’s 1-click model – rapid speciation