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The Unsung Hero of Big Data:
Unstructured Content
Sameer Nori, Sr Product Marketing Mgr
Twitter: @sameernori
Julio Gomez, GM Financial Services
Twitter: @juliogomez
Proprietary & Confidential
Big Data
Big Data encompasses getting insight and making smarter
decisions from any information that is not easily tapped using
traditional BI and Analytics technology stacks.
Source: 'Big Data' Is Only the Beginning of Extreme Information Management, April 7, 2011, Gartner Group
Proprietary & Confidential
Big Data
Structured
Data
Unstructured
Data
Unstructured
Data
Unstructured
Content
Beyond Structured vs Unstructured
<xyz>
</xyz>
1-2-2013 abc/bed/fnd 87 998
1-2-2013 abc/bed/fnd 87 998
1-2-2013 abc/bed/fnd 87 998
1-2-2013 abc/bed/fnd 87 998
57°
64°
71°
120°
Understanding the nature of data and how to get insight from it is
fundamental to understand and succeeding with Big Data
Proprietary & Confidential
Big Data Maturity Model
Level 0:
Current
State
Level 1: Single
source of Big
Data Analyzed
Level 2:
Multiple
types of Big
Data sources
Analyzed
Level 3:
Unified Big
Data
Architecture
Looking at a single source of
Big Data: unstructured data
or unstructured content
Looking at multiple
sources of Big Data:
unstructured data and
unstructured content
Single point of access
for all Big Data access
and analysis with
variety of access modes
to support variety of
business cases
Structured data analysis:
EDW + BI
5
Proprietary & Confidential
Unstructured Data
• Brings the promise of inferring customer
intent, identifying patterns of behavior and
predicting future actions
• But gaining this insight requires large amounts
of raw data, much of which is noise, to get
what amounts to indirect insight
1000 rows of impression logs to get 1
click-thru; 6 months of click data to
be able to develop statistically
meaningful user segments
Proprietary & Confidential
Unstructured Content
• Consider this single email:
To: Kristen Connors <kristnen.connors@banknorth.com>
From: Mike Davis mike.davis@gmail.com
Subject: SharpShare
Date: 3-22-2013 01:35:00
Hi Kristen – A friend of mine recommended SharpShare as a great
technology investment. The ticker is SS. Its fundamentals look really
strong and the performance has been terrific over the last two years. I
also like the fact that it’s an emerging market stock, because my
corporate debt investments have been terrible this year. Should we
add it to my portfolio? Possibly in my brokerage account?
Proprietary & Confidential
What does this single email tell us
• Consider this single email:
To: Kristen Connors <kristnen.connors@banknorth.com>
From: Mike Davis mike.davis@gmail.com
Subject: SharpShare
Date: 3-22-2013 01:35:00
Hi Kristen – A friend of mine recommended SharpShare as a great
technology investment. The ticker is SS. Its fundamentals look really
strong and the performance has been terrific over the last two years. I
also like the fact that it’s an emerging market stock, because my
corporate debt investments have been terrible this year. Should we
add it to my portfolio? Possibly in my brokerage account?
Positive sentiment
Customer name
Key terms for my
industry
Customer email
Relevant account
Negative
sentiment
Financial Services Solutions
Proprietary & Confidential
Unstructured Content in
Customer Interactions
Every item from every one
of these channels is your
customer telling you
directly what they like,
what they don’t like, where
they would like to see you
take your products, etc…
Proprietary & Confidential
Attivio + Spotfire: Breaking Down the Silos
Communication
Client Understanding
Revenue Generation
Client Satisfaction
Market & Portfolio Insight
Personalized ServiceActive Intelligence Engine®
Proprietary & Confidential
Sales Enablement
Next Generation Agent Desktop
Proprietary & Confidential
Attivio Solutions – Financial Services
Customer Experience Management
Sales Enablement
Service Knowledge Expert
Regulatory & Risk Optimization
Unified Search & Discovery
How it works
Proprietary & Confidential
Spotfire and Attivio’s Unified View of Big Data
Leverage untapped data sources:
• Email, documents, contracts
• Social Media
• CMS & SharePoint content
Advanced text analytics:
• Keyphrase extraction
• Entity extraction
• Sentiment analysis
• Document classification
Empowers end-users with Google-like search
within Spotfire
• User enters query in search box
• Data & content results are intuitively displayed
• User interacts with results as needed
Actionable Insights
from combining
Structured Data &
Unstructured Content
New Dimensions/New Insights
Key
Concept
Analysis
Entity
Extraction
Sentiment
Analysis
Proprietary & Confidential
AIE and Spotfire Integration
WEB SERVER
FILE SERVER EMAIL HADOOP CMS, CRM, ERP
Extracted or On-demand
via JDBC
Spotfire
Professional
Spotfire
Web Player
RDBMS/EDW
Spotfire
Server
Direct via
ODBC
ACTIVE INTELLIGENCE ENGINE (AIE)
Spotfire can use AIE’s AI-SQL
Extensions for Google-like search
within Spotfire dashboards
Proprietary & Confidential
Learn more
Attivio Big Data Resources
http://www.attivio.com/solutions/by-business-
need/aie-for-big-data.html
Attivio and TIBCO Spotfire
http://www.attivio.com/partners/partner-
showcase/technology-alliances/1110-tibco-
software.html
Proprietary & Confidential
Thank you!

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Attivio: The Unsung Hero of Big Data: Unstructured Content

  • 1.
  • 2. The Unsung Hero of Big Data: Unstructured Content Sameer Nori, Sr Product Marketing Mgr Twitter: @sameernori Julio Gomez, GM Financial Services Twitter: @juliogomez
  • 3. Proprietary & Confidential Big Data Big Data encompasses getting insight and making smarter decisions from any information that is not easily tapped using traditional BI and Analytics technology stacks. Source: 'Big Data' Is Only the Beginning of Extreme Information Management, April 7, 2011, Gartner Group
  • 4. Proprietary & Confidential Big Data Structured Data Unstructured Data Unstructured Data Unstructured Content Beyond Structured vs Unstructured <xyz> </xyz> 1-2-2013 abc/bed/fnd 87 998 1-2-2013 abc/bed/fnd 87 998 1-2-2013 abc/bed/fnd 87 998 1-2-2013 abc/bed/fnd 87 998 57° 64° 71° 120° Understanding the nature of data and how to get insight from it is fundamental to understand and succeeding with Big Data
  • 5. Proprietary & Confidential Big Data Maturity Model Level 0: Current State Level 1: Single source of Big Data Analyzed Level 2: Multiple types of Big Data sources Analyzed Level 3: Unified Big Data Architecture Looking at a single source of Big Data: unstructured data or unstructured content Looking at multiple sources of Big Data: unstructured data and unstructured content Single point of access for all Big Data access and analysis with variety of access modes to support variety of business cases Structured data analysis: EDW + BI 5
  • 6. Proprietary & Confidential Unstructured Data • Brings the promise of inferring customer intent, identifying patterns of behavior and predicting future actions • But gaining this insight requires large amounts of raw data, much of which is noise, to get what amounts to indirect insight 1000 rows of impression logs to get 1 click-thru; 6 months of click data to be able to develop statistically meaningful user segments
  • 7. Proprietary & Confidential Unstructured Content • Consider this single email: To: Kristen Connors <kristnen.connors@banknorth.com> From: Mike Davis mike.davis@gmail.com Subject: SharpShare Date: 3-22-2013 01:35:00 Hi Kristen – A friend of mine recommended SharpShare as a great technology investment. The ticker is SS. Its fundamentals look really strong and the performance has been terrific over the last two years. I also like the fact that it’s an emerging market stock, because my corporate debt investments have been terrible this year. Should we add it to my portfolio? Possibly in my brokerage account?
  • 8. Proprietary & Confidential What does this single email tell us • Consider this single email: To: Kristen Connors <kristnen.connors@banknorth.com> From: Mike Davis mike.davis@gmail.com Subject: SharpShare Date: 3-22-2013 01:35:00 Hi Kristen – A friend of mine recommended SharpShare as a great technology investment. The ticker is SS. Its fundamentals look really strong and the performance has been terrific over the last two years. I also like the fact that it’s an emerging market stock, because my corporate debt investments have been terrible this year. Should we add it to my portfolio? Possibly in my brokerage account? Positive sentiment Customer name Key terms for my industry Customer email Relevant account Negative sentiment
  • 10. Proprietary & Confidential Unstructured Content in Customer Interactions Every item from every one of these channels is your customer telling you directly what they like, what they don’t like, where they would like to see you take your products, etc…
  • 11. Proprietary & Confidential Attivio + Spotfire: Breaking Down the Silos Communication Client Understanding Revenue Generation Client Satisfaction Market & Portfolio Insight Personalized ServiceActive Intelligence Engine®
  • 12. Proprietary & Confidential Sales Enablement Next Generation Agent Desktop
  • 13. Proprietary & Confidential Attivio Solutions – Financial Services Customer Experience Management Sales Enablement Service Knowledge Expert Regulatory & Risk Optimization Unified Search & Discovery
  • 15. Proprietary & Confidential Spotfire and Attivio’s Unified View of Big Data Leverage untapped data sources: • Email, documents, contracts • Social Media • CMS & SharePoint content Advanced text analytics: • Keyphrase extraction • Entity extraction • Sentiment analysis • Document classification Empowers end-users with Google-like search within Spotfire • User enters query in search box • Data & content results are intuitively displayed • User interacts with results as needed Actionable Insights from combining Structured Data & Unstructured Content New Dimensions/New Insights Key Concept Analysis Entity Extraction Sentiment Analysis
  • 16. Proprietary & Confidential AIE and Spotfire Integration WEB SERVER FILE SERVER EMAIL HADOOP CMS, CRM, ERP Extracted or On-demand via JDBC Spotfire Professional Spotfire Web Player RDBMS/EDW Spotfire Server Direct via ODBC ACTIVE INTELLIGENCE ENGINE (AIE) Spotfire can use AIE’s AI-SQL Extensions for Google-like search within Spotfire dashboards
  • 17. Proprietary & Confidential Learn more Attivio Big Data Resources http://www.attivio.com/solutions/by-business- need/aie-for-big-data.html Attivio and TIBCO Spotfire http://www.attivio.com/partners/partner- showcase/technology-alliances/1110-tibco- software.html