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Big Data, Watson & The
   Future of Sourcing




       Presented by Kevin Wheeler
© copyright 2011, Future of Talent Institute
                                               2
Big Data
   Very large distributed aggregations of loosely
    structured data – often incomplete and
    inaccessible:
       Petabytes/exabytes of data,
       Millions/billions of people, Billions/trillions of records,
       Loosely-structured and often distributed data,
       Often made up of incomplete data,
       Often including connections between data elements
        that must be probabilistically inferred
                         © copyright 2011, Future of Talent Institute
                                                                        3
   Applications that involved Big-data can be:
    Transactional (e.g., Facebook, PhotoBox), or,
   Analytic (e.g., ClickFox, Merced Applications).


                   © copyright 2011, Future of Talent Institute
                                                                  4
© copyright 2011, Future of Talent Institute
                                               5
History & Future of Search
                                                                 2012-2025
 NON-PREDICTIVE                                                  PREDICTIVE




   HUMAN ANALYSIS                                                COMPUTER ANALYSIS
                  © copyright 2011, Future of Talent Institute
                                                                                     6
Semantic Search
   Make sense of search results based on context.
   What this means is that the search engine —
    through natural language processing — will
    know whether you are looking for a car or a big
    cat when you search for “jaguar”




                  © copyright 2011, Future of Talent Institute
                                                                 7
Sixth Sense Semantic Search

   Supplied by Monster
   Uses crawlers that supports different protocols to
    pull information from various sources and index
    them at a centralized server.




                 © copyright 2011, Future of Talent Institute
                                                                8
© copyright 2011, Future of Talent Institute
                                               9
© copyright 2011, Future of Talent Institute
                                               10
© copyright 2011, Future of Talent Institute
                                               11
New & Emerging Frontiers
   Deep contextual predictive search
   Data Aggregation
   Prescriptive Analysis
   Deep video search
   Multiple language search


               © copyright 2011, Future of Talent Institute
                                                              13
Emerging Search

   Predictive Search (Google)
       Learn what you want as you work and tailor results
   Contextual Search (Google Instant)
       Contextual Search works by intelligent search
        engine optimization powered by semantic
        intelligent search software.




                    © copyright 2011, Future of Talent Institute
                                                                   14
© copyright 2011, Future of Talent Institute
                                               15
Aggregation of Data

   Clustering- an identification of regularities in
    data in an unsupervised way, e.g. without
    labeling the cluster with a specific name.
   Collocation - identifying a relationship
    between entities based on their mutual
    collocation
       Yahoo, Google, Bing


                   © copyright 2011, Future of Talent Institute
                                                                  16
Prescriptive Analysis

   While predictive analytics helps you model and
    forecast what might happen in the future,
    prescriptive analytics helps you decide the best
    course of action to take given your objectives,
    requirements and constraints.




                 © copyright 2011, Future of Talent Institute
                                                                17
“Star Trek” Decisions

   Based on the aggregation of school, test, work,
    LinkedIn, Facebook, medical data; search tools
    give a probability that a candidate will be the
    best one out of all.
   Makes decisions based on criteria established
    from past behaviors and your indications.



                 © copyright 2011, Future of Talent Institute
                                                                18
Deep Video Search

   Searching through videos and recognizing faces
    and speech to analyze what someone is saying
    and analyze it.
   Early beginnings with Blinkx.com
    http://www.blinkx.com/
   And Truveo http://www.truveo.com



                © copyright 2011, Future of Talent Institute
                                                               19
Multiple Language Search

   Major challenge to search & translate across
    multiple languages and account for cultural
    nuances.
   Google & IBM are pioneering work in these
    areas.
   Integrated Wave Technologies developed Voice
    Response Translator (VRT)

                © copyright 2011, Future of Talent Institute
                                                               20
What’s Possible in 5-10 Years?
   Aggregation and Intelligent Analysis of
    multiple, seemingly unrelated datasets.
   Access to vast amounts of unstructured data.
   Ranking of quality/trustworthiness/and other
    factors based on recorded behaviors.
   Ability to prescribe who would best fit a need
    based on multiple past searches and probability
    analysis.
   Includes video and audio data
                 © copyright 2011, Future of Talent Institute
                                                                21
Summary - Future of Sourcing
   Sourcing as we know it has a perhaps 6-10 year
    lifespan
   Candidates have no need for formal resume/CV
   People search composed of a mix of structured
    and unstructured, aggregated and integrated
    data.
   Information Analysts interpret/refine/hone
    data for final decision making.
   Most “search” fully automated.
                   © copyright 2011, Future of Talent Institute
                                                                  22
Thanks!
       Boomers can Write to me at :
              kwheeler@futureoftalent.org

           Gen X can Read my blog at:
                  http://byteeoh.com


       Gen Y Follow me on Twitter at:
              www.twitter.com/kwheeler

   Anyone can Read my columns on ERE:
                            www.ere.net
                   © copyright 2011, Future of Talent Institute

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Big Data, Watson & The Future of Sourcing

  • 1. Big Data, Watson & The Future of Sourcing Presented by Kevin Wheeler
  • 2. © copyright 2011, Future of Talent Institute 2
  • 3. Big Data  Very large distributed aggregations of loosely structured data – often incomplete and inaccessible:  Petabytes/exabytes of data,  Millions/billions of people, Billions/trillions of records,  Loosely-structured and often distributed data,  Often made up of incomplete data,  Often including connections between data elements that must be probabilistically inferred © copyright 2011, Future of Talent Institute 3
  • 4. Applications that involved Big-data can be: Transactional (e.g., Facebook, PhotoBox), or,  Analytic (e.g., ClickFox, Merced Applications). © copyright 2011, Future of Talent Institute 4
  • 5. © copyright 2011, Future of Talent Institute 5
  • 6. History & Future of Search 2012-2025 NON-PREDICTIVE PREDICTIVE HUMAN ANALYSIS COMPUTER ANALYSIS © copyright 2011, Future of Talent Institute 6
  • 7. Semantic Search  Make sense of search results based on context.  What this means is that the search engine — through natural language processing — will know whether you are looking for a car or a big cat when you search for “jaguar” © copyright 2011, Future of Talent Institute 7
  • 8. Sixth Sense Semantic Search  Supplied by Monster  Uses crawlers that supports different protocols to pull information from various sources and index them at a centralized server. © copyright 2011, Future of Talent Institute 8
  • 9. © copyright 2011, Future of Talent Institute 9
  • 10. © copyright 2011, Future of Talent Institute 10
  • 11. © copyright 2011, Future of Talent Institute 11
  • 12. New & Emerging Frontiers
  • 13. Deep contextual predictive search  Data Aggregation  Prescriptive Analysis  Deep video search  Multiple language search © copyright 2011, Future of Talent Institute 13
  • 14. Emerging Search  Predictive Search (Google)  Learn what you want as you work and tailor results  Contextual Search (Google Instant)  Contextual Search works by intelligent search engine optimization powered by semantic intelligent search software. © copyright 2011, Future of Talent Institute 14
  • 15. © copyright 2011, Future of Talent Institute 15
  • 16. Aggregation of Data  Clustering- an identification of regularities in data in an unsupervised way, e.g. without labeling the cluster with a specific name.  Collocation - identifying a relationship between entities based on their mutual collocation  Yahoo, Google, Bing © copyright 2011, Future of Talent Institute 16
  • 17. Prescriptive Analysis  While predictive analytics helps you model and forecast what might happen in the future, prescriptive analytics helps you decide the best course of action to take given your objectives, requirements and constraints. © copyright 2011, Future of Talent Institute 17
  • 18. “Star Trek” Decisions  Based on the aggregation of school, test, work, LinkedIn, Facebook, medical data; search tools give a probability that a candidate will be the best one out of all.  Makes decisions based on criteria established from past behaviors and your indications. © copyright 2011, Future of Talent Institute 18
  • 19. Deep Video Search  Searching through videos and recognizing faces and speech to analyze what someone is saying and analyze it.  Early beginnings with Blinkx.com http://www.blinkx.com/  And Truveo http://www.truveo.com © copyright 2011, Future of Talent Institute 19
  • 20. Multiple Language Search  Major challenge to search & translate across multiple languages and account for cultural nuances.  Google & IBM are pioneering work in these areas.  Integrated Wave Technologies developed Voice Response Translator (VRT) © copyright 2011, Future of Talent Institute 20
  • 21. What’s Possible in 5-10 Years?  Aggregation and Intelligent Analysis of multiple, seemingly unrelated datasets.  Access to vast amounts of unstructured data.  Ranking of quality/trustworthiness/and other factors based on recorded behaviors.  Ability to prescribe who would best fit a need based on multiple past searches and probability analysis.  Includes video and audio data © copyright 2011, Future of Talent Institute 21
  • 22. Summary - Future of Sourcing  Sourcing as we know it has a perhaps 6-10 year lifespan  Candidates have no need for formal resume/CV  People search composed of a mix of structured and unstructured, aggregated and integrated data.  Information Analysts interpret/refine/hone data for final decision making.  Most “search” fully automated. © copyright 2011, Future of Talent Institute 22
  • 23. Thanks!  Boomers can Write to me at : kwheeler@futureoftalent.org  Gen X can Read my blog at: http://byteeoh.com  Gen Y Follow me on Twitter at: www.twitter.com/kwheeler  Anyone can Read my columns on ERE: www.ere.net © copyright 2011, Future of Talent Institute