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An Industry Perspective on
Subjectivity, Sentiment, and
Social
Seth Grimes
Alta Plana Corporation
@sethgrimes
7th Workshop on Computational Approaches to
Subjectivity, Sentiment & Social Media Analysis
June 16, 2016 – San Diego
Agenda
Industry applications
… analyst views.
Commercialization illustrated.
Routes to market, futures.
Social Media Analytics
Brian Solis
http://www.briansolis.com/2012/04/meet-generation-c-the-connected-customer/
A Journey Metaphor
Dion Hinchcliffe
https://www.enterpriseirregulars.com/58013/social-media-marketing-predictions-for-2013-part-1/
Subjective Judgments
Emotion Discovered
Voices
http://www.greenbook.org/grit
Research & Insights
Current, 33%
Current, 31%
Current, 34%
Current, 47%
Current, 51%
Current, 56%
Current, 47%
Current, 54%
Current, 66%
Expect, 21%
Expect, 24%
Expect, 23%
Expect, 23%
Expect, 28%
Expect, 25%
Expect, 33%
Expect, 28%
Expect, 22%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90%
Events
Semantic annotations
Other entities – phone numbers, part/product
numbers, e-mail & street addresses, etc.
Metadata such as document author, publication
date, title, headers, etc.
Concepts, that is, abstract groups of entities
Named entities – people, companies,
geographic locations, brands, ticker symbols,…
Relationships and/or facts
Sentiment, opinions, attitudes, emotions,
perceptions, intent
Topics and themes
Do you currently need (or expect to need) to
extract or analyze –
http://altaplana.com/TA2014
Data Type Examples Applications
Verbatims from
quantitative surveys
Brand trackers,
customer/ employee
engagement studies
Advert/Product testing
likes & dislikes
Enterprise Feedback
Management/Voice of
the customer
programmes
What are people saying?
Auto-coding of verbatim into themes
What is good and bad?
Measure and track sentiment overall and by themes
What should we improve first?
Text based impact/driver analysis for action prioritisation
Real-time analysis of customer feedback
Prioritise actions and interventions in timely fashion
Qualitative surveys
Online communities,
focus group transcripts,
public consultation
transcripts
What is being said and in what context?
Extract key words and patterns in data
Can we map the key themes?
Visualise patterns and relationships between concepts
What should wider analysis focus on?
Guide/focus analysis
Social media data
User Generated
Content from social
networks, data from
forums/ blogs/review
sites, news sites etc...
What are people saying?
Auto-coding of comments into themes
What is good and bad?
Measure and track market sentiment
What is being said about our competitors?
Competitive intelligence
Is there anything new we should be worrying about?
Identify early signals of user/customer opinion
Feedback/data held
by organisations
Call centre
logs/recordings, data
from website, email
data etc..
What have people said in the past?
Audit of existing data
Is any of our existing data
relevant for our current task?
Find relevant data for further analysis
What are people saying?
Identify recurrent themes
https://www.ipsos-
mori.com/researchpublicatio
ns/publications/1766/A-
Guide-to-Text-Analytics.aspx
Industry Applications
Market research & customer insights
Customer experience
Social engagement
Brand/reputation management
Recommendation systems
Consumer markets
Financial markets
Health sciences & clinical medicine
Military/intelligence
“Emotional Market Research”
Decisions
What’s your core capability?
What are your differentiators?
Tool, application, component, or solution?
Industry adaptation, e.g., hospitality, healthcare,
consumer electronics:
• Models.
• Workflow, interfaces, analyses.
NLP/information extraction capabilities.
Data sources handled & data availability.
Core?
Differentiators?
Tool, application, component, or solution?
Adaptation
NLP/IE
http://www.depechemood.eu/DepecheMood.html
Prove It
Routes to Market
Academic commercialization office.
Angel, venture funding.
Program funding, for example EU, NSF, IARPA, or
SBIR.
Consulting/services funded.
Alliance with an integrator/consultancy, solution
provider, or customer.
Platform adherence.
Or get hired.
Academic +
Investors
Consult:
• AngelList (angel.co).
• CrunchBase.
• Index (index.co).
Dead
Doomed?
Platform/
integration
Get Hired
Sentiment futures
The same, but more so: Descriptive
• Integrated applications.
• Integrated data (behaviors, profiles, reference).
• Personas and affinities.
• Images, audio, and video.
• Physical affective states.
• Cross-source.
New(-er) stuff: Generative
• Conversational interfaces.
• Narrative, argumentation, translation.
• Virtual environments.
Evocative
Personas 1
Personas 2
http://www.beyondverbal.com/#wea
Facial coding demo at: https://labs-
portal.affectiva.com/portal/web-demo
Beyond Text
Conversational Interfaces (+ IoT)
sentimentsymposium.com
Start-up, government/academic, small company, and
student discounts available.
An Industry Perspective on
Subjectivity, Sentiment, and
Social
Seth Grimes
Alta Plana Corporation
@sethgrimes
7th Workshop on Computational Approaches to
Subjectivity, Sentiment & Social Media Analysis
June 16, 2016 – San Diego

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An Industry Perspective on Subjectivity, Sentiment, and Social

  • 1. An Industry Perspective on Subjectivity, Sentiment, and Social Seth Grimes Alta Plana Corporation @sethgrimes 7th Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis June 16, 2016 – San Diego
  • 2.
  • 3. Agenda Industry applications … analyst views. Commercialization illustrated. Routes to market, futures.
  • 4.
  • 11. Current, 33% Current, 31% Current, 34% Current, 47% Current, 51% Current, 56% Current, 47% Current, 54% Current, 66% Expect, 21% Expect, 24% Expect, 23% Expect, 23% Expect, 28% Expect, 25% Expect, 33% Expect, 28% Expect, 22% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Events Semantic annotations Other entities – phone numbers, part/product numbers, e-mail & street addresses, etc. Metadata such as document author, publication date, title, headers, etc. Concepts, that is, abstract groups of entities Named entities – people, companies, geographic locations, brands, ticker symbols,… Relationships and/or facts Sentiment, opinions, attitudes, emotions, perceptions, intent Topics and themes Do you currently need (or expect to need) to extract or analyze – http://altaplana.com/TA2014
  • 12. Data Type Examples Applications Verbatims from quantitative surveys Brand trackers, customer/ employee engagement studies Advert/Product testing likes & dislikes Enterprise Feedback Management/Voice of the customer programmes What are people saying? Auto-coding of verbatim into themes What is good and bad? Measure and track sentiment overall and by themes What should we improve first? Text based impact/driver analysis for action prioritisation Real-time analysis of customer feedback Prioritise actions and interventions in timely fashion Qualitative surveys Online communities, focus group transcripts, public consultation transcripts What is being said and in what context? Extract key words and patterns in data Can we map the key themes? Visualise patterns and relationships between concepts What should wider analysis focus on? Guide/focus analysis Social media data User Generated Content from social networks, data from forums/ blogs/review sites, news sites etc... What are people saying? Auto-coding of comments into themes What is good and bad? Measure and track market sentiment What is being said about our competitors? Competitive intelligence Is there anything new we should be worrying about? Identify early signals of user/customer opinion Feedback/data held by organisations Call centre logs/recordings, data from website, email data etc.. What have people said in the past? Audit of existing data Is any of our existing data relevant for our current task? Find relevant data for further analysis What are people saying? Identify recurrent themes https://www.ipsos- mori.com/researchpublicatio ns/publications/1766/A- Guide-to-Text-Analytics.aspx
  • 13. Industry Applications Market research & customer insights Customer experience Social engagement Brand/reputation management Recommendation systems Consumer markets Financial markets Health sciences & clinical medicine Military/intelligence
  • 15. Decisions What’s your core capability? What are your differentiators? Tool, application, component, or solution? Industry adaptation, e.g., hospitality, healthcare, consumer electronics: • Models. • Workflow, interfaces, analyses. NLP/information extraction capabilities. Data sources handled & data availability.
  • 16. Core?
  • 22. Routes to Market Academic commercialization office. Angel, venture funding. Program funding, for example EU, NSF, IARPA, or SBIR. Consulting/services funded. Alliance with an integrator/consultancy, solution provider, or customer. Platform adherence. Or get hired.
  • 24. Investors Consult: • AngelList (angel.co). • CrunchBase. • Index (index.co).
  • 25. Dead
  • 29. Sentiment futures The same, but more so: Descriptive • Integrated applications. • Integrated data (behaviors, profiles, reference). • Personas and affinities. • Images, audio, and video. • Physical affective states. • Cross-source. New(-er) stuff: Generative • Conversational interfaces. • Narrative, argumentation, translation. • Virtual environments. Evocative
  • 32. http://www.beyondverbal.com/#wea Facial coding demo at: https://labs- portal.affectiva.com/portal/web-demo Beyond Text
  • 34. sentimentsymposium.com Start-up, government/academic, small company, and student discounts available.
  • 35. An Industry Perspective on Subjectivity, Sentiment, and Social Seth Grimes Alta Plana Corporation @sethgrimes 7th Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis June 16, 2016 – San Diego