Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    unusual trading activity
    Signal Or Noise? A Decision Tree For Evaluating Unusual Trading Activity
    3 Min Read
    software developer using ai
    How Data Analytics Helps Developers Deliver Better Tech Services
    8 Min Read
    ai for stock trading
    Can Data Analytics Help Investors Outperform Warren Buffett
    9 Min Read
    media monitoring
    Signals In The Noise: Using Media Monitoring To Manage Negative Publicity
    5 Min Read
    data analytics
    How Data Analytics Can Help You Construct A Financial Weather Map
    4 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Sophisticated Text Mining Can Provide Context for Sentiment Analysis
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Analytics > Sentiment Analytics > Sophisticated Text Mining Can Provide Context for Sentiment Analysis
Sentiment Analytics

Sophisticated Text Mining Can Provide Context for Sentiment Analysis

Jennifer Roberts
Jennifer Roberts
3 Min Read
SHARE

One of the most powerful features of semantic technology is its ability to contextually understand content; to derive meaning from language. Isolating specific terms around positive or negative reaction in relation to a specific context can reveal the sentiment behind a consumer expression of intent or consideration.

We have an interesting dashboard of  data related to consumer TV behavior around:

One of the most powerful features of semantic technology is its ability to contextually understand content; to derive meaning from language. Isolating specific terms around positive or negative reaction in relation to a specific context can reveal the sentiment behind a consumer expression of intent or consideration.

More Read

Does B2B Need Social? The Growing Importance of Social Media Analytics to B2B
Sentiment Analytics – The Gold Mine, which you didn’t Mine!
Text Analytics, The Difficult Future You Can’t Avoid
How Text Mining Can Help Your Business Dig For Gold
Climate Change Under the Text Analytics Microscope

We have an interesting dashboard of  data related to consumer TV behavior around:

  • Viewing Intent – captures text related to what consumers intend to watch or not watch. For example, “I missed the show last night and have the TV set to remind me to watch it at 8pm tonight.”
  • Watching – relates information specific to shows that are actively being watched.
  • Favorite – captures specific and strong indicators of positive reaction, capturing variations of phrases such as “my new fave”, “the best…”, “one of my favorites”, etc.
  • Affinity – identifies specific positive phrases such as “I love…”, “…is fantastic”, etc…

Each of these consumer intentions or expressions represents a dimension, a sort of status of interest in the following shows:

  • Pawn Stars
  • Antiques Roadshow
  • Storage Wars
  • American Pickers
  • Hardcore Pawn
  • Auction Kings

Click image to enlarge

Once we have filtered conversations to include only on-topic text related to Watching, we can then apply a sentiment filter.

Click image to enlarge

In the image above, two important views of data related to consumer behavior are being monitored. Not only are you able to identify a specific audience of active viewers watching a specific show but you can also begin to surface sentiment related to that behavior. Monitoring these metrics over time can provide insights on any outreach efforts, campaigns or general perception of a show.

If you’re interested, you can also view the video we created around the use of dimensions and sentiment.

Analyze Consumer Intentions & Sentiment to Surface Actionable Insights from Collective Intellect on Vimeo.

Happy Friday!

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

business recovering from data loss
How Data-Driven Businesses Protect MySQL Databases from Shutdown
Big Data Exclusive
ai driven task management
Reducing “Work About Work” with AI Task Managers
Artificial Intelligence Exclusive
data center uptime
Why Rodent-Resistant Conduits Are Critical for Data Center Uptime
Big Data Data Management Exclusive Risk Management
big data and AI
The Intersection of Big Data and AI in Project Management
Artificial Intelligence Big Data Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Image
AnalyticsData QualitySentiment Analytics

Quality vs Quantity in Customer Service Analytics

16 Min Read

What’s the Difference? – A Social Media Monitoring Strategy that Analyzes Intentions Instead of Mentions

4 Min Read
Image
AnalyticsBig DataBusiness IntelligenceCloud ComputingExclusiveModelingPredictive AnalyticsSentiment AnalyticsSocial DataSocial Media AnalyticsText AnalyticsUnstructured DataWeb AnalyticsWorkforce Data

9 Amazing Ways Big Data Is Used Today to Change the World

9 Min Read

Beyond BigData, the Shift To Decision Management w/ James Taylor

12 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots
ai chatbot
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-25 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?