We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 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
Sophisticated Text Mining Can Provide Context for Sentiment Analysis
Photo by Beesmurf on Pixabay (https://pixabay.com/photos/silk-textile-texture-cotton-fabric-4916174/)
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:

  • 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.

More Read

Image
Danger: 3 Reasons to Be Scared of Big Data
Why Text Analytics Is Important in Search
Redefining Loyalty Programs with Big Data and Hadoop
Social Media Analytics: Performance Measurement Done Right
Taming the Social Media Beast

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

How Great Content Moves Through A Marketing Ecosystem -- AI-generated illustration
How Great Content Moves Through A Marketing Ecosystem
Exclusive Infographic Marketing
What Your Brand Misses That Data Reveals -- AI-generated illustration
What Your Brand Misses That Data Reveals
Big Data Exclusive Infographic
5 Common Mistakes Businesses Make During the Risk Assessment Process -- AI-generated illustration
5 Common Mistakes Businesses Make During the Risk Assessment Process
Business Intelligence Exclusive Risk Management
Protecting Brand Reputation During Digital Expansion -- AI-generated illustration
Protecting Brand Reputation During Digital Expansion
Business Rules Infographic

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Correlating Gas Prices with Social Media Sentiment
AnalyticsSentiment Analytics

Correlating Gas Prices with Social Media Sentiment

2 Min Read
Big Data Goes Real-Time
AnalyticsBest PracticesBig DataBusiness IntelligenceData ManagementMarket ResearchMarketingMarketing AutomationSentiment AnalyticsSocial DataSocial Media Analytics

Big Data Goes Real-Time

6 Min Read
Image
AnalyticsCloud ComputingCommentaryData MiningExclusiveMapReducePredictive AnalyticsRisk ManagementSentiment AnalyticsText Analytics

Text Analytics for Tracking Executive Hubris?

5 Min Read
Image
AnalyticsBig DataData MiningData WarehousingExclusiveModelingPredictive AnalyticsSentiment AnalyticsSocial Media AnalyticsText AnalyticsUnstructured DataWeb AnalyticsWorkforce Analytics

What Really Is Big Data? And Why It Will Change the World

13 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 chatbot
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots
ai in ecommerce
Artificial Intelligence for eCommerce: A Closer Look
Artificial Intelligence

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?