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: Big Data Bubbles Up Trouble!
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Visualization > Big Data Bubbles Up Trouble!
AnalyticsBusiness IntelligenceData VisualizationHadoopSentiment Analytics

Big Data Bubbles Up Trouble!

Farnaz Erfan
Farnaz Erfan
3 Min Read
Big Data Bubbles Up Trouble!
Illustration generated with Qwen Image.
SHARE

ImageToday Big Data has made the impossible, possible. Collecting and analyzing unstructured data types such as social media data, web click streams, network and data center logs is no longer a daunting task. While Hadoop and MapReduce are the technologies behind the scenes to crunch massive volumes of data, advanced visualizations have become the art that show us the best (and worst) parts about our data.

Out of all types of different visualization styles, bubble charts are unique in the sense that they allow you to show hundreds of individual values at once! They are the perfect visualization for showing data sets that have a high degree of distribution in their frequency. Let me give you a couple examples:

Example # 1 – A call center looking at hourly tickets, on a week by week basis, to understand what issues cause the most service calls. Optimizing the call center performance requires analyzing average call duration as well as call wait times, for each service issue. This can be 1000s of calls every hour of every day. How you graph this? With a bubble chart that shows:

  • X axis – days of the week
  • Y axis – hours of the day
  • Color of the bubbles – reason for the call / service issue
  • Size of the bubbles – quantity of calls or call duration or call wait time

Example # 2 – A marketing organization looking to improve its branding and customer sentiment. What is the best way to visualize their online presence such as tweets as well as other social media sentiments?

More Read

Big Data Making Massive Strides On COVID-19 Battle
Big Data Making Massive Strides On COVID-19 Battle
How To Refresh Your Gaming Lineup And Accept The Future of AI Gaming
From Transaction to Customer Engagement with Business Analytics
Nova’s documentary on IBM’s Jeopardy machine: Questions raised
The Growing Fear of Excel and Why It’s Finally Nearing Extinction
  • X axis – previous week vs. current week, for a week over week analysis
  • Y axis – their company and their major competitors
  • Color of the bubbles – keywords such as “bad quality” or “crash”
  • Size of the bubbles – volumes (# of tweets) or the intensity of the sentiment (e.g. “hate”, “worst”, “like”, “love”, etc.)

Want to see this in action? Check out this 3 minute video to find out how a bubble chart can help you visualize your data.

What are your data troubles? Do you have the Big Data technology and the advanced visualizations required to see it? I would love to hear more use cases of this visualization. So, drop me a line at @farnazerfan or leave a comment below.

TAGGED:big datasentiment analysis
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Emergency responder and nurse reviewing tablet with data dashboards
Evaluating Workforce Assessment Tools: Looking Beneath the Dashboard at Psychometric Data
Exclusive Software
Flat editorial illustration: The article's core relationship is the brand protection response workflow: detection of a phishing o
Data & AI Architecture Focus: 6 Best Brand Protection Tools for Phishing and Impersonation
IT Security
Server racks with cloud and user interface panels
Cloud Infrastructure and Workload Migration: A Data-Driven Look at VMware Alternatives in Europe
Cloud Computing Exclusive
Synthetic Data vs Real Web Data: Comparison, Limitations, and Collection Methods  -- AI-generated illustration
Synthetic Data vs Real Web Data: Comparison, Limitations, and Collection Methods 
Big Data Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

How Internet Service Providers Use Big Data Analytics To Help Customers
Analytics

How Internet Service Providers Use Big Data Analytics To Help Customers

6 Min Read
Why Data Isn’t The Only Factor Guiding Your Management Decisions
Data QualityDecision Management

Why Data Isn’t The Only Factor Guiding Your Management Decisions

5 Min Read
Big Data Paves The Road For A New Generation Of Investing Apps
Big DataExclusiveFintech

Big Data Paves The Road For A New Generation Of Investing Apps

8 Min Read
3 Crucial Ways Smart Data Eliminates Home Security Threats
Big DataExclusiveSecurity

3 Crucial Ways Smart Data Eliminates Home Security Threats

8 Min Read

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

The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots
Artificial Intelligence for eCommerce: A Closer Look
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?