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
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers -- AI-generated illustration
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers
    7 Min Read
    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
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Headaches, Data Analysis, and Negativity Bias
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Data Management > Best Practices > Headaches, Data Analysis, and Negativity Bias
AnalyticsBest PracticesBig DataData Management

Headaches, Data Analysis, and Negativity Bias

MIKE20
MIKE20
4 Min Read
Headaches, Data Analysis, and Negativity Bias
Illustration generated with Qwen Image.
SHARE

I have suffered from bad headaches most of my life, but over the last few years they seemed to be getting worse.  Discussing this with my doctor, he asked lots of questions: How often do you get headaches? Do they occur at the same time of day? How long do they last? Are they always severe or sometimes mild? How many doses of over-the-counter medication do you take per headache?

Since I have been a data management professional for over twenty years, I felt kind of stupid when I realized that what my doctor was asking for to aid his medical diagnosis was . . . data.

So for the next two months, in preparation for my follow-up appointment, like a good human sensor, I diligently collected data about my headaches.  For severity, I used a scale of 1 to 5, where 1 was so mild I didn’t need medication, and 5 was so severe I had to lie down for a while in a dark and quiet room.

As I collected the data, I felt certain I was building a solid case for how bad my headaches were.  I had no doubt that the data analysis would prove me right — but I couldn’t have been more wrong.

More Read

If You Think Data Security is IT’s Responsibility, Think Again
If You Think Data Security is IT’s Responsibility, Think Again
Next query: NoSQL and Business Intelligence
Analytics Should Be a Primary Focus
How Big Data And Machine Translation Combine To Fight COVID-19
Big Data, Big Problems

Although I remembered frequently having headaches, most of which I recalled being quite severe, the data begged to differ.  On average, I had 3 headaches per week.  Only 33% rated above a 3 on my severity scale.  Only 25% required multiple doses of over-the-counter medication.  And, despite this being my biggest previous complaint to my doctor, only 10% of my headaches lasted most of the day.

How could my memory of those two months disagree so much with the data?

In psychology, the term negativity bias is used to explain how bad evokes a stronger reaction than good in the human mind.  This psychological phenomenon causes us to pay more attention to, and give more weight to our memories of, negative rather than positive experiences.

Negativity bias made me remember the few times when I had a really bad headache, and forget the far more frequent times when I did not.  As it turned out, my doctor’s prescription of data analysis proved he didn’t need to prescribe me stronger headache medication.

Data analysis helps us evaluate business problems, but sometimes it can give us a headache when its results force us to confront a bias we have about our business problems.

(negativity bias / shutterstock)

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Preparing Data Systems and Governance for a Scaling Global Gaming Brand -- AI-generated illustration
Preparing Data Systems and Governance for a Scaling Global Gaming Brand
Big Data Infographic
How Restaurant POS and Ordering Data Reveal Generational Customer Patterns -- AI-generated illustration
How Restaurant POS and Ordering Data Reveal Generational Customer Patterns
Exclusive Infographic
From Trucks To Data: How Telematics Can Improve Freight Transportation -- AI-generated illustration
From Trucks To Data: How Telematics Can Improve Freight Transportation
Big Data Exclusive Infographic
The Airflow Problems Hiding Inside Data Centers -- AI-generated illustration
The Airflow Problems Hiding Inside Data Centers
Big Data Exclusive Infographic

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Comparison of esProc and R Language in Processing Text Files
Analytics

Comparison of esProc and R Language in Processing Text Files

14 Min Read
Using Data
Big DataBusiness IntelligenceDecision Management

3 Pitfalls to Avoid When Using Data to Make Decisions

4 Min Read
A Record Named Duplicate
Data Quality

A Record Named Duplicate

7 Min Read
Watson 2.0, Platform Thinking and Data Marketplaces
AnalyticsBig Data

Watson 2.0, Platform Thinking and Data Marketplaces

3 Min Read

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

Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence Chatbots Exclusive
ai chatbot
How AI Website Chatbots Improve Customer Support and Lead Generation
Chatbots Exclusive

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?