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
    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
    data driven risk management in heatlhcare
    How Data Analytics Is Changing Healthcare Risk Management
    17 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
data analysis negativity bias
SHARE

data analysis negativity biasI 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?

data analysis negativity biasI 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.

More Read

choosing data science as career
5 Ingenious Tips For A Promising Big Data Career
Smarter Data Create Healthier Populations
by 2025, buildings will use more energy than any other category…
How Data Is Powering Real-Time Intelligence in Health Systems
The Challenges of Fighting Crime With Big Data [VIDEO}

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.

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

Comparing 5 Top Compliance Training Providers for Large Businesses -- AI-generated illustration
Comparing 5 Top Compliance Training Providers for Large Businesses
Business Intelligence Exclusive
11 Best AI Tools for Critical Thinking in Research -- AI-generated illustration
11 Best AI Tools for Critical Thinking in Research
Artificial Intelligence Exclusive
Top 7 GTM Intelligence Tools with MCP Integration in 2026 -- AI-generated illustration
Top 7 GTM Intelligence Tools with MCP Integration in 2026
Artificial Intelligence Exclusive News
What Is Fine Tuning AI Models And When Should You Actually Do It? -- AI-generated illustration
What Is Fine Tuning AI Models And When Should You Actually Do It?
Artificial Intelligence Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Starting Your Business: Data From the Ground Up

4 Min Read

Of Black Swans and Taking Showers

4 Min Read

Graphing real-time foreclosure data: Data Mashups in R

5 Min Read

Taming the Social Media Beast

5 Min Read

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

giveaway chatbots
How To Get An Award Winning Giveaway Bot
Big Data Chatbots Exclusive
AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots

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?