---
title: Is Your Data Biased?
description: Data Bias is when a set of data points don't accurately represent the real population or environment. Here's how to prevent Data Bias.
image: https://blog.vsoftconsulting.com/hubfs/tmp_1593087193442.jpg
---

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  ###### ENTERPRISE INTELLIGENCE
  
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# Is Your Data Biased?

June 25, 2020

 *Kasey T*

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With more data available to us now than ever before, how we collect and interpret that data to make decisions has come under scrutiny. It's become clear that a factor known as Data Bias can negatively impact the decisions we thought we were making purely based on facts. During an episode of the weekly Virtual30 webinar series, the Director of V-Soft Digital, Manoj Iragavarapu, shares more about what Data Bias is and how to prevent it.

## What is Data Bias?

As strictly a definition, Data Bias is when a set of data points doesn't accurately represent the real population or environment. While it may not seem like a big deal, Data Bias can cause many problems. If the data is wrong, poor decisions can be made. 

For example, customer service virtual agents are trained on data points that help predict if a customer is happy or sad. If the virtual agent was given data points that say showing teeth and an upturned smile is the only way to know if someone is happy, that will exclude all people who have a neutral/resting face. This can cause agents to think that customers are mad or upset, which leads to inaccurate responses.

![Three people with resting or neutral facial expressions.](https://blog.vsoftconsulting.com/hs-fs/hubfs/sad.jpg?width=531&name=sad.jpg)

## Types of Data Bias

There are even different types of Data Bias ranging from biases in data points to biases of opinions of the interpreter or decision maker. Watch the video above to let Manoj explain the different types of Data Bias \[Timestamp: 6:36\].

- **Confirmation Bias**
- **Simpson's Paradox**
- **Stereotype Bias**
- **Modeling Bias**
- **Sample Bias**

## How to Prevent Data Bias

Now that it's understood how important it is to avoid Data Bias, there are a couple of ways to prevent creating biased data. Data governance programs can be implemented to define how data is collected and used. Be proactive and strategic about ensuring all sample data is representative of the real environment. Use multiple sources of data to diversify the modeling. Make sure to define everything clearly in the collection process and get multiple people to review the results. By following these steps you have less chance of creating biased data, which allows for more accurate decision-making and automation processes.

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chatbots](https://blog.vsoftconsulting.com/blog/topic/ai-chatbots) [Awards](https://blog.vsoftconsulting.com/blog/topic/awards) [GRC](https://blog.vsoftconsulting.com/blog/topic/grc) [HR Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/hr-onboarding-automation) [IT Jobs](https://blog.vsoftconsulting.com/blog/topic/it-jobs) [IT Service Management](https://blog.vsoftconsulting.com/blog/topic/it-service-management) [Information Technology](https://blog.vsoftconsulting.com/blog/topic/information-technology) [Internet of Things](https://blog.vsoftconsulting.com/blog/topic/internet-of-things) [Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/performance-analytics) [ServiceNow PA](https://blog.vsoftconsulting.com/blog/topic/servicenow-pa) [ServiceNow SecOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-secops) [ServiceNow Update](https://blog.vsoftconsulting.com/blog/topic/servicenow-update) [Software Developer](https://blog.vsoftconsulting.com/blog/topic/software-developer) [V-Soft Family](https://blog.vsoftconsulting.com/blog/topic/v-soft-family) [servicenow implmentation](https://blog.vsoftconsulting.com/blog/topic/servicenow-implmentation) [API Testing](https://blog.vsoftconsulting.com/blog/topic/api-testing) [AWS Mobile Solutions](https://blog.vsoftconsulting.com/blog/topic/aws-mobile-solutions) [Automation Software](https://blog.vsoftconsulting.com/blog/topic/automation-software) [Business Intelligence](https://blog.vsoftconsulting.com/blog/topic/business-intelligence) [Chatbotdevelopment](https://blog.vsoftconsulting.com/blog/topic/chatbotdevelopment) [Cloud Management](https://blog.vsoftconsulting.com/blog/topic/cloud-management) [Cloud migration](https://blog.vsoftconsulting.com/blog/topic/cloud-migration) [Computer](https://blog.vsoftconsulting.com/blog/topic/computer) [Continious Integration](https://blog.vsoftconsulting.com/blog/topic/continious-integration) [Covid-19](https://blog.vsoftconsulting.com/blog/topic/covid-19) [Custom Application Development](https://blog.vsoftconsulting.com/blog/topic/custom-application-development) [Cybersecurity Threat Intelligence](https://blog.vsoftconsulting.com/blog/topic/cybersecurity-threat-intelligence) [Deep Learning](https://blog.vsoftconsulting.com/blog/topic/deep-learning) [Employer](https://blog.vsoftconsulting.com/blog/topic/employer) [Golf Scramble](https://blog.vsoftconsulting.com/blog/topic/golf-scramble) [HR](https://blog.vsoftconsulting.com/blog/topic/hr) [Health Care Industry](https://blog.vsoftconsulting.com/blog/topic/health-care-industry) [Higher Education](https://blog.vsoftconsulting.com/blog/topic/higher-education) [IT Job Seekers](https://blog.vsoftconsulting.com/blog/topic/it-job-seekers) [IT in Healthcare](https://blog.vsoftconsulting.com/blog/topic/it-in-healthcare) [ITOM](https://blog.vsoftconsulting.com/blog/topic/itom) [Knowledge17](https://blog.vsoftconsulting.com/blog/topic/knowledge17) [Knowledge19](https://blog.vsoftconsulting.com/blog/topic/knowledge19) [Mule 4](https://blog.vsoftconsulting.com/blog/topic/mule-4) [NLP](https://blog.vsoftconsulting.com/blog/topic/nlp) [Process Mining](https://blog.vsoftconsulting.com/blog/topic/process-mining) [Selenium](https://blog.vsoftconsulting.com/blog/topic/selenium) [Selenium Testing Tool](https://blog.vsoftconsulting.com/blog/topic/selenium-testing-tool) [ServiceNow Madrid](https://blog.vsoftconsulting.com/blog/topic/servicenow-madrid) [ServiceNow Security](https://blog.vsoftconsulting.com/blog/topic/servicenow-security) [Tech Company](https://blog.vsoftconsulting.com/blog/topic/tech-company) [Tech Trends](https://blog.vsoftconsulting.com/blog/topic/tech-trends) [Technology in Healthcare](https://blog.vsoftconsulting.com/blog/topic/technology-in-healthcare) [data](https://blog.vsoftconsulting.com/blog/topic/data) [AI Operations](https://blog.vsoftconsulting.com/blog/topic/ai-operations) [AI for Manufacturing](https://blog.vsoftconsulting.com/blog/topic/ai-for-manufacturing) [AI for business](https://blog.vsoftconsulting.com/blog/topic/ai-for-business) [AI in Healthcare](https://blog.vsoftconsulting.com/blog/topic/ai-in-healthcare) [AI in Oil and Gas](https://blog.vsoftconsulting.com/blog/topic/ai-in-oil-and-gas) [AI innovations](https://blog.vsoftconsulting.com/blog/topic/ai-innovations) [Augmented Reality](https://blog.vsoftconsulting.com/blog/topic/augmented-reality) [Automation By Any Means](https://blog.vsoftconsulting.com/blog/topic/automation-by-any-means) [Big Data Analytics](https://blog.vsoftconsulting.com/blog/topic/big-data-analytics) [Blockchain](https://blog.vsoftconsulting.com/blog/topic/blockchain) [Blog](https://blog.vsoftconsulting.com/blog/topic/blog) [Cloud Connectivity](https://blog.vsoftconsulting.com/blog/topic/cloud-connectivity) [Data Governance](https://blog.vsoftconsulting.com/blog/topic/data-governance) [Dell Boomi](https://blog.vsoftconsulting.com/blog/topic/dell-boomi) [Digital workplace](https://blog.vsoftconsulting.com/blog/topic/digital-workplace) [Enterprise Chatbots](https://blog.vsoftconsulting.com/blog/topic/enterprise-chatbots) [Enterprise Mobility](https://blog.vsoftconsulting.com/blog/topic/enterprise-mobility) [Event Apps](https://blog.vsoftconsulting.com/blog/topic/event-apps) [Finance And Accounting](https://blog.vsoftconsulting.com/blog/topic/finance-and-accounting) [Financial Services](https://blog.vsoftconsulting.com/blog/topic/financial-services) [HR Service Delivery](https://blog.vsoftconsulting.com/blog/topic/hr-service-delivery) [Human Resources](https://blog.vsoftconsulting.com/blog/topic/human-resources) [Hybrid Cloud Computing](https://blog.vsoftconsulting.com/blog/topic/hybrid-cloud-computing) [Hyper Automation](https://blog.vsoftconsulting.com/blog/topic/hyper-automation) [IT Cost reduction](https://blog.vsoftconsulting.com/blog/topic/it-cost-reduction) [ITSM Implementation](https://blog.vsoftconsulting.com/blog/topic/itsm-implementation) [Insurance](https://blog.vsoftconsulting.com/blog/topic/insurance) [IoT application](https://blog.vsoftconsulting.com/blog/topic/iot-application) [IoT transformation](https://blog.vsoftconsulting.com/blog/topic/iot-transformation) [Knowledge16](https://blog.vsoftconsulting.com/blog/topic/knowledge16) [Legacy Modernization](https://blog.vsoftconsulting.com/blog/topic/legacy-modernization) [Metaverse](https://blog.vsoftconsulting.com/blog/topic/metaverse) [Microsoft](https://blog.vsoftconsulting.com/blog/topic/microsoft) [Mule 3](https://blog.vsoftconsulting.com/blog/topic/mule-3) [Project Management](https://blog.vsoftconsulting.com/blog/topic/project-management) [Quality Assurance](https://blog.vsoftconsulting.com/blog/topic/quality-assurance) [Ransomware](https://blog.vsoftconsulting.com/blog/topic/ransomware) [Retail Industry](https://blog.vsoftconsulting.com/blog/topic/retail-industry) [ServiceNow ITSM integration](https://blog.vsoftconsulting.com/blog/topic/servicenow-itsm-integration) [ServiceNow London](https://blog.vsoftconsulting.com/blog/topic/servicenow-london) [ServiceNow Mobile app](https://blog.vsoftconsulting.com/blog/topic/servicenow-mobile-app) [Staffing Company](https://blog.vsoftconsulting.com/blog/topic/staffing-company) [Test Automation](https://blog.vsoftconsulting.com/blog/topic/test-automation) [Testing](https://blog.vsoftconsulting.com/blog/topic/testing) [Thermal Cameras](https://blog.vsoftconsulting.com/blog/topic/thermal-cameras) [UiPath](https://blog.vsoftconsulting.com/blog/topic/uipath) [AI for Restaurants](https://blog.vsoftconsulting.com/blog/topic/ai-for-restaurants) [AI in Office Automation](https://blog.vsoftconsulting.com/blog/topic/ai-in-office-automation) [AWS Cloud Adoption Framework](https://blog.vsoftconsulting.com/blog/topic/aws-cloud-adoption-framework) [AWS DynamoDB](https://blog.vsoftconsulting.com/blog/topic/aws-dynamodb) [AWS Lambda](https://blog.vsoftconsulting.com/blog/topic/aws-lambda) [Agent Intelligence](https://blog.vsoftconsulting.com/blog/topic/agent-intelligence) [Azure](https://blog.vsoftconsulting.com/blog/topic/azure) [BYOD](https://blog.vsoftconsulting.com/blog/topic/byod) [Back to Work Strategy](https://blog.vsoftconsulting.com/blog/topic/back-to-work-strategy) [Business IT Solutions](https://blog.vsoftconsulting.com/blog/topic/business-it-solutions) [Business Mobile Applications](https://blog.vsoftconsulting.com/blog/topic/business-mobile-applications) [Business Processes Automation](https://blog.vsoftconsulting.com/blog/topic/business-processes-automation) [CRM](https://blog.vsoftconsulting.com/blog/topic/crm) [Chatbot Development](https://blog.vsoftconsulting.com/blog/topic/chatbot-development) [Cloud Optimization](https://blog.vsoftconsulting.com/blog/topic/cloud-optimization) [Data Integration](https://blog.vsoftconsulting.com/blog/topic/data-integration) [Data Visualization](https://blog.vsoftconsulting.com/blog/topic/data-visualization) [Data and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-and-analytics) [Data visualization and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-visualization-and-analytics) [Denver](https://blog.vsoftconsulting.com/blog/topic/denver) [DevOps](https://blog.vsoftconsulting.com/blog/topic/devops) [Digital Business](https://blog.vsoftconsulting.com/blog/topic/digital-business) [Disaster Management](https://blog.vsoftconsulting.com/blog/topic/disaster-management) [Field Service Automation](https://blog.vsoftconsulting.com/blog/topic/field-service-automation) [Field Service Management](https://blog.vsoftconsulting.com/blog/topic/field-service-management) [GSA](https://blog.vsoftconsulting.com/blog/topic/gsa) [Government](https://blog.vsoftconsulting.com/blog/topic/government) [Government 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in Manufacturing](https://blog.vsoftconsulting.com/blog/topic/iot-in-manufacturing) [Legacy Migration](https://blog.vsoftconsulting.com/blog/topic/legacy-migration) [Mist](https://blog.vsoftconsulting.com/blog/topic/mist) [Mobile App Testing](https://blog.vsoftconsulting.com/blog/topic/mobile-app-testing) [Mobile Web](https://blog.vsoftconsulting.com/blog/topic/mobile-web) [Native Applications](https://blog.vsoftconsulting.com/blog/topic/native-applications) [News](https://blog.vsoftconsulting.com/blog/topic/news) [Oil and Gas Industry](https://blog.vsoftconsulting.com/blog/topic/oil-and-gas-industry) [Onboarding](https://blog.vsoftconsulting.com/blog/topic/onboarding) [Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/onboarding-automation) [PPM](https://blog.vsoftconsulting.com/blog/topic/ppm) [Parsec ServiceNow](https://blog.vsoftconsulting.com/blog/topic/parsec-servicenow) [Progressive Web Apps](https://blog.vsoftconsulting.com/blog/topic/progressive-web-apps) [Quebec Release New features](https://blog.vsoftconsulting.com/blog/topic/quebec-release-new-features) [RCDD](https://blog.vsoftconsulting.com/blog/topic/rcdd) [RESTAPI](https://blog.vsoftconsulting.com/blog/topic/restapi) [RPA Provider](https://blog.vsoftconsulting.com/blog/topic/rpa-provider) [RPA in Finance and accounting](https://blog.vsoftconsulting.com/blog/topic/rpa-in-finance-and-accounting) [RPA vendor](https://blog.vsoftconsulting.com/blog/topic/rpa-vendor) [Recruiting](https://blog.vsoftconsulting.com/blog/topic/recruiting) [SaaS Cloud Platform](https://blog.vsoftconsulting.com/blog/topic/saas-cloud-platform) [ServiceNow AI search](https://blog.vsoftconsulting.com/blog/topic/servicenow-ai-search) [ServiceNow AIOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-aiops) [ServiceNow ITAM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itam) [ServiceNow ITBM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itbm) [ServiceNow Implementation Services](https://blog.vsoftconsulting.com/blog/topic/servicenow-implementation-services) [ServiceNow IntegrationHub](https://blog.vsoftconsulting.com/blog/topic/servicenow-integrationhub) [ServiceNow Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/servicenow-performance-analytics)

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##### Categories

Data & Artificial Intelligence Cyber security Cloud Talent

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##### Subscribe

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#### Company

- [About](https://www.vsoftconsulting.com/about/)
- [Careers](https://www.vsoftconsulting.com/careers/)
- [Diversity & Inclusion](https://www.vsoftconsulting.com/diversity/)
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#### Services

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#### Industries

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#### Insights

- [Knowledgebase](https://www.vsoftconsulting.com/knowledgebase/)
- [Blogs](https://blog.vsoftconsulting.com/blog)
- [Case Studies](https://www.vsoftconsulting.com/case-study/)
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Ask AI for a summary of V-Soft Consulting Inc.

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