How to Prevent AI Testing Bias: Best Practices and Principles

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Regular monitoring of performance across diverse subgroups helps detect and address potential biases. The use of model interpretability techniques facilitates the identification of bias sources. Collaboration among AI experts, ethicists, and users contributes to a balanced perspective. Strict policies for data collection and model evaluation are essential for ensuring unbiased testing. Increased awareness of ethical considerations and transparency in the development process help minimize unconscious biases, fostering greater fairness in AI testing.","upVoteCount":1,"author":{"@type":"Person","url":"https://ma.linkedin.com/in/zouhair-barta","name":"Zouhair B.","image":"https://media.licdn.com/dms/image/v2/D4E03AQGu75g68N7VMA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730989313635?e=2147483647&v=beta&t=-3vlq0YXLrm3FB55gKOz4usFy-xsunMzLI8dp1s2IWE","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"1. **Diverse Training Data:**\n Ensure training data is diverse and representative of the entire user population.\n\n2. **Bias Detection and Mitigation Tools:**\n Use tools to detect and mitigate bias during the training and testing phases.\n\n3. **Bias-Aware Algorithms:**\n Develop algorithms that are designed to be aware of and minimize bias.\n\n4. **Ethical Guidelines:**\n Establish and adhere to ethical guidelines for AI development and testing.\n\n5. **Diverse Development Teams:**\n Build diverse development and testing teams to bring varied perspectives.\n\n6. **Regular Audits:**\n Conduct regular audits of AI systems to identify and address bias issues.\n\n","upVoteCount":0,"author":{"@type":"Person","url":"https://ng.linkedin.com/in/olawale-olaniyi-70bb6374","name":"Olawale Olaniyi","image":"https://media.licdn.com/dms/image/v2/C4E03AQFXcru4C6OHMw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516537910333?e=2147483647&v=beta&t=BLPcfFaV1uolblgoQjTU2pzslZBqOzzWc42eF2GOXmg","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"1. Define Ethical Guidelines\n2. Diverse Development Team\n3. Understand Stakeholder Values\n4. Fair Data Collection\n5. Regular Bias Audits\n6. Transparency and Explainability\n7. Fairness Metrics\n8. User Involvement\n9. Consent and Control\n10. Algorithmic Impact Assessment\n11. Regular Updates\n12. Education and Training\n13. Bias Reporting Mechanism\n14. Legal Compliance\n15. Cultural Sensitivity\n16. Public Accountability\n17. Third-Party Audits","upVoteCount":0,"author":{"@type":"Person","url":"https://ng.linkedin.com/in/olawale-olaniyi-70bb6374","name":"Olawale Olaniyi","image":"https://media.licdn.com/dms/image/v2/C4E03AQFXcru4C6OHMw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516537910333?e=2147483647&v=beta&t=BLPcfFaV1uolblgoQjTU2pzslZBqOzzWc42eF2GOXmg","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"1. Test Coverage Analysis\n2. Unit Testing\n3. Integration Testing\n4. System Testing\n5. Regression Testing\n6. Performance Testing\n7. Security Testing\n8. Usability Testing\n9. Compatibility Testing\n10. User Acceptance Testing (UAT)\n11. Exploratory Testing\n12. Automated Testing\n13. Stress Testing\n14. Load Testing\n15. Boundary Testing\n16. End-to-End Testing\n17. Positive and Negative Testing\n18. Code Reviews\n19. Penetration Testing\n20. Cross-browser Testing","upVoteCount":0,"author":{"@type":"Person","url":"https://ng.linkedin.com/in/olawale-olaniyi-70bb6374","name":"Olawale Olaniyi","image":"https://media.licdn.com/dms/image/v2/C4E03AQFXcru4C6OHMw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516537910333?e=2147483647&v=beta&t=BLPcfFaV1uolblgoQjTU2pzslZBqOzzWc42eF2GOXmg","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"1. Set Key Performance Indicators (KPIs)\n2. Regularly Review Test Results\n3. Monitor System Performance\n4. Analyze User Feedback\n5. Conduct Code Reviews\n6. Track Defects and Issues\n7. Utilize Logging and Monitoring Tools\n8. Implement Continuous Integration/Continuous Deployment (CI/CD)\n9. Evaluate Security Vulnerabilities\n10. Assess Compliance with Requirements\n11. Check Resource Utilization\n12. Review and Update Documentation\n13. Collaborate on Lessons Learned\n14. Address Critical Issues Promptly\n15. Seek Stakeholder Input\n16. Conduct Periodic Risk Assessments\n17. Monitor User Satisfaction\n18. Implement Anomaly Detection\n19. Regularly Update Test Cases\n20. Communicate Findings with the Team","upVoteCount":0,"author":{"@type":"Person","url":"https://ng.linkedin.com/in/olawale-olaniyi-70bb6374","name":"Olawale Olaniyi","image":"https://media.licdn.com/dms/image/v2/C4E03AQFXcru4C6OHMw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516537910333?e=2147483647&v=beta&t=BLPcfFaV1uolblgoQjTU2pzslZBqOzzWc42eF2GOXmg","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"1. User Privacy\n2. Scalability\n3. Reliability and Availability\n4. Documentation\n5. Training and Support\n6. Cost Management\n7. Legal and Regulatory Compliance\n8. Business Continuity and Disaster Recovery\n9. User Accessibility\n10. Environmental Impact\n11. Cross-Functional Collaboration\n12. Feedback Loops\n13. Technological Advancements\n14. Cultural Sensitivity\n15. Scalability\n16. Interoperability\n17. Innovation Opportunities\n18. Data Ownership and Governance\n19. Ethical Considerations\n20. Continuous Learning","upVoteCount":0,"author":{"@type":"Person","url":"https://ng.linkedin.com/in/olawale-olaniyi-70bb6374","name":"Olawale Olaniyi","image":"https://media.licdn.com/dms/image/v2/C4E03AQFXcru4C6OHMw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516537910333?e=2147483647&v=beta&t=BLPcfFaV1uolblgoQjTU2pzslZBqOzzWc42eF2GOXmg","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}}]} </script>  </head> <body dir="ltr">  <div class="guest-upsells"> <form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="acbdf477-84d0-4485-8bca-b4e640e8f98d" type="hidden"> <input name="session_redirect" value="https://www.linkedin.com/advice/0/how-can-you-prevent-ai-testing-bias-skills-software-testing-yrkgc" type="hidden"> <input name="trk" 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after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/engineering-s166/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Engineering</span> </a> <meta itemprop="position" content="2"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a aria-current="page" itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/engineering-s166/software-testing-s50321/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Software Testing</span> </a> <meta itemprop="position" content="3"> </li> </ol> </section> <h1 class="pulse-title text-display-md text-color-text lg:text-display-lg font-bold w-11/12 ">How can you prevent AI testing bias?</h1>  <div class="powered-by-ai py-3 text-sm text-color-text-secondary">Powered by AI and the LinkedIn community</div> <section class="table-of-content pb-6"> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="define-your-objectives"> <h3 class="text-color-text group-hover:text-color-text-brand">1</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#define-your-objectives" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Define your objectives </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group 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data-chunk-header-id="review-and-monitor-your-results"> <h3 class="text-color-text group-hover:text-color-text-brand">5</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#review-and-monitor-your-results" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Review and monitor your results </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="here’s-what-else-to-consider"> <h3 class="text-color-text group-hover:text-color-text-brand">6</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#here’s-what-else-to-consider" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Here’s what else to consider </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> </section> <div class="x-article-introduction"> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI testing is a crucial part of developing and deploying intelligent systems that can perform tasks such as speech recognition, image analysis, natural language processing, and decision making. However, AI testing also poses some ethical and technical challenges, especially when it comes to avoiding bias. Bias can occur when the data, algorithms, or testing methods used for AI systems are skewed, incomplete, or unfair, leading to inaccurate or discriminatory outcomes. In this article, you will learn how you can prevent AI testing bias by following some best practices and principles.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:w-1/2"> <code id="shouldExpandContributionBox" style="display: none"></code> <div class="x-featured-expert-section__wrapper flex h-full flex-1 flex-col"> <div class="x-featured-expert-section h-full"> <div class="x-featured-expert-section__article-experts"> <div class="x-featured-expert-section__title mt-2 pb-0.5 text-xl font-bold text-color-text"> Top experts in this article </div> <div class="x-featured-expert-section__subtitle pb-3 text-sm text-color-text-secondary"> Selected by the community from 6 contributions. <a href="https://www.linkedin.com/help/linkedin/answer/a1652832" target="_blank" aria-label="Learn more about collaborative articles" data-tracking-control-name="article-ssr-frontend-x-article__featured-expert-learn-more-link" 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during the training and testing phases. 3. **Bias-Aware Algorithms:** Develop algorithms that are designed to be aware of and minimize bias. 4. **Ethical Guidelines:** Establish and adhere to ethical guidelines for AI development and testing. 5. **Diverse Development Teams:** Build diverse development and testing teams to bring varied perspectives. 6. **Regular Audits:** Conduct regular audits of AI systems to identify and address bias issues. </p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> 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class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7131467840347377664_7131467842067038208_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="apply-ethical-and-fair-algorithms" href="#apply-ethical-and-fair-algorithms" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">3</span> <span class>Apply ethical and fair algorithms</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Another source of AI bias is the algorithms used to process and analyze the data and generate the system outputs. 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</figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Olawale Olaniyi </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Founder & CEO at Foddio | Chatizon </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] 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</figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Olawale Olaniyi </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Founder & CEO at Foddio | Chatizon </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] 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How to Prevent AI Testing Bias: Best Practices and Principles