What context changes or additional information within the user\u2019s control, if any, (e.g., missing sensor data) would help improve system performance.<\/li>\n<\/ul>\n\n\n\nCollaborate with an AI\/ML practitioner to detect these low- performance conditions in real time (if possible) and alert the user when the likelihood of underperformance is high.<\/p>\n\n\n\n
Match the alert style (e.g., subtle or urgent) to the potential consequences for the user, which can range from user frustration and inconvenience to physical danger.<\/p>\n\n\n\n
User benefits<\/h4>\n\n\n\n\n- Prevents harms to the user.<\/li>\n\n\n\n
- Provides relevant, contextual information about specific aspects of system performance.<\/li>\n\n\n\n
- Enables the user to make informed decisions about specific conditions when to use or trust the system.<\/li>\n\n\n\n
- Enables the user to take action to improve system performance under specific conditions.<\/li>\n<\/ul>\n\n\n\n
Common pitfalls<\/h4>\n\n\n\n\n- The alert has too little or no actionable information, leaving the user unsure of how to proceed.<\/li>\n\n\n\n
- The alert has too much information for the user to consume in the moment<\/li>\n<\/ul>\n","protected":false},"menu_order":24,"template":"","meta":{"toolkit_pattern_number":"2D","ep_exclude_from_search":false},"application-type":[68,61,57,96,60,99,56,55,69,29,58,30,59],"goal":[114,126,123],"guideline-term":[4],"product-category":[71,70,23,64,62,26,66,28,65,31,32,63],"class_list":["post-643","pattern","type-pattern","status-publish","hentry","application-type-classification","application-type-facial-recognition","application-type-filtering-and-ranking","application-type-gen-ai","application-type-image-recognition","application-type-llm","application-type-natural-language-processing-text","application-type-natural-language-processing-voice","application-type-prediction","application-type-recommendation","application-type-route-planning","application-type-search","application-type-text-generation","goal-appropriate-reliance","goal-reliability","goal-transparency","guideline-term-make-clear-how-well-the-system-can-do-what-it-can-do","product-category-advertising","product-category-chatbot","product-category-e-commerce","product-category-email","product-category-health-and-wellness","product-category-navigation","product-category-media-entertainment","product-category-productivity","product-category-search-engine","product-category-social-networks","product-category-voice-assistants","product-category-writing-and-editing"],"yoast_head":"\nPattern 2D: Provide low performance alerts - Microsoft HAX Toolkit<\/title>\n\n\n\n\n\n\n\n\n\n\n\n\n\t\n\t\n\t\n