Explore AI generated designs, images, art and prompts by top community artists and designers.
Fairness means ensuring your analysis doesn't create or reinforce bias. This can be challenging , but if the analysis is not objective , the conclusions can be misleading and even harmful. In this reading , you’re going to explore some best practices you can use to guide your work toward a more fair analysis! Consider fairness Following are some strategies that support fair analysis: Best practice Explanation Example Consider all of the available data Part of your job as a data analyst is to determine what data is going to be useful for your analysis. Often there will be data that isn’t relevant to what you’re focusing on or doesn’t seem to align with your expectations. But you can’t just ignore it; it’s critical to consider all of the available data so that your analysis reflects the truth and not just your own expectations. A state’s Department of Transportation is interested in measuring traffic patterns on holidays. At first , they only include metrics related to traffic volumes and the fact that the days are holidays. But the data team realizes they failed to consider how weather on these holidays might also affect traffic volumes. Considering this additional data helps them gain more complete insights. Identify surrounding factors As you’ll learn throughout these courses , context is key for you and your stakeholders to understand the final conclusions of any analysis. Similar to considering all of the data , you also must understand surrounding factors that could influence the insights you’re gaining. A human resources department wants to better plan for employee vacation time in order to anticipate staffing needs. HR uses a list of national bank holidays as a key part of the data-gathering process. But they fail to consider important holidays that aren’t on the bank calendar , which introduces bias against employees who celebrate them. It also gives HR less useful results because bank holidays may not necessarily apply to their actual employee population. Include self-reported data Self-reporting is a data collection technique where participants provide information about themselves. Self-reported data can be a great way to introduce fairness in your data collection process. People bring conscious and unconscious bias to their observations about the world , including about other people. Using self-reporting methods to collect data can help avoid these observer biases. Additionally , separating self-reported data from other data you collect provides important context to your conclusions! A data analyst is working on a project for a brick-and-mortar retailer. Their goal is to learn more about their customer base. This data analyst knows they need to consider fairness when they collect data; they decide to create a survey so that customers can self-report information about themselves. By doing that , they avoid bias that might be introduced with other demographic data collection methods. For example , if they had sales associates report their observations about customers , they might introduce any unconscious bias the employees had to the data. Use oversampling effectively When collecting data about a population , it’s important to be aware of the actual makeup of that population. Sometimes , oversampling can help you represent groups in that population that otherwise wouldn’t be represented fairly. Oversampling is the process of increasing the sample size of nondominant groups in a population. This can help you better represent them and address imbalanced datasets. A fitness company is releasing new digital content for users of their equipment. They are interested in designing content that appeals to different users , knowing that different people may interact with their equipment in different ways. For example , part of their user-base is age 70 or older. In order to represent these users , they oversample them in their data. That way , decisions they make about their fitness content will be more inclusive. Think about fairness from beginning to end To ensure that your analysis and final conclusions are fair , be sure to consider fairness from the earliest stages of a project to when you act on the data insights. This means that data collection , cleaning , processing , and analysis are all performed with fairness in mind. A data team kicks off a project by including fairness measures in their data-collection process. These measures include oversampling their population and using self-reported data. However , they fail to inform stakeholders about these measures during the presentation. As a result , stakeholders leave with skewed understandings of the data. Learning from this experience , they add key information about fairness considerations to future stakeholder presentations. ,
A full-body stylized cartoon illustration of a cute centaur-like girl with a calm yet innocent expression , standing peacefully with a headpiece designed to resemble a small bird sleeping atop her head. Her upper body remains human , while her lower body takes on a centaur form with four short , fluffy , feather-covered legs , making her appear more adorable. The feathers on her body and legs flow seamlessly from her outfit , creating a harmonious , soft , and playful look. The outfit is designed with a feathery texture in pastel tones of white , silver , and subtle neon accents , enhancing her gentle , whimsical appearance. Her long , flowing hair integrates beautifully with the soft , feathery details of her form , giving her a dreamy and fantastical aura. She stands in a relaxed yet playful pose , surrounded by a soft , warm background that enhances the cute and magical atmosphere. The art style is whimsical and expressive , with smooth , clean lines and a chibi-inspired touch. blindbox 3d art style ,
A full-body stylized cartoon illustration of a cute centaur-like girl with a calm yet innocent expression , standing peacefully with a headpiece designed to resemble a small bird sleeping atop her head. Her upper body remains human , while her lower body takes on a centaur form with four short , fluffy , feather-covered legs , making her appear more adorable. The feathers on her body and legs flow seamlessly from her outfit , creating a harmonious , soft , and playful look. The outfit is designed with a feathery texture in pastel tones of white , silver , and subtle neon accents , enhancing her gentle , whimsical appearance. Her long , flowing hair integrates beautifully with the soft , feathery details of her form , giving her a dreamy and fantastical aura. She stands in a relaxed yet playful pose , surrounded by a soft , warm background that enhances the cute and magical atmosphere. The art style is whimsical and expressive , with smooth , clean lines and a chibi-inspired touch. blindbox 3d art style ,
A 4-year-old girl with curly brown hair reaching just below her shoulders , brown eyes , fair skin tone , prominent cheekbones , and a defined nose , slim build , wearing a plain pink dress and cute children's shoes , Pixar Animation style , vibrant colors , white background , full-body view , smiling softly with a friendly expression , soft and warm lighting enhancing the vibrant colors , standing relaxed and looking at the viewer. ,
Create an image of a young boy standing in front of a broken mirror in a dimly lit , worn-down room. The boy wears tattered clothes and has a somber expression , his surroundings reflecting poverty and struggle. However , in the shattered fragments of the mirror , a different world is visible—his reflection shows a hopeful future: a well-dressed version of himself in a bright , successful environment , perhaps wearing a graduation gown or working in a dream career. The contrast between his reality and the dreamlike reflection should be striking , emphasizing his longing and the barriers created by poverty. ,
Create a photorealistic image of a female cyborg with short , sleek silver hair , standing in a futuristic laboratory. She holds a glowing orb in her advanced robotic hand , which features intricate mechanical components visible at her neck and arm , seamlessly blending with her humanoid form. Dress her in a simple , dark , velvety top that contrasts with the metallic sheen of her robotic parts. The background should be a sterile environment with soft blue lighting and translucent panels displaying digital interfaces. Use a cool and monochromatic color palette , with the glowing orb as the focal point of light. Emphasize the cyborg's contemplative expression and the delicate interaction between her hand and the orb. Ensure high detail in textures and reflections , creating a calm and introspective atmosphere. Aim for a high-resolution image (at least 4K) to capture all intricate details. ,
192cm tall , sexy , Chinese old lady , 75 years old with grey hair , wrinkly skin and saggy , sagging bosom in a tight dress and high heels. Standing next to a very short , 167cm Caucasian middle-aged overweight man with a grey beard. Large female , larger female , taller woman , amazon woman , taller lady , shorter man. The old , Asian lady is 192cm tall. She is proud of her incredible stature. The short , middle-aged man is 167cm tall. ,
a woman in a forest with her back to the camera and a man in the background , breasts , looking_at_viewer , short_hair , multiple_girls , black_hair , 2girls , bare_shoulders , jewelry , medium_breasts , underwear , standing , panties , ass , earrings , outdoors , parted_lips , solo_focus , day , looking_back , dark_skin , from_behind , dark-skinned_female , tree , lips , crop_top , back , nature , armlet , forest , thong , realistic , bracer ,
modelshoot style , (extremely detailed CG unity 8k wallpaper) , (front view:1.2) , full shot body photo of beautiful Ancient Chinese woman(young Liu Yifei :1.2) , (karate hand:1.2) , (hand hold bamboo flute) , (Kung fu master:1.2) , top of mountain , (sun shine through tree:1.3) , (sun shine on body:1.3) , (bamboo hat) , (hair through hat) , standing , (sexy revealing dress:1.3) , ( winter mountain:1.2) , ( windy storm snow:1.1) , ( strong wind :1.5) , ( strong wind :1.5) , NSFW , sexy model , (see through dress:1.2) , (show half breast:1.3) , pearl skin , fit shirt , (show half thigh :1.3) , (eyes contact:1.2) , angry , front hair bang , professional majestic oil painting by Ed Blinkey , Atey Ghailan , Studio Ghibli , by Jeremy Mann , Greg Manchess , Antonio Moro , trending on ArtStation , trending on CGSociety , Intricate , High Detail , Sharp focus , dramatic , photorealistic painting art by midjourney and greg rutkowski ,