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Explore AI generated designs, images, art and prompts by top community artists and designers.
I want a simple , clean , and poetic poster for an art exhibition. The central piece is a circular object , resembling a halved apple , made of foam , with a soft projection cast from above. The work explores the changing and the simple: the passage of time , ripening , transformation , and the body. I'm looking for a design that evokes fragility , organic texture , and quiet contemplation. Nothing overloaded — just a suggestive central image (it can be a fruit , skin , or an open circular shape) and space to place the title and a short phrase. The aesthetic should feel intimate , warm , and sensitive — like a visual whisper. ,
A hyper-muscular woman with bright blonde hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing insanely large , vascular muscles—especially exaggerated , mountainous biceps , deltoids , and forearms that are so large they seem to strain against her skin. Her skin is deeply tanned , and her muscle definition and striations are so pronounced that individual muscle fibers are visible , giving her an almost otherworldly , hyper-realistic quality. Her bulging biceps , eight-pack abs , and massive , thick thighs are on full display , each muscle group looking like it was carved by a sculptor. She is smiling warmly , projecting confidence and joy. She wears a tiny , bright white bikini that is stretched to its absolute limit , the top barely containing her enormous , fake , rounded mounds , creating an obscene , exaggerated cleavage that draws the eye. The bikini bottoms accentuate her incredibly thick , ultra-defined quadriceps and glutes , which are so firm and round that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her obscenely sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her. Her biceps are so large that they create a dramatic , rounded shape that seems to defy gravity , and her thighs are like tree trunks , with visible , pulsating veins running down their length. Her abdominal muscles are so shredded that they create a deep , intricate lattice work of lines and grooves , and her glutes are so firm and round that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her hyper-realistic , photorealistic physique is a fitness fantasy brought to life , with extreme muscular definition , bodybuilder physique , and soft lighting that casts sharp shadows and highlights , emphasizing her strong anatomy and symmetrical composition. Every inch of her body is a testament to her dedication to fitness and her incredible genetic potential , making her a true editorial-style fitness magazine cover model. Her assets are so large and fake that they seem to defy gravity and logic , creating an almost cartoonish silhouette. Her calves are so massive and defined that they look like they could crush diamonds , and her traps are so wide and thick that they create a powerful , dominant silhouette. Her forearms are so large and vascular that they look like they belong to a professional strongman , and her abs are so shredded that they create a deep , intricate lattice work of lines and grooves that seem to go on forever. Her hyper-muscular frame is so exaggerated that it seems to defy the laws of physics , making her look like a real-life action figure come to life. ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition , Hot blonde gas pump woman with nice titts and an ass to die for ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt.She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her.Style Keywords:hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy. She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is extraordinarily full and proportional to her hyper-muscular frame , stretching the fabric of the shirt to its limits , creating a deep , pronounced cleavage that accentuates her massive , rounded mounds. The shirt struggles to contain her enormous assets , with the fabric pulling taut and threatening to rip at any moment. She pairs this with snug dark blue high-waisted denim shorts , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her. Her muscles are so defined that individual muscle fibers are visible , giving her body an almost otherworldly , hyper-realistic quality. Her biceps are so large that they create a dramatic , rounded shape that seems to defy gravity , and her thighs are like tree trunks , with visible , pulsating veins running down their length. Her abdominal muscles are so shredded that they create a deep , intricate lattice work of lines and grooves , and her glutes are so firm and round that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her hyper-realistic , photorealistic physique is a fitness fantasy brought to life , with extreme muscular definition , bodybuilder physique , and soft lighting that casts sharp shadows and highlights , emphasizing her strong anatomy and symmetrical composition. Every inch of her body is a testament to her dedication to fitness and her incredible genetic potential , making her a true editorial-style fitness magazine cover model. ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy , she has a massive oversized set of implants in her chest making her bosom push the limits of her shirt. She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is immense and not proportional to her hyper-muscular frame , filling out the shirt to the maximum , tears starting to appear and completely unrealistic. She pairs this with ultra snug bright yellow high-waisted bikini bottoms , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her. Style Keywords: hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
A hyper-muscular woman with bright blue hair styled in two high ponytails stands confidently against a dark studio background. She is performing a powerful front double biceps pose with both arms flexed , showcasing extremely large , vascular muscles—especially exaggerated biceps , deltoids , and forearms. Her skin is deeply tanned with highly visible muscle definition and striations across her entire body , especially her bulging biceps , eight-pack abs , and massive thighs. She is smiling warmly , projecting confidence and joy. She wears a tight , short-sleeve white cropped t-shirt that clings tightly to her exaggerated upper body , lifting slightly to reveal her shredded abdominal muscles. Her chest is full and proportional to her hyper-muscular frame , filling out the shirt but remaining realistic. She pairs this with snug dark blue high-waisted denim shorts , which accentuate her thick , ultra-defined quadriceps and glutes. Her posture is tall and proud , centered in the frame , with studio lighting casting soft highlights across her sculpted physique. The background is a clean , solid dark olive or forest green to keep full focus on her. Style Keywords: hyper-realistic , photorealistic , extreme muscular definition , bodybuilder physique , fitness fantasy , soft lighting , editorial style , fitness magazine shoot , high detail skin texture , sharp shadows and highlights , strong anatomy , symmetrical composition ,
Create a minimalist illustration depicting the risks of project implementation. Use a clean , simple design with a muted color palette (e.g. , grayscale , soft blues , or beige tones). Include abstract symbols or icons representing risks such as uncertainty (a question mark) , delays (a clock or hourglass) , budget overruns (a broken coin or dollar sign) , and communication breakdowns (a tangled line or broken speech bubble). Arrange the elements in a balanced , uncluttered composition , with ample negative space to emphasize simplicity. Avoid detailed figures or complex backgrounds , focusing on geometric shapes and bold outlines to convey the concept clearly. ,
Create a minimalist illustration depicting the risks of project implementation. Use a clean , simple design with a muted color palette (e.g. , grayscale , soft blues , or beige tones). Include abstract symbols or icons representing risks such as uncertainty (a question mark) , delays (a clock or hourglass) , budget overruns (a broken coin or dollar sign) , and communication breakdowns (a tangled line or broken speech bubble). Arrange the elements in a balanced , uncluttered composition , with ample negative space to emphasize simplicity. Avoid detailed figures or complex backgrounds , focusing on geometric shapes and bold outlines to convey the concept clearly. ,
Create a minimalist illustration depicting the risks of project implementation. Use a clean , simple design with a muted color palette (e.g. , grayscale , soft blues , or beige tones). Include abstract symbols or icons representing risks such as uncertainty (a question mark) , delays (a clock or hourglass) , budget overruns (a broken coin or dollar sign) , and communication breakdowns (a tangled line or broken speech bubble). Arrange the elements in a balanced , uncluttered composition , with ample negative space to emphasize simplicity. Avoid detailed figures or complex backgrounds , focusing on geometric shapes and bold outlines to convey the concept clearly. ,
Logo for "SANTARA" — a cultural and living project in Bali. Style: minimalist , natural , architectural , sophisticated. Mood: earthy elegance , timeless , future-oriented. Palette: sand , terracotta , soft white , black. Typography: clean sans-serif , custom organic flow. Avoid obvious tree/leaf icons. Focus on abstract natural geometry. MINIMALISM PLS ,
Logo for "SANTARA" — a cultural and living project in Bali. Style: minimalist , natural , architectural , sophisticated. Mood: earthy elegance , timeless , future-oriented. Palette: sand , terracotta , soft white , black. Typography: clean sans-serif , custom organic flow. Avoid obvious tree/leaf icons. Focus on abstract natural geometry. ,
Cityscape: Depict a sprawling cityscape dominated by towering skyscrapers , elevated highways , and labyrinthine alleyways. The architecture should reflect a fusion of futuristic designs , incorporating sleek lines , geometric shapes , and glass facades. Pay attention to the scale and density of buildings to emphasize the city's vastness.Neon Lights: Infuse the city with vibrant and luminous neon lights that cast an otherworldly glow upon the streets. Incorporate a variety of neon colors such as electric blues , intense purples , and vibrant pinks to create a mesmerizing and immersive atmosphere.Rain and Reflections: Integrate rainfall into your composition to add an element of dynamism and to enhance the cyberpunk aesthetic. Show raindrops cascading down glass surfaces , creating rivulets and puddles that reflect the neon lights and cityscape. These reflections should add depth and visual interest to your artwork.Characters: Include one or more characters that embody the spirit of the cyberpunk genre. They can be enigmatic hackers , fearless mercenaries , or mysterious individuals shrouded in futuristic attire. Pay attention to their poses , clothing , and facial expressions to convey a sense of resilience , determination , or rebellion.Augmented Reality: Introduce elements of augmented reality or holographic projections to showcase the city's technological advancements. This could include holographic advertisements , virtual graffiti , or futuristic interfaces hovering in the air. Use a combination of translucent and opaque elements to create depth and realism.High-Tech Gadgets: Incorporate advanced gadgets or cybernetic enhancements to highlight the futuristic nature of the setting. This could involve characters with augmented limbs , virtual reality headsets , or sleek handheld devices. Ensure these elements seamlessly integrate into the overall composition and enhance the cyberpunk atmosphere.Industrial Elements: Introduce industrial elements that hint at the city's darker underbelly. This could include smokestacks , factory silhouettes , or billowing steam , adding texture and a sense of realism to the urban environment.Dramatic Lighting: Utilize dramatic lighting techniques to create contrast and enhance the atmosphere of your artwork. Experiment with harsh light sources , deep shadows , and dynamic lighting effects to evoke a sense of mystery , danger , or intrigue.Technological Interfaces: Incorporate futuristic interfaces and displays within the cityscape or on the characters themselves. These can include holographic screens , floating data streams , or heads-up displays. Use intricate details and intricate patterns to add complexity and depth to these elements.Composition and Perspective: Craft a composition that is visually compelling and dynamic. Experiment with unusual perspectives , such as low-angle or high-angle shots , to create a sense of scale and depth. Utilize leading lines and vanishing points to guide the viewer's eye through the scene and draw them into the cyberpunk world you've created. ,
Cityscape: Depict a sprawling cityscape dominated by towering skyscrapers , elevated highways , and labyrinthine alleyways. The architecture should reflect a fusion of futuristic designs , incorporating sleek lines , geometric shapes , and glass facades. Pay attention to the scale and density of buildings to emphasize the city's vastness.Neon Lights: Infuse the city with vibrant and luminous neon lights that cast an otherworldly glow upon the streets. Incorporate a variety of neon colors such as electric blues , intense purples , and vibrant pinks to create a mesmerizing and immersive atmosphere.Rain and Reflections: Integrate rainfall into your composition to add an element of dynamism and to enhance the cyberpunk aesthetic. Show raindrops cascading down glass surfaces , creating rivulets and puddles that reflect the neon lights and cityscape. These reflections should add depth and visual interest to your artwork.Characters: Include one or more characters that embody the spirit of the cyberpunk genre. They can be enigmatic hackers , fearless mercenaries , or mysterious individuals shrouded in futuristic attire. Pay attention to their poses , clothing , and facial expressions to convey a sense of resilience , determination , or rebellion.Augmented Reality: Introduce elements of augmented reality or holographic projections to showcase the city's technological advancements. This could include holographic advertisements , virtual graffiti , or futuristic interfaces hovering in the air. Use a combination of translucent and opaque elements to create depth and realism.High-Tech Gadgets: Incorporate advanced gadgets or cybernetic enhancements to highlight the futuristic nature of the setting. This could involve characters with augmented limbs , virtual reality headsets , or sleek handheld devices. Ensure these elements seamlessly integrate into the overall composition and enhance the cyberpunk atmosphere.Industrial Elements: Introduce industrial elements that hint at the city's darker underbelly. This could include smokestacks , factory silhouettes , or billowing steam , adding texture and a sense of realism to the urban environment.Dramatic Lighting: Utilize dramatic lighting techniques to create contrast and enhance the atmosphere of your artwork. Experiment with harsh light sources , deep shadows , and dynamic lighting effects to evoke a sense of mystery , danger , or intrigue.Technological Interfaces: Incorporate futuristic interfaces and displays within the cityscape or on the characters themselves. These can include holographic screens , floating data streams , or heads-up displays. Use intricate details and intricate patterns to add complexity and depth to these elements.Composition and Perspective: Craft a composition that is visually compelling and dynamic. Experiment with unusual perspectives , such as low-angle or high-angle shots , to create a sense of scale and depth. Utilize leading lines and vanishing points to guide the viewer's eye through the scene and draw them into the cyberpunk world you've created. ,
*"A colorful chart for 6-year-olds titled 'Forces Around Us!' Show: A child pushing a toy car (PUSH) , A kid pulling a wagon (PULL) , An apple falling (GRAVITY) , Shoes gripping the ground (FRICTION) , Magnets sticking to a fridge. Cartoon style , happy faces , bright colors!"* Tips Use bold colors and large text for readability. Add stickers/emojis (e.g. , 🚗 for push , 🧲 for magnets). Print it out or project it on a screen for class presentations! ,
A hyper-realistic futuristic megacity in the year 3000 , built entirely from glowing , interconnected cubes with razor-sharp edges and intricate geometric precision. The towering skyscrapers , suspended bridges , and hovering platforms emit a radiant neon glow dominated by deep blues and icy cyan tones , casting crisp reflections on the sleek metallic and glass-like surfaces below. The entire cityscape is bathed in an otherworldly , cool blue illumination , creating a mesmerizing yet highly realistic atmosphere. In the foreground , a massive UFO with an ultra-sleek metallic surface hovers ominously. Its structure is lined with intricate glowing circuits and pulsating blue energy patterns , giving it an advanced , almost alien aesthetic. The craft’s propulsion system emits a soft but intense blue light , illuminating the structures beneath it. Above the city , countless futuristic flying vehicles—sleek personal pods , anti-gravity taxis , and enormous levitating cargo ships—navigate through the sky on invisible transit pathways. Their smooth , aerodynamic forms and illuminated trails blend seamlessly into the city’s luminous environment. Holographic billboards with sharp , high-resolution projections float between buildings , displaying futuristic advertisements and data streams that flow like glowing rivers of light. The sky is a breathtaking cosmic expanse , featuring swirling nebulae , distant planetary rings , and orbiting space stations , all rendered with extreme clarity. Every detail , from the sharp reflections on the structures to the crisp outlines of the aerial traffic , is captured with stunning realism , creating an immersive vision of the far future. ,
A female aasimar protector , with dark skin and curly black hair , with an athletic body. She possesses large angel wings projecting from her back , made of pure , glowing white light , with ethereal feather detailing. She wears an arcane focus in the form of a gold ring with blue jewels. Her clothing is blue and revealing , with fabric covering only her private parts , leaving her abdomen and hip exposed. She stands in a combat pose , with a determined and powerful facial expression , against a background of moonlit ancient ruins. Dramatic lighting from above. Photorealistic fantasy concept art style. ,
A female aasimar protector , with dark brown skin and curly dark hair , with an athletic body. She possesses large angel wings projecting from her back , made of pure , glowing white light , with ethereal feather detailing. She wears an arcane focus in the form of a gold ring with blue jewels. Her clothing is blue and revealing , similar to Kitana from Mortal Kombat , with fabric covering only her private parts , leaving her abdomen and hip exposed. She stands in a combat pose , with a determined and powerful facial expression , against a background of moonlit ancient ruins. Dramatic lighting from above. Photorealistic fantasy concept art style. ,
A female Aasimar Protector , with dark brown skin and curly dark hair , with an athletic body. She possesses large angel wings projecting from her back , made of pure bright white light , with ethereal feather detailing. She wears an arcane focus in the form of a gold ring with blue jewels. Her clothing is blue and revealing , similar to Kitana from Mortal Kombat , with fabric partially covering her legs and arms , leaving her midriff bare. She stands in a combat pose , with a determined and powerful facial expression , against a background of moonlit ancient ruins. Dramatic lighting from above. Photorealistic fantasy concept art style. ,
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. ,