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Explore AI generated designs, images, art and prompts by top community artists and designers.
Spiral shaped audience seating: The audience seating is no longer symmetrical circular or fan-shaped , but extends outward from the central stage in a spiral shape , like a flowing olive branch. The spiral design breaks the traditional viewing relationship , allowing the audience to watch the performance from different angles and heights , and gain a unique visual experience. Distributed stage: The stage is no longer limited to a fixed area , but is dispersed at various nodes of the spiral shaped audience seating. Actors can perform on different stages , and audiences can follow in their footsteps and freely move around the theater to experience different plot developments. Immersive Landscape: Olive trees and other Mediterranean plants are planted in the theater , creating a natural landscape barrier and interactive space. Viewers can rest under the shade of trees or interact with plants to become a part of the performance. Modular structure: Spiral foundation module: composed of prefabricated concrete components , forming a spiral foundation structure. Each component is approximately 2 meters long , 0.5 meters wide , and 0.3 meters high , with a moderate weight for easy transportation and installation. Modular platform: Each spiral node is equipped with a modular platform that can serve as a stage or audience seat. The platform is composed of lightweight steel structures and wooden boards , which can be quickly built and dismantled. Removable seats: The seats are made of lightweight materials and can be freely moved and combined to meet different performance needs. Ecological Landscape Module: Install an ecological landscape module on each spiral node , planting olive trees or other Mediterranean plants. The module is made of recyclable materials for easy maintenance and replacement. Featured features: Top view: The theater is spiral shaped with a circular pool in the center , and a statue of the Virgin Mary stands in the center of the pool. The spiral shaped audience seats extend outward from the pool , with a modular platform and ecological landscape module set up at each node. Side view: The theater is in a stepped shape , with spiral shaped audience seats gradually rising , providing a good view for the audience. The modular platform and ecological landscape modules are arranged in a staggered manner between the audience seats. Perspective view: Viewers can freely move on the spiral shaped audience seats and watch the performance from different angles. Actors perform on different modular platforms and interact with the audience. Olive trees and other Mediterranean plants add a natural atmosphere to the theater. The breakthrough modular outdoor theater of "Olive Branch and Our Lady's Song" will become a new trend in the future development of outdoor theaters with its unique design concept and breakthrough layout , providing people with more opportunities to experience art , get close to nature , and experience culture ,
Una vista panorámica del pintoresco pueblo de Liria al amanecer , con los tejados de las casas tradicionales bañados por la luz dorada del sol naciente. Al fondo , se eleva el imponente y enigmático Bosque Susurrante , cuyos árboles altos y densos parecen guardar secretos milenarios. La atmósfera es serena y mágica , resaltando la quietud de la mañana y la promesa de una aventura. ,
A beautiful young European woman with fair skin , delicate features , and soft wavy blonde hair , captured in a photorealistic style. Her striking blue eyes and serene expression give her a confident yet natural charm. She wears a simple , stylish outfit such as a light-colored blouse or a casual jacket. The lighting is soft and natural , emphasizing her flawless complexion. The focus is on her face and upper body , with a gentle , blurred background that draws attention to her facial features and the natural flow of her hair. The image is highly detailed , with a warm , inviting atmosphere. ,
"Draw the inside of a fairy-tale house , endless inside. Inside the house is a whole world: fields , trees , people and buildings , each element is a part of a larger whole. Draw four doors leading to different levels of this world: the nearest (right behind the threshold) , the functional (where work is in full swing) , the organizational (where the rules hang on the walls) and the global (where the horizon with clouds and the sun is visible). Do the drawing in pencil , with soft shadows and accents on yellow highlights of light." ,
A serene , nighttime scene depicts a grassy meadow at the base of a hill. A dark wooden , ornate chest , covered with a rich golden-yellow cloth , is situated in the center-midground. Small , glowing yellow wildflowers are scattered across the grassy area. Dark green trees and bushes surround the meadow. A golden-domed building , possibly a mosque or similar structure , is visible in the mid-background , nestled amongst the trees. A yellow banner hangs from a wooden pole to the left mid-ground , draped slightly over a forested area. The sky is a dark midnight blue , dotted with numerous small , bright yellow stars. Light clouds obscure part of the sky , and the overall atmosphere is peaceful and contemplative. The style is detailed and painterly , with a soft , almost luminous quality to the wildflowers and the muted colors. The lighting seems to emanate from the golden dome and the starry sky , casting a warm glow on the landscape and the chest. The perspective is slightly elevated , looking down on the meadow , and composition is balanced. ,
A serene , nighttime scene depicts a grassy meadow at the base of a hill. A dark wooden , ornate chest , covered with a rich golden-yellow cloth , is situated in the center-midground. Small , glowing yellow wildflowers are scattered across the grassy area. Dark green trees and bushes surround the meadow. A golden-domed building , possibly a mosque or similar structure , is visible in the mid-background , nestled amongst the trees. A yellow banner hangs from a wooden pole to the left mid-ground , draped slightly over a forested area. The sky is a dark midnight blue , dotted with numerous small , bright yellow stars. Light clouds obscure part of the sky , and the overall atmosphere is peaceful and contemplative. The style is detailed and painterly , with a soft , almost luminous quality to the wildflowers and the muted colors. The lighting seems to emanate from the golden dome and the starry sky , casting a warm glow on the landscape and the chest. The perspective is slightly elevated , looking down on the meadow , and composition is balanced. ,
A serene , nighttime scene depicts a grassy meadow at the base of a hill. A dark wooden , ornate chest , covered with a rich golden-yellow cloth , is situated in the center-midground. Small , glowing yellow wildflowers are scattered across the grassy area. Dark green trees and bushes surround the meadow. A golden-domed building , possibly a mosque or similar structure , is visible in the mid-background , nestled amongst the trees. A yellow banner hangs from a wooden pole to the left mid-ground , draped slightly over a forested area. The sky is a dark midnight blue , dotted with numerous small , bright yellow stars. Light clouds obscure part of the sky , and the overall atmosphere is peaceful and contemplative. The style is detailed and painterly , with a soft , almost luminous quality to the wildflowers and the muted colors. The lighting seems to emanate from the golden dome and the starry sky , casting a warm glow on the landscape and the chest. The perspective is slightly elevated , looking down on the meadow , and composition is balanced. ,
A serene , nighttime landscape depicts a grassy field at the base of a hill. A dark wooden coffin , draped with a golden-yellow cloth , rests in the middle ground. The coffin is positioned slightly off-center , towards the lower portion of the image. A large , golden-domed building , resembling a mosque , is visible in the background , nestled among trees and hills. A yellow banner hangs from a wooden pole near the left side of the image. The field is covered in small , glowing yellow flowers. The colors are muted and dark , dominated by shades of deep green for the foliage and hills , contrasted by the golden yellow of the dome , banner , and cloth covering the coffin. The night sky is dark , with scattered , small , golden stars. The lighting is soft and atmospheric , highlighting the details of the buildings and the textures of the landscape. The overall style is reminiscent of a storybook illustration or a painting , with smooth , detailed brushstrokes creating a peaceful and mystical atmosphere. The perspective is from a slightly elevated position looking down at the scene. Important details include the presence of the banner , the glowing flowers , the dark wood of the coffin and the subtle lighting on the buildings in the distance. ,
A hyper-realistic 3D Blender-rendered character portrait , ultra-detailed with stunning lighting and shadow interplay. A confident woman with long , flowing wavy brown hair , deep expressive eyes , naturally arched eyebrows , a straight nose , and smaller lips , closely resembling the girl in the reference images. Fair skin with warm undertones. She wears a high-necked , long-sleeve black fitted top. Her earrings are small ‘X’ markers , subtly referencing stock market indicators. She stands with her arms crossed , exuding intelligence and confidence. The lighting is cinematic , golden-hour inspired , with realistic depth , soft reflections , and physically accurate shadows. The background is a clean white environment , emphasizing the character with a polished and professional composition. High-poly rendering , ultra-crisp textures , ray-traced reflections , volumetric lighting , and physically based materials , achieving a lifelike blend of realism and stylization. Upper body shot , centered with white margins for a balanced composition. 8K resolution , HDR color gradiNg ,
In South Korea , beauty standards are influenced by traditional ideals , K-pop culture , and modern aesthetics. The general perception of beauty is often associated with youthful , delicate , and refined features. Here are some key characteristics:1. Facial FeaturesV-Shaped Jawline – A slim and well-defined jawline is considered attractive. Many people undergo cosmetic procedures to achieve this look.Big , Bright Eyes – Large eyes with double eyelids are preferred , often enhanced with makeup , eyelid surgery , or contact lenses.Small and High Nose – A straight or slightly upturned nose with a defined bridge is desirable.Clear and Flawless Skin – Pale , smooth , and blemish-free skin is a major beauty standard , often associated with skincare routines and treatments.2. Body FeaturesSlim Figure – A slender body with a small waist and long legs is highly valued. The "S-line" (curvy yet slim) and "11-line abs" (visible vertical abdominal lines) are often seen as ideal.Height Preference – Taller women are generally considered more attractive , though petite figures are also appreciated.3. Makeup I'd like to see her in the dress. ,
In South Korea , beauty standards are influenced by traditional ideals , K-pop culture , and modern aesthetics. The general perception of beauty is often associated with youthful , delicate , and refined features. Here are some key characteristics: 1. Facial Features V-Shaped Jawline – A slim and well-defined jawline is considered attractive. Many people undergo cosmetic procedures to achieve this look. Big , Bright Eyes – Large eyes with double eyelids are preferred , often enhanced with makeup , eyelid surgery , or contact lenses. Small and High Nose – A straight or slightly upturned nose with a defined bridge is desirable. Clear and Flawless Skin – Pale , smooth , and blemish-free skin is a major beauty standard , often associated with skincare routines and treatments. 2. Body Features Slim Figure – A slender body with a small waist and long legs is highly valued. The "S-line" (curvy yet slim) and "11-line abs" (visible vertical abdominal lines) are often seen as ideal. Height Preference – Taller women are generally considered more attractive , though petite figures are also appreciated. 3. Makeup & Fashion Natural Makeup Look – A fresh and youthful "no-makeup" makeup style is common , emphasizing soft colors , dewy skin , and gradient lips. Trendy & Feminine Fashion – Korean beauty is often complemented by stylish and elegant clothing , with a focus on pastel colors and minimalistic designs. 4. Influence of K-pop & Media The popularity of K-pop idols and actresses has a strong influence on beauty trends. Celebrities such as IU , Suzy , and Jennie from BLACKPINK set the standard for modern beauty in Korea , leading many to adopt similar styles. While these beauty standards are widely recognized , there is a growing movement toward self-love and diversity , encouraging people to embrace their unique features. please make a short movie with this conditions , please. ,
Imagina un mono sentado en posición de meditación , vestido con un tradicional traje de budista , con su pelaje suave y brillante. Su expresión es serena y tranquila , reflejando una profunda paz interior. Detrás de él , se alza majestuosa la estatua de San Agustín , en Huila , con su imponente figura que evoca una sensación de espiritualidad y contemplación. La luz del sol ilumina la escena , creando un ambiente de calma y armonía , donde la sabiduría del mono y la grandeza de la estatua se entrelazan en un momento de reflexión y conexión espiritual. ,
"Un'immagine drammatica e altamente dettagliata di Gesù Cristo crocifisso. Il cielo è coperto da nuvole scure e minacciose , con raggi di luce che filtrano tra le nuvole , creando un effetto sacro e mistico. Gesù ha un'espressione di sofferenza e compassione , con il corpo segnato da ferite e una corona di spine sulla testa. Il legno della croce è ruvido e antico , con dettagli visibili nelle venature e nei chiodi. Sullo sfondo si intravede la silhouette di Gerusalemme in lontananza. L'atmosfera è solenne e carica di emotività , con colori drammatici e contrasti di luce e ombra." ,
A full-body vertical composition of a divine woman ascending gracefully , her entire figure enveloped in a majestic turquoise mantle that flows dynamically around her , the undisputed centerpiece of the artwork. The mantle , rich in hyperrealistic texture and intricate folds , shimmers with subtle iridescent highlights , inspired by classical Renaissance depictions of ascending virgins yet reimagined with a striking modernist flair. Her pose is ethereal and uplifting , with the mantle billowing as if lifted by an unseen force , revealing glimpses of her form beneath. Her hands are elegantly posed , perfectly proportioned , with slender fingers and smooth , flawless skin , rendered with exceptional anatomical accuracy and artistic grace. Her face carries a serene yet profound expression , with a piercing , soulful gaze that draws the viewer in. The scene is illuminated by dramatic , celestial light , weaving warm complementary tones of radiant reds and oranges into the cool turquoise , a masterful showcase of colorism and tonalism. Soft beams of light and glowing accents enhance the mantle’s vibrancy and her divine presence. The background is a luminous , dreamlike expanse with subtle sparkles of complementary hues , keeping the focus on her ascending figure. Ultra-detailed rendering , photorealistic quality , exquisite details in the fabric’s weave , her subtle skin texture , and her perfectly crafted hands , a harmonious blend of classical grandeur and avant-garde innovation , vibrant and balanced composition , a timeless masterpiece capturing the full majesty of her ascent. ,
professional photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , (sultry flirty look) , gorgeous symmetrical face , cute natural makeup , wearing a pristine white , belted , knee-length coat over a high-necked white turtleneck sweater , black pants , creating a chic monochromatic look. Her makeup is natural , subtly contoured cheeks , and a natural lip color that complements her fair complexion. She is standing next to a Lamborghini sports car in a city street , and gazes directly at the camera with a poised and composed expression. The setting appears to be a European city during winter. The street is lined with multi-story buildings featuring classic architectural details , such as tall windows and decorative facades. Warm , inviting lights glow from the windows and storefronts , contrasting with the cool tones of the snow and the overcast sky. The overall ambiance is one of refined urban elegance , blending the timeless charm of the architecture with contemporary fashion and lifestyle elements. The lighting is soft and diffused , likely due to the cloudy weather , which enhances the serene and sophisticated mood of the image. The image is in 16:9 format , ultra realistic , ultra detailed , sharp focus , (professionally color graded) , ((bright soft diffused light)) , 8k high resolution. ,
professional photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , (sultry flirty look) , gorgeous symmetrical face , cute natural makeup , wearing a pristine white , belted , knee-length coat over a high-necked white turtleneck sweater , black pants , creating a chic monochromatic look. Her makeup is natural , subtly contoured cheeks , and a natural lip color that complements her fair complexion. She gazes directly at the camera with a poised and composed expression. The setting appears to be a European city during winter. The street is lined with multi-story buildings featuring classic architectural details , such as tall windows and decorative facades. Warm , inviting lights glow from the windows and storefronts , contrasting with the cool tones of the snow and the overcast sky. Parked cars , including a sleek , silver Lamborghini sports car and a black luxury vehicle , are visible in the background , adding a touch of modernity and affluence to the scene. The overall ambiance is one of refined urban elegance , blending the timeless charm of the architecture with contemporary fashion and lifestyle elements. The lighting is soft and diffused , likely due to the cloudy weather , which enhances the serene and sophisticated mood of the image. The image is in landscape format , ultra realistic , ultra detailed , sharp focus , (professionally color graded) , ((bright soft diffused light)) , 8k high resolution. ,
The triplets are very similar to each other , the only difference is in weight and voice. The biggest one is a Crowbar. He has dark bushy eyebrows and a potty hairstyle. He's the most exuberant , but at the same time he has a low voice. Loya will be slightly smaller than Loma , she differs only in a more gentle voice. The girl repeats everything after her brother. Lou is the most cowardly , and her voice is squeaky. ,
Create a Real Eye of a Model Face - A real photo of numerous tiny people , reminiscent of midgets , performing permanent lip makeup on a giant face. They use miniature tattoo machines , climb tiny ladders and scaffolding to reach different areas of the eye , and work together like a professional beauty studio. Some hold containers of pigment , others stretch the skin or give instructions , creating a lively and detailed atmosphere. The midgets are dressed in white and pink suits. The giant face must look realistic , with natural skin texture and plump lips , while the tiny artists wear work aprons and use intricate , detailed tools. Pink background. The scene must be highly detailed and visually appealing ,
Imagine a beautiful and unique female anime character enjoying a sunny day at the beach. She is standing in a dynamic pose inspired by Oigresd's character pose sheet on DeviantArt (Reference Pack - Yo-Nashi Beach Poses | Anime Poses Reference , Drawing Beach , Drawing Poses - Pinterest). Her outfit consists of a fancy swimsuit , possibly a navy blue onesie with a small horizontal "skirt flap" as seen in the Japanese animations (Is the dark blue "school swimsuit" we see in the Japanese animations real? - Quora) . It is surrounded by an impressive seascape , reminiscent of the beauty of Okinawa depicted in animes such as The Aquatope on the White Sand (10 Best Anime That Are Set By The Sea - CBR). This female character is portrayed with the utmost respect , never reducing herself to fanservice (10 Anime Characters Who Are Never Reduced To Fanservice - CBR) , and clearly demonstrating her love and reverence for the ocean , just like other notable anime characters like Jotaro Kujo (Jotaro ,
A radiant woman with short wavy black hair and warm brown eyes enjoys a peaceful sunset picnic in a sprawling flower field , wearing a flowing off-shoulder bohemian dress with delicate floral patterns. She reclines on a soft blanket , surrounded by wicker baskets filled with fresh fruit , cheese , and a bottle of sparkling wine. The golden sunset bathes the field in warm hues , as butterflies dance around her , creating a dreamy , serene atmosphere full of tranquility and beauty. ,
"A wide-angle view of a traditional Ramadan music room with various instruments like an oud , tabla , and qanun arranged artistically across a spacious wooden floor. In the center , a musician , a young man in his twenties with no beard , is playing the oud , his expression calm and peaceful. The room is bathed in the warm glow of multiple golden lanterns , casting soft light on the instruments. Ramadan decorations hang from the ceiling , and soft light filters through large windows , adding a serene ambiance. The atmosphere feels welcoming and festive , capturing the essence of a serene Ramadan night." ,
"A wide-angle view of a traditional Ramadan music room with various instruments like an oud , tabla , and qanun arranged artistically across a spacious wooden floor. In the center , a musician , a young man in his twenties with no beard , is playing the oud , his expression calm and peaceful. The room is bathed in the warm glow of multiple golden lanterns , casting soft light on the instruments. Ramadan decorations hang from the ceiling , and soft light filters through large windows , adding a serene ambiance. The atmosphere feels welcoming and festive , capturing the essence of a serene Ramadan night." ,
A cinematic ultra-wide nighttime scene in San Francisco Bay , featuring the Golden Gate Bridge shrouded in stormy mist under heavy rain. The foreground shows a sleek red Koenigsegg Jesko Absolut with gold pinstriping parked on a rain-soaked elevated road , water beading on its carbon fiber body. Spider-Man (modern textured suit , mask slightly lifted) , Batman (tactical armor , cape draped over the car) , and Daredevil (matte black-red suit , glowing billy clubs) stand closely grouped together , shoulders touching as they lean casually against the vehicle , their faces lit by dramatic chiaroscuro lighting. A gray timber wolf with rain-dampened fur rests calmly nearby , amber eyes reflecting golden city lights. The wet asphalt mirrors light trails from distant traffic , while cool steel-blue tones contrast with warm glows from skyscraper windows. Ultra-detailed 8K realism with a shallow depth of field , capturing individual raindrops as silvery streaks and fog clinging to bridge towers. Style inspired by Alex Ross’ dramatic comic lighting and moody urban photorealism , evoking serene melancholy. ,
"Por favor , crea una imagen visualmente atractiva y profesional que represente el producto terminado de 'Palhitos , Equilibrio en un Bocado'. La imagen debe incluir: 1. **Caja del Producto:** Una caja elegante y moderna , con un diseño minimalista pero llamativo , en colores suaves y naturales que transmitan calma y bienestar. La caja debe tener el logo 'Palhitos , Equilibrio en un Bocado' claramente visible. 2. **Palitos Comestibles:** Muestra una variedad de palitos comestibles desplegados alrededor de la caja , destacando diferentes sabores y texturas (crujientes , suaves , masticables , cremosos). Cada palito debe tener un aspecto apetitoso y estar envuelto individualmente con un diseño coherente y atractivo. 3. **Guía de Uso:** Incluye una pequeña guía o tarjeta que sugiera qué palito elegir según el estado emocional , colocada estratégicamente junto a la caja. 4. **Ambientación:** La imagen debe estar ambientada en un entorno que refleje el estilo de vida del público objetivo (ej. una oficina moderna , un escritorio de estudiante , un espacio de relajación en casa). Usa una iluminación suave y natural para resaltar el producto. 5. **Detalles Adicionales:** Asegúrate de que la imagen transmita los valores del producto: bienestar emocional , conveniencia , variedad y salud. Puedes incluir elementos como una taza de té o un libro para reforzar la idea de un momento de pausa y autocuidado. La imagen debe ser de alta calidad , lista para ser utilizada en campañas de marketing , redes sociales y material promocional. Agrega a la caja este símbolo 💯 para indicar el contenido" ,
"Por favor , crea una imagen visualmente atractiva y profesional que represente el producto terminado de 'Palhitos , Equilibrio en un Bocado'. La imagen debe incluir: 1. **Caja del Producto:** Una caja elegante y moderna , con un diseño minimalista pero llamativo , en colores suaves y naturales que transmitan calma y bienestar. La caja debe tener el logo 'Palhitos , Equilibrio en un Bocado' claramente visible. 2. **Palitos Comestibles:** Muestra una variedad de palitos comestibles desplegados alrededor de la caja , destacando diferentes sabores y texturas (crujientes , suaves , masticables , cremosos). Cada palito debe tener un aspecto apetitoso y estar envuelto individualmente con un diseño coherente y atractivo. 3. **Guía de Uso:** Incluye una pequeña guía o tarjeta que sugiera qué palito elegir según el estado emocional , colocada estratégicamente junto a la caja. 4. **Ambientación:** La imagen debe estar ambientada en un entorno que refleje el estilo de vida del público objetivo (ej. una oficina moderna , un escritorio de estudiante , un espacio de relajación en casa). Usa una iluminación suave y natural para resaltar el producto. 5. **Detalles Adicionales:** Asegúrate de que la imagen transmita los valores del producto: bienestar emocional , conveniencia , variedad y salud. Puedes incluir elementos como una taza de té o un libro para reforzar la idea de un momento de pausa y autocuidado. La imagen debe ser de alta calidad , lista para ser utilizada en campañas de marketing , redes sociales y material promocional. Agrega a la caja este símbolo 💯 para indicar el contenido" ,
Rogério Manichart Gerente Financeiro em uma empresa de médio porte. Se atualizar com as novas estratégias de mercado e práticas de gestão pois a empresa está em expansão. Educação prática e direta , com aplicação real. Estudar casos de sucesso. Se interessa por treinamentos e cursos de aperfeiçoamento para ele e sua equipe. ,
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. ,