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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. ,
Um flyer vibrante e moderno para um culto jovem com o tema 'Reconstrução'. O design deve transmitir renovação , esperança e crescimento espiritual. O fundo pode ter uma combinação de tons azuis e dourados , simbolizando o céu e a luz divina , com elementos gráficos que remetem a construção , como peças se encaixando , tijolos sendo colocados ou um efeito de cidade se reconstruindo. O título 'RECONSTRUÇÃO' deve estar em destaque com uma tipografia forte e impactante , acompanhada de um versículo inspirador. O layout deve incluir espaços para informações como data , horário e local , além de detalhes do ministério organizador. O estilo deve ser moderno e envolvente , atraindo um público jovem , com um toque de design minimalista e dinâmico. ,
Um flyer vibrante e moderno para um culto jovem com o tema 'Reconstrução'. O design deve transmitir renovação , esperança e crescimento espiritual. O fundo pode ter uma combinação de tons azuis e dourados , simbolizando o céu e a luz divina , com elementos gráficos que remetem a construção , como peças se encaixando , tijolos sendo colocados ou um efeito de cidade se reconstruindo. O título 'RECONSTRUÇÃO' deve estar em destaque com uma tipografia forte e impactante , acompanhada de um versículo inspirador. O layout deve incluir espaços para informações como data , horário e local , além de detalhes do ministério organizador. O estilo deve ser moderno e envolvente , atraindo um público jovem , com um toque de design minimalista e dinâmico. ,
you are the best believer of content and marketing on social networks around the world. You specialize in growing and nurturing audiences on social networks , generate the best office with these examples *1. Key Elements of the Futuristic Control Room* Inspired by films like Minority Report or The Avengers , the room must convey *advanced technology , mystery and action*. Includes: - *Floating holographic screens* (with data , maps or binary codes). ,
Style: Concept Art. Scene: A futuristic cityscape , with towering skyscrapers and sleek , aerodynamic vehicles speeding through the air. The high-resolution OLED GUI interface displays in the windows of the buildings are filled with transparent data visualization infographics , displaying everything from weather patterns to traffic flow. The colors are saturated and vibrant , with warm pinks and purples dominating the skyline. The overall effect is both beautiful and awe-inspiring. ,
A photorealistic portrait of a ((determined|resilient|innovative)) ((scientist|researcher|inventor)) working on a transparent data visualization infographic , with a high-resolution OLED GUI interface display and annotations. The image is framed within a display case , showcasing the intricate technical drawing of a groundbreaking invention. ,
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. ,
Style: Concept Art. Scene: A futuristic cityscape , with towering skyscrapers and sleek , aerodynamic vehicles speeding through the air. The high-resolution OLED GUI interface displays in the windows of the buildings are filled with transparent data visualization infographics , displaying everything from weather patterns to traffic flow. The colors are saturated and vibrant , with warm pinks and purples dominating the skyline. The overall effect is both beautiful and awe-inspiring. ,
knollingcase , winter scenery of Lapland inside of snow globe , aurora borealis , transparent data visualization , trending on artstation , by Tom Bagshaw and Seb McKinnon , ultra detailed , hyper-realistic , cinematic , dramatic lighting , volumetric lighting , 150mm , octane render , photorealistic , denoise , photograph with a Hasselblad H3DII ,
A dynamic logo featuring flowing lines forming an infinity symbol , intersected by a robotic arm. The flowing lines , representing data flow , are colored in Oxford Blue (#031E49) , while the robotic arm is in Jet Stream (#B8CAD1). Electric Red (#EE0405) accents highlight the intersection points , symbolizing the continuous integration of data and robotics. ,
(((The space station is massively bigger than Babylon 5 , but in the shape of Deep Space 9))). (((The space station has 6 O'Neal Class space stations off in 5 directions , & 1 down the middle))). It's 10 times bigger than Saturn , and generates it's own power. There are hundreds of starships going to & fro , from the station , at any hour of the day. The station is in the foreground. There are many stars , a nebula , and a comet , in the background. , conceptual art , vibrant , 3d render , architecture , portrait photography , cinematic , vibrant glass , diamond , J. Michael Strazynski style.An avant-garde art piece suspended in mid-air , defying gravity with its intricate and ethereal beauty. The multidimensional sculpture , inspired by a chart , is a dazzling blend of metallic and translucent materials , reflecting light in a mesmerizing array of colors and patterns. At its core , a complex geometric structure forms the foundation , reminiscent of a three-dimensional graph or network diagram. Delicate wires and filaments crisscross the space , connecting nodes and data points in a mesmerizing dance of connectivity and complexity. A dramatic , cinematic photo capturing the wrath of God. Dark clouds loom above , and lightning illuminates the sky , casting a shadowy atmosphere. In the foreground , a figure of a broken statue lies on the ground , symbolizing the devastation and destruction brought by the divine wrath. The landscape is barren , with a sense of desolation and despair. The overall ambiance is intense and dramatic , evoking awe and fear. , cinematic , photo , 3d render , architecture , portrait photography ,
(((The space station is massively bigger than Babylon 5 , but in the shape of Deep Space 9))). (((The space station has 6 O'Neal Class space stations off in 5 directions , & 1 down the middle))). It's 10 times bigger than Saturn , and generates it's own power. There are hundreds of starships going to & fro , from the station , at any hour of the day. The station is in the foreground. There are many stars , a nebula , and a comet , in the background. , conceptual art , vibrant , 3d render , architecture , portrait photography , cinematic , vibrant glass , diamond , J. Michael Strazynski style.An avant-garde art piece suspended in mid-air , defying gravity with its intricate and ethereal beauty. The multidimensional sculpture , inspired by a chart , is a dazzling blend of metallic and translucent materials , reflecting light in a mesmerizing array of colors and patterns. At its core , a complex geometric structure forms the foundation , reminiscent of a three-dimensional graph or network diagram. Delicate wires and filaments crisscross the space , connecting nodes and data points in a mesmerizing dance of connectivity and complexity. ,
backrooms , flurry of leaves and flowers , clean vector lines , futuristic computer backpack , beautiful high quality realistic fantasy art , holding koi fish in palace. light cute blush on face. glass fish hat. medium shot , chubby , art by anastasia gorshkova , hooded secretive witchlike , datacentre ,
detailed chrome robot at the data center , intrincate details , furaffinity , with glasses , first person , John Everett Millais , by Hajime Sorayama and Paolo Eleuteri Serpieri , by wlop , lasers and neon circuits , from doom and warhammer , in the style of syd mead and liam wong , breaking a telephone pole , hans holbein , medium close up , technicolor , Alita , award-winning masterpiece with incredible and beautiful details digital art ,
duckling with white plumage , carved marble , Elden Ring official , michelangelo , gradient green , circuit queen , j. chan , art by artgerm and brian sum cinematic lighting , full black military uniform , street fashion outfit , hatchet!!! concept art in style of Greg Rutkowski , milky way , orange fighter suit , art by art by artgerm and greg rutkowski and edgar maxence , in wind at sunset , very very beautiful , glowing face , scenematic. artwork by artgerm , wearing tokyo harajuku street fashion , datamosh , black jacket with white stripes and a high collar | highly detailed ,
portrait of a middle eastern girl , hideaki anno , artgerm and mina petrovic and timothy kong and marina federovna , wearing an embroidered white linen dress , the lights are on , car concept art , drawn by kim jung gi , philosophical , an anime drawing by Kaburagi Kiyokata , datamosh , gregory manchess ,
vladimir putin as a simpsons character , animals running along , high resolution , stadning at a dj table playing techno music , highly detailed perfect render , eva comic style , fantasy portrait of a green - skinned orc!!!!!!! drag queen!!!!!!! , graphic , cinematic rendered , art by stanley lau and artgerm , highly detailed and realistic face , artgerm and peter mohrbacher style , art and illustration by tian zi and craig mullins and WLOP and alphonse mucha , cibercity , holding a shining orb of data ,
huge angular spaceship!!!!! , cryengine , mixture between german and turkish , aged 4 0 , by Remedios Varo and Anato Finnstark and Greg Rutkowski , culinary photography of a delicious taco in a tuxedo , human like a cyborg full body in data center , no land , rendered in Unreal engine , moody cinematic epic concept art , art by John Collier and Albert Aublet and Krenz Cushart and Artem Demura and Alphonse Mucha ,
full moon , transparent inflatable structures. trending on artstation. , andrei riabovitchev , surrounded by people , cute nose , DEVILMAN , new baroque , high mediterranean mesa with a stone henge at the top of it seen from far away , well rendered:1:1:1 , agricultural tractor , sitting at a desk , datacentre , spines and spikes , jet black trenchcoat , leather pants , Bloodborne art style , soft rubber , army , ! anime! animation ,