AI Image Prompts for Stage
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. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. Color in Bleu monochrome ,
In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Norman Rockwell , & Ridley Scott. The starship is an amalgamation of iconic vehicles from different eras , including a 1980 Lamborghini , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy Bengal Tiger's head is carved into the front. The ship's powerful artillery is visible in the background , while blue crystal diamond bat shaped nacelles adorn the rear. This captivating artwork , dark fantasy.In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Mary Shelley & & Ridley Scott. The starship is an amalgamation of iconic vehicles from different eras , including a 1980 USA Submarine , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy Bengal Tiger's head is carved into the front. The ship's powerful artillery is visible in the background , while blue crystal diamond tiger tail shaped nacelles adorn the rear. ,
In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Mary Shelley & Tim Burton , & Ridley Scott. The station is a colossal factory shipyard with a blend of dark beach orange and metallic accents , creating a stunning contrast against the blackness of space. The overall ambiance of the scene is cinematic and realistic , immersing the viewer in a breath , 3d render , cinematic. vibrant glass , crystal vibrant , vibrant diamond.Medieval🏯 metallic gold & dark green matte Gothic castle 🏰750 , 750 , 000 sq miles hybrid planet , with cherry red sky blue matte , melds into a Saturn-size-Earth hybrid 🌎🌌 , Larry Niven & James Cameron styles.The space station🛰️ like Babylon 5 , but in the shape of Deep Space 9. The space station has 6 O'Neal Class space stations off in 5 different equilateral directions , & 1 down the middle. It has its own ecosystem , generates its own power , & is located in a binary star system. There are hundreds of starships going to & fro , from the 🛰️station , at any hour of the day. The station is in the focus of the scene. A captivating , futuristic space scene featuring a colossal factory space station that seamlessly blends dark beach orange and metallic accents. The station resembles a fusion of Babylon 5 and Deep Space 9 , surrounded by six O'Neal Class space stations. A mesmerizing 3D render of a steampunk-inspired creature , a mechanical squirrel-bee-dragon cyborg hybrid , perches majestically atop a rocky outcrop in the barren landscape of Mars. The creature boasts orange wings and a reptilian body , adorned with intricate mechanical parts , creating a unique dark fantasy aesthetic. A swarm of bees buzzes around it , flying in different directions , while in the background , rock formations and a clear blue sky provide a contrasting backdrop. The human settlers , visible as tiny figures fleeing , wildlife photography , dark fantasy , vibrant , 3d render , typography , portrait photography , posterThere are many stars , a nebula , and a comet , in the background. (((Use the following styles:protovision , 3d render , architecture , vibrant glass , diamond , vibrant crystal , Robert Louis Stevenson , Ridley Scott , & J. Michael Straczynski))). (((1 million HD Resolution , isometric art , insane symmetrical details))). , The starship is an amalgamation of iconic vehicles from different eras , including a 1980 Lamborghini , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy giant 1950s French printing press is carved into the front of the body. The ship's powerful artillery is visible in the background , while blue crystal diamond bat shaped nacelles adorn the rear. This captivating artwork , dark fantasy.In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Mary Shelley & & Ridley Scott. The starship is an amalgamation of iconic vehicles from different eras , including a 1980 USA Submarine , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy Bengal Tiger's head is carved into the front. The ship's powerful artillery is visible in the background , while blue crystal diamond tiger tail shaped nacelles adorn the rear. , Trippy , 3D ,
In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Mary Shelley & Tim Burton , & Ridley Scott. The starship is an amalgamation of iconic vehicles from different eras , including a 1980 Lamborghini , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy Bengal Tiger's head is carved into the front. The ship's powerful artillery is visible in the background , while blue crystal diamond tiger tail shaped nacelles adorn the rear. This captivating artwork seamlessly blends steampunk elements and futuristic starship designs. , illustration , fashion , anime , vibrant , graffiti , photo , architecture , painting , portrait photography , conceptual art , 3d render , poster , cinematic , wildlife photography , typography , ukiyo-e , dark fantasy , product.In this awe-inspiring blend of steampunk-inspired and futuristic elements , a unique starship takes center stage , designed by the genius imaginations of Mary Shelley & & Ridley Scott. The starship is an amalgamation of iconic vehicles from different eras , including a 1980 USA Submarine , a 1960s Shelby Mustang , and a 1974 Winnebago. The ship's journey through the vast expanse near a Saturn-Earth-esque planet is brought to life in stunning 750k UHD.The intricate motherboard forms the backbone of the vessel , culminating in an imposing , frightful , & creepy Bengal Tiger's head is carved into the front. The ship's powerful artillery is visible in the background , while blue crystal diamond tiger tail shaped nacelles adorn the rear. This captivating artwork seamlessly blends steampunk elements and futuristic starship designs. , illustration , fashion , anime , vibrant , graffiti , photo , architecture , painting , portrait photography , conceptual art , 3d render , poster , cinematic , wildlife photography , typography , ukiyo-e , dark fantasy , product. ,