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. ,
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Bringing together creativity , technology and sustainability , the National Institute of Design in Hyderabad is a modern-day oasis for aspiring designers. Designed by world-renowned architect BV Doshi , this campus serves as a source of inspiration and a hub for innovation. Embracing the rich cultural heritage of Hyderabad while embracing cutting-edge design practices , the NID campus is a vibrant and dynamic space that fosters collaboration and growth. From textiles and product design to graphics and animation , students here are empowered to turn their artistic visions into tangible realities. Join us in this unique artistic journey and become a part of the design revolution that is shaping India's future.Zaha Hadid Architects thesis level design art and culture elements , 3D acadamic block hostel blocks oat landscape parking canteen sports complex interior view tree concept , cluster form , fuctional spaces , design evolution Modern architecture has incorporated the idea of incorporating open spaces , like lawns , into the design of buildings. These spaces serve not only as a part of the landscape , but also as interactive spaces where people can gather informally , hold cultural programs , and engage in social functions. The lawns can have built-in features like platforms and seating areas that enhance the outdoor experience. The presence of ancient monuments and open-air amphitheatres , surrounded by densely planted trees , adds to the aesthetic appeal and creates a unique atmosphere. Overall , lawns have become an integral part of modern architectural design , and their importance as a design criteria is being recognized and emphasized. Modern technology in architecture has enabled designers to address climate-specific challenges , such as the hot and dry climate in Ahmedabad. The design of the campus takes into account the climate and maximizes the use of natural light and ventilation to create comfortable and energy-efficient spaces. Courtyards are designed to remain in the shadow for most part of the day and sliding panels are installed to allow inflow of light into the workshops. Pockets of vegetation are incorporated into the design to provide shade and blend with the structure both inside and outside the building. The use of heat-resistant glass in metal frames for the workshops and rosewood frames for the studios helps to mitigate heat gain. The building is designed to capture wind from the riverside and cool the interiors through adjustable glazing and features like water bodies with jallis to filter cooled air. Overall , modern technology has enabled architects to create sustainable and comfortable buildings that respond to the local climate and environment. ,
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wright an image prompt for generative art of a beautiful african women photorealistic 8k resolution image of a beautiful African woman at sunset , the sun setting on the horizon casting a beautiful array of colors across the sky. She wears a traditional African headdress , her dark skin illuminated by the light of the sun , portrait style , ,
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"Design a sustainable and innovative campus for a leading design institute , which will inspire creativity and foster collaboration among students and faculty. The campus should incorporate the latest technology and design trends while maintaining a strong connection to the local culture and environment. Consider the needs of the students and faculty , as well as the surrounding community , and provide a comprehensive solution that addresses all aspects of campus life , from learning spaces and housing to dining and recreation. The design should also prioritize sustainability , incorporating features such as green roofs , renewable energy sources , and water conservation measures. ,
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(((A striking cinematic realistic portrait of King Rotholz , an anthropomorphic redwood humanoid man at 6 feet 3 inches and weighing 260 pounds of pure muscle. Except for being a redwood humanoid , this king resembles a human with the same build.))). He is adorned in an intricately designed Victorian-style fashionable suit , exuding an air of authority. Perched on the balcony of his grand castle , he addresses his subjects with a look of pride and determination. A speech bubble hovers above his head , containing the words: "I'm king of the world!" The background showcases the sprawling castle and its majestic surroundings , with a sense of grandeur and power. , photo , cinematic , 3d render , fashion ,
(((A striking cinematic realistic portrait of King Rotholz , an anthropomorphic redwood humanoid man at 6 feet 3 inches and weighing 260 pounds of pure muscle. Except for being a redwood humanoid , this king resembles a human with the same build.))). He is adorned in an intricately designed Victorian-style fashionable suit , exuding an air of authority. Perched on the balcony of his grand castle , he addresses his subjects with a look of pride and determination. A speech bubble hovers above his head , containing the words: "I'm king of the world!" The background showcases the sprawling castle and its majestic surroundings , with a sense of grandeur and power. , photo , cinematic , 3d render , fashion ,
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