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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. ,
"Imagine transforming your room's atmosphere instantly with the power of a smart LED mood light! This innovative lighting solution lets you change the ambiance of your space with just a few taps on your smartphone. Whether you're studying , unwinding , or hosting a party , the smart LED light adapts to your needs by offering customizable colors and brightness settings. Set it to a bright , energizing light when you're working , or switch to soothing hues like blue or purple to create a calm and relaxing environment. Want to take it a step further? Sync the light with your favorite music to create a dynamic light show that reacts to every beat! It’s like having your very own light DJ for the ultimate entertainment experience. The best part? You can control the light remotely from anywhere in the room using an easy-to-use app. This smart lighting solution not only adds a personal touch to your space , but it also enhances the mood , helping you create the perfect environment for any occasion. Whether you're hosting a movie night , working , or just chilling with friends , the smart LED mood light makes every moment feel just right." ,
A infinity from hearts Beginns to Fly in a colorful galxi of Green blue Red . The Name ist angelparadies. Neon Aquarell anstract its Familie love Harmonie true Chance to helpdesk to win to birthdays Animals people what like to give helpbor need to help hearts Big and small wishes and many , Trippy ,
Creating a detailed design for a T-shirt , logo , or Funko Pop figure is beyond the scope of a text-based platform like this , but I can certainly help you generate ideas and descriptions for each of these items based on your request. T-shirt Design: Front: Cristiano Ronaldo's dynamic action pose with his iconic celebration stance. The Santiago Bernabeu stadium in the background , providing a sense of place and history. The UEFA Champions League trophy on one side of Ronaldo and the La Liga trophy on the other side , emphasizing his success in Spain. Back: Cristiano Ronaldo's name and jersey number in bold letters , perhaps in a metallic or shiny font. A small Spanish flag near the collar to represent his time in Spain. Logo Design: A logo design could incorporate elements like: A silhouette of Cristiano Ronaldo in his signature celebration pose. The Santiago Bernabeu stadium in the background , symbolizing his time with Real Madrid in Spain. Two stars above the logo to represent his multiple Champions League victories with Real Madrid. Funko Pop Figure: A Funko Pop figure of Cristiano Ronaldo could be designed as follows: Ronaldo in his iconic goal-scoring pose , with one arm raised and his fingers pointed towards the sky. Realistic facial details , capturing Ronaldo's distinct appearance. He could be wearing a Real Madrid jersey with his famous number 7. A miniature replica of the Santiago Bernabeu stadium as the base. Background: The background for all these items , including the T-shirt , logo , and Funko Pop figure , should prominently feature the Santiago Bernabeu stadium. You can depict it in a vibrant evening setting with stadium lights on and a starry sky above to create a sense of grandeur. Colors: Use Real Madrid's traditional colors: white for the jersey , blue for shorts , and white socks. The logo and background elements can also incorporate these colors , along with gold accents to symbolize Ronaldo's numerous achievements. Remember , it's essential to work with a skilled graphic designer and potentially obtain licensing rights for any official Cristiano Ronaldo merchandise. These ideas can serve as a starting point for your design project. ,
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. ,
A portrait of my character , Heinrich Schwarz , with a shadowy background. Heinrich stands at a height of around 6 feet , with a lean and athletic build. His Tiefling heritage is evident in his unique physical features , which set him apart from others. His purple skin bears a deep , ashen hue , reminiscent of charcoal. It feels cool to the touch , hinting at his connection to the realm of the undead. Contrasting with his dusky complexion , his eyes gleam with an intense shade of amber , it lost it' s shines years ago. A pair of curved horns emerge from his forehead , curling back. Along with his horns , Heinrich possesses a set of pointed , elven-like ears , elongated and tapering to a fine point. His coarse and dirty , dark hair , falls to his shoulders , framing his face in a sharp and stylish manner. Heinrich's countenance reflects his sorrowful past. There is a lingering sadness in his eyes , a weight that only comes from carrying the burden of forgotten sins. His facial features are sharp and defined , with a strong jawline that speaks of determination and resolve. However , his expression often bears a hint of weariness and pensiveness , as if he is constantly reflecting on his past actions and seeking answers that lie just beyond his reach. Dressed in practical and nondescript attire , Heinrich favors dark , muted colors such as deep blues , grays , and blacks. He dons a long , weathered cloak that helps him blend into the shadows , its tattered edges revealing the signs of countless journeys and battles. His armor , made from lightweight materials , allows for agile movement without compromising protection. Strapped to his back is a well-crafted bow , accompanied by a quiver of arrows , emphasizing his skill as a ranger. Heinrich carries himself with a quiet confidence , though there is an air of restraint about him. He moves with grace and precision , every step deliberate and measured. Though his appearance may evoke a sense of mystery and apprehension in those unfamiliar with Tieflings , those who take the time to know him will find a soul burdened by the weight of past transgressions , seeking redemption in a world that is both harsh and forgiving. ,
A infinity from hearts Beginns to Fly in a colorful galxi of Green blue Red . The Name ist angelparadies. Neon Aquarell anstract its Familie love Harmonie true Chance to helpdesk to win to birthdays Animals people what like to give helpbor need to help hearts Big and small wishes and many , Trippy ,