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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. ,
A cleaning logo with the name "Diabo Verde" and a stylized Clean Product with bubbles , dark blue and yellow colors , 2D , minimalist , focusing more on the design , 4K , 300dpi. The name "Cleaner" should be in a lowercase normal sans-serif font. The Clean product should be on the right side of the name , with the tip leaning to the right and the body forming a circle. The background should be dark green with a gentle reflection effect. The logo should convey a sense of cleanliness , purity , and sustainability. ,
comic of six vignettes , without text , monkey comic style , in black and white. The first vignette shows a couple of man and woman with an 8 year old girl in the park. In the second vignette the woman is very happy telling the family that she is pregnant. In the third vignette they are very sad because she has had an abortion. In the fourth vignette they are happy again because they are pregnant again. In the fifth vignette they are sad again because she has miscarried again. In the sixth vignette they are cleaning the house and a stork knocks at the door with a package for the family and everyone is surprised. In the seventh vignette the family is around the package and they are going to open it. , Cartoon ,
highly detailed panda animal , t-shirt design , cinematic lighting effect , cute , charming , 3D vector art , cute and whimsical , fantasy art , bokeh , hand drawn , digital painting , fantasy lights , bird's eye view , style isometric , 4K resolution , photorealistic rendering , highly detailed cleaning , vector image , photorealistic masterpiece , professional photography , simple background space , flat white background , isometric , vibrant vector ,
hurt Toby Maguire in a spiderman letter jacket and jeans cleaning his blood from his mouth standing in chrysler building , smoldering gaze looking directly at the viewer , award-winning photography , perfect faces , perfect blue eyes , full lips , c-cup breasts , milky white skin , detailed and intricate , (((hyper-sharp focus))) , detailed city background , background blur , analog style , modelshoot style , (((depth of field))) , magic hour , film grain , octane render , HDR , 8K ,
Zéphyrine , the bohemian with the wandering heart , had a very singular passion that made her shine in a very special light. Every morning , at sunrise , she would go to the banks of the sparkling rivers , her bare feet in the cool water , the breath of the wind caressing her face. For her , there was nothing more soothing than the gentle murmur of running water and the touch of small pebbles under her fingers. Her passion , " she laughed , "was collecting little pebbles in the shape of vegetables. She swore that every river hid these colourful treasures , waiting to be discovered. For her , these strange pebbles were like little vegetables that had come from the underworld to keep her company on her travels. She collected them with care , cleaning them lovingly in the clear river water , transforming them into real treasures in her bohemian collection. ,
A cleaning logo with the name 'Cleaner' and a drawing of a bucket with foam , dark blue and yellow colors , 3D , minimalist , focusing more on the design , 4K , 300dpi. The name 'Cleaner' should be in a bold lowercase sans-serif font. The bucket drawing should be on the right side of the name , with the handle pointing downwards and the foam coming out of the bucket. The background should be light blue with a soft glow effect. The logo should convey a sense of cleanliness , freshness , and quality , Cartoon ,
Zéphyrine , the bohemian with the wandering heart , had a very singular passion that made her shine in a very special light. Every morning , at sunrise , she would go to the banks of the sparkling rivers , her bare feet in the cool water , the breath of the wind caressing her face. For her , there was nothing more soothing than the gentle murmur of running water and the touch of small pebbles under her fingers. Her passion , " she laughed , "was collecting little pebbles in the shape of vegetables. She swore that every river hid these colourful treasures , waiting to be discovered. For her , these strange pebbles were like little vegetables that had come from the underworld to keep her company on her travels. She collected them with care , cleaning them lovingly in the clear river water , transforming them into real treasures in her bohemian collection. ,
Create a logo for CEG Cleaning Experts Group , a cleaning service company based in Vancouver (BC) that aims to provide innovative and sustainable cleaning solutions. They prioritize the health , safety , and well-being of individuals , businesses , and communities. They are committed to excellence , quality , and utilizing cutting-edge technology while promoting eco-friendly practices. They strive to be industry thought leaders , pushing the boundaries of what is possible and creating cost-effective and efficient logo should represent professionalism , reliability , and elements that symbolize cleanliness , sustainability , and a color palette that conveys cleanliness , freshness , and incorporating the initials "CEG" and the full name "Cleaning Experts Group" in the Reflect the company's connection to family , the values they uphold , and their dedication to creating a cleaner and healthier free to explore different design options and concepts to create a visually appealing and meaningful logo for CEG Cleaning Experts Group. High quality 3D render trending on artstation ,
Create a logo for CEG Cleaning Experts Group , a cleaning service company based in Vancouver (BC) that aims to provide innovative and sustainable cleaning solutions. They prioritize the health , safety , and well-being of individuals , businesses , and communities. They are committed to excellence , quality , and utilizing cutting-edge technology while promoting eco-friendly practices. They strive to be industry thought leaders , pushing the boundaries of what is possible and creating cost-effective and efficient logo should represent professionalism , reliability , and elements that symbolize cleanliness , sustainability , and a color palette that conveys cleanliness , freshness , and incorporating the initials "CEG" and the full name "Cleaning Experts Group" in the Reflect the company's connection to family , the values they uphold , and their dedication to creating a cleaner and healthier free to explore different design options and concepts to create a visually appealing and meaningful logo for CEG Cleaning Experts Group. High quality 3D render trending on artstation ,
hurt Andrew Garfield in a spiderman letter jacket and jeans cleaning his blood from his mouth standing in chrysler building , smoldering gaze looking directly at the viewer , award-winning photography , perfect faces , perfect blue eyes , full lips , c-cup breasts , milky white skin , detailed and intricate , (((hyper-sharp focus))) , detailed city background , background blur , analog style , modelshoot style , (((depth of field))) , magic hour , film grain , octane render , HDR , 8K ,
Zéphyrine , the bohemian with the wandering heart , had a very singular passion that made her shine in a very special light. Every morning , at sunrise , she would go to the banks of the sparkling rivers , her bare feet in the cool water , the breath of the wind caressing her face. For her , there was nothing more soothing than the gentle murmur of running water and the touch of small pebbles under her fingers. Her passion , " she laughed , "was collecting little pebbles in the shape of vegetables. She swore that every river hid these colourful treasures , waiting to be discovered. For her , these strange pebbles were like little vegetables that had come from the underworld to keep her company on her travels. She collected them with care , cleaning them lovingly in the clear river water , transforming them into real treasures in her bohemian collection. ,
Zéphyrine , the bohemian with the wandering heart , had a very singular passion that made her shine in a very special light. Every morning , at sunrise , she would go to the banks of the sparkling rivers , her bare feet in the cool water , the breath of the wind caressing her face. For her , there was nothing more soothing than the gentle murmur of running water and the touch of small pebbles under her fingers. Her passion , " she laughed , "was collecting little pebbles in the shape of vegetables. She swore that every river hid these colourful treasures , waiting to be discovered. For her , these strange pebbles were like little vegetables that had come from the underworld to keep her company on her travels. She collected them with care , cleaning them lovingly in the clear river water , transforming them into real treasures in her bohemian collection. ,