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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. ,
Here is a description of a hero costume that combines the elements of Arrow , Batman and Assassin's Creed , with an emphasis on the scary , impressive and agile aspect , while offering optimal protection with a state-of-the-art alloy. Here is the description: The hero's costume is a striking mixture of green , blood red , black , gold and purple. It is designed to inspire fear in its opponents while remaining stealthy and agile. The main material used is an advanced alloy , extremely resistant and lightweight , which offers maximum protection against different products and weapons. The outfit includes a fitted combination in black , with reinforced armor plates on the shoulders , elbows and knees , which are tinted purple to add a touch of mystery. The hood is inspired by that of Assassin's Creed , with green contours evoking nature. The mask , both intimidating and functional , recalls the arrow symbol with a mixture of black and green , with special lenses to improve night vision and allow an increased perception of the environment. To complete the combination , strategically placed gadgets are integrated , such as a belt grapple for vertical mobility , improved gold batarangs for remote attacks , and an integrated encrypted communication system to stay in touch with allies. This hero costume therefore combines the essence of the Arrow , Batman and Assassin's Creed characters to create a great and agile appearance , while offering unparalleled protection thanks to an advanced alloy. It embodies stealth , power and determination , while inspiring fear in those who stand on the path of the hero. In ultra high quality ,
A mysterious Super Heroine named Cosmic Super Nova soaring through the air above Earth. The hero , standing 5'8" and weighing at a fit 135 lbs , is clad in dark lemon armor with a cowl concealing her identity. A striking exploding nova emblem dominates the chest of the hero's suit. In her wake , a trail of fiery dust is scattered through the air , signifying the power and speed of this enigmatic figure. 3D ,
Here is a description of a hero costume that combines the elements of Arrow , Batman and Assassin's Creed , with an emphasis on the scary , impressive and agile aspect , while offering optimal protection with a state-of-the-art alloy. Here is the description: The hero's costume is a striking mixture of green , blood red , black , gold and purple. It is designed to inspire fear in its opponents while remaining stealthy and agile. The main material used is an advanced alloy , extremely resistant and lightweight , which offers maximum protection against different products and weapons. The outfit includes a fitted combination in black , with reinforced armor plates on the shoulders , elbows and knees , which are tinted purple to add a touch of mystery. The hood is inspired by that of Assassin's Creed , with green contours evoking nature. The mask , both intimidating and functional , recalls the arrow symbol with a mixture of black and green , with special lenses to improve night vision and allow an increased perception of the environment. To complete the combination , strategically placed gadgets are integrated , such as a belt grapple for vertical mobility , improved gold batarangs for remote attacks , and an integrated encrypted communication system to stay in touch with allies. This hero costume therefore combines the essence of the Arrow , Batman and Assassin's Creed characters to create a great and agile appearance , while offering unparalleled protection thanks to an advanced alloy. It embodies stealth , power and determination , while inspiring fear in those who stand on the path of the hero. In ultra high quality ,
A mysterious Super Heroine named Cosmic Super Nova soaring through the air above Earth. The hero , standing 5'8" and weighing at a fit 135 lbs , is clad in dark lemon armor with a cowl concealing her identity. A striking exploding nova emblem dominates the chest of the hero's suit. In her wake , a trail of fiery dust is scattered through the air , signifying the power and speed of this enigmatic figure. ,
Here is a description of a hero costume that combines the elements of Arrow , Batman and Assassin's Creed , with an emphasis on the scary , impressive and agile aspect , while offering optimal protection with a state-of-the-art alloy. Here is the description: The hero's costume is a striking mixture of green , blood red , black , gold and purple. It is designed to inspire fear in its opponents while remaining stealthy and agile. The main material used is an advanced alloy , extremely resistant and lightweight , which offers maximum protection against different products and weapons. The outfit includes a fitted jumpsuit in black , with reinforced armor plates on the shoulders , elbows and knees , which are tinted with purple to add a touch of mystery. The hood is inspired by that of Assassin's Creed , with green contours evoking nature. The mask , both intimidating and functional , recalls the arrow symbol with a mixture of black and green , with special lenses to improve night vision and allow an increased perception of the environment. To complete the combination , strategically placed gadgets are integrated , such as a belt grapple for vertical mobility , improved gold batarangs for remote attacks and an integrated encrypted communication system to stay in touch with allies. This hero costume therefore combines the essence of the Arrow , Batman and Assassin's Creed characters to create a large and agile appearance , while offering unparalleled protection thanks to an advanced alloy. He embodies stealth , power and determination , while inspiring fear in those who stand on the path of the hero. In very high quality , a lot of details ,
full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k black hair latina woman , Beautiful girl in her bedroom wearing leggings , sneakers and a fitted blue top , ultra high definition image , taking a picture of herself on a mirror , intricate pattern ,
full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k black hair latina woman , Beautiful girl in her bedroom wearing leggings , sneakers and a fitted blue top , ultra high definition image , taking a picture of herself on a mirror , intricate pattern , 3D ,
full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k black hair latina woman , Beautiful girl in her bedroom wearing leggings , sneakers and a fitted blue top , ultra high definition image , taking a picture of herself on a mirror , intricate pattern ,
full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k black hair latina woman , Beautiful girl in her bedroom wearing leggings , sneakers and a fitted blue top , ultra high definition image , taking a picture of herself on a mirror , intricate pattern , 3D ,
full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k black hair latina woman , Beautiful girl in her bedroom wearing leggings , sneakers and a fitted blue top , ultra high definition image , taking a picture of herself on a mirror , intricate pattern ,
