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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. ,
The personification of the Halloween holiday in the form of a cute girl with short hair and a villain's smile , cute girl , cute hats , cute cheeks , unreal engine , highly detailed , artgerm digital illustration , woo tooth , studio ghibli , deviantart , sharp focus , artstation , by Alexei Vinogradov bakery , sweets , emerald eyes ,
emma watson summer holidays at the beach , art by Tommaso Masaccio , Clear Reflections , art by Pablo Picasso , art by Gustave Courbet , art by Henri Matisse , detailed mechanical features , perfection , art by Jackson Pollock , yellow , art by Artemisia Gentileschi , art by Magdalena Carmen Frida Kahlo Claderón , art by Eugène Delacroix , art by Jean-michel Basquiat , art by Édouard Manet , Sharp image , art deco , art by Leonardo Da Vinci ,
For an extra-special holiday treat , bake this delicious galette des rois , a traditional French cake usually served on Epiphany , the day the Three Kings visited the baby Jesus. A galette des rois is made of an irresistibly creamy almond filling sandwiched between two flaky , buttery layers of puff pastry，detailed crossatching， High contrast，dynamic line work，use of vintage imagery，orgnic contours，in the style if wood engraving，hatching，woodcutmmonochromatic compositions --ar 60:80 , Pencil Sketch , ,
For an extra-special holiday treat , bake this delicious galette des rois , a traditional French cake usually served on Epiphany , the day the Three Kings visited the baby Jesus. A galette des rois is made of an irresistibly creamy almond filling sandwiched between two flaky , buttery layers of puff pastry，detailed crossatching， High contrast，dynamic line work，use of vintage imagery，orgnic contours，in the style if wood engraving，hatching，woodcutmmonochromatic compositions --ar 60:80 , Pencil Sketch , ,
emma watson summer holidays at the beach , art by Francisco De Goya , art by Leonardo Da Vinci , artstation , art by Francis Bacon , volumetric light , cinematography , art by Henri Matisse , art by Tiziano Vecellio Di Gregorio , cyberpunk , art by William Blake , art by Vincent Van Gogh , full body portrait , Cinematic + Nikon TF420 , art by Albrecht Dürer , art by Piet Mondrian , art by Albrecht Dürer , art by Tiziano Vecellio Di Gregorio , art by Mark Rothko , overgrown forest ,
Create a realistic 3D Christmas card featuring a snow-covered street scene. The card front displays two quaint houses , each decorated with festive lights and shimmering snowflakes , nestled in a charming village radiating with Christmas spirit. A majestic Christmas tree , resembling a grand , snow-capped mountain , stands as the centerpiece , adorned with sparkling baubles , shimmering tinsel , and a glowing star atop. Gentle snowfall adds to the enchanting aroma of pine needles , filling the air with Christmas joy. The card's border is ornately designed with winter flora and shimmering Christmas ornaments. Pinecones , holly berries , and glistening snowflakes create a festive aesthetic , with intricate swirls and delicate flourishes at the top and bottom , adding elegance. The atmosphere of the card conveys warmth , joy , and holiday cheer. Cozy houses , twinkling lights , and peaceful snowfall evoke tranquility , while the towering Christmas tree and joyous ornaments exude festive spirit. This scene embodies the essence of Christmas , celebrating love , kindness , and togetherness. Santa Claus , cheerful and rosy-cheeked , rides his reindeer through the snow , carrying gifts. His presence adds a magical touch , symbolizing the warmth and goodwill of the season. In the foreground , a group of people gathers around the Christmas tree , their faces alight with smiles and laughter. They exchange gifts , share hugs , and toast to the season , encapsulating the spirit of Christmas. This joyous celebration highlights the essence of the holiday—love , togetherness , and the spirit of giving. , 3D ,
a delightful anime girl in her early twenties with a vibrant personality that perfectly matches the festive season. Yuki's short black hair frames her face , and her eyes are adorned with striking golden-brown pupils that shimmer like warm cocoa. She exudes an aura of joy and positivity , making her presence feel like a burst of sunshine on a snowy day. Dressed in festive Christmas attire , she wears a cozy red and white sweater adorned with intricate snowflake patterns. Her outfit is completed with a matching scarf and gloves , ensuring she stays warm in the chilly weather. A pair of stylish black boots with fur trimmings complete her winter look , allowing her to frolic in the snow with ease. she's cheerful demeanor is contagious , and her laughter is like the tinkling of bells in the crisp winter air. She is often seen carrying a cup of hot cocoa or a candy cane , spreading the holiday spirit wherever she goes. Yuki's eyes sparkle with excitement as she takes in the snowy landscape , finding joy in every snowflake that falls around her. Whether she's building snowmen , engaging in friendly snowball fights , or simply enjoying the beauty of a winter wonderland , she's enthusiasm for the season is infectious. Her warmth and kindness make her a beloved figure among her friends and the community , and she has a knack for turning even the coldest days into heartwarming memories. she embodies the magic of Christmas , making every snowy day a celebration of happiness and togetherness ,
The personification of the Halloween holiday in the form of a cute girl with short hair and a villain's smile , (((cute girl)))cute hats , cute cheeks , unreal engine , highly detailed , artgerm digital illustration , woo tooth , studio ghibli , deviantart , sharp focus , artstation , by Alexei Vinogradov bakery , sweets , emerald eyes , midjourney ,
In the snowy embrace of winter , a vibrant anime girl , aged 20 to 25 , captivates with her short black hair and golden brown pupils that sparkle like the glistening snowflakes. Adorned in festive Christmas attire , she radiates warmth and joy , a living embodiment of the holiday spirit. Her cheerful demeanor is infectious , a testament to the magic of the season that seems to emanate from her very being. As she moves through the winter landscape , her laughter dances through the air like the tinkling of bells , adding to the enchantment of the snowy scene. Every step she takes leaves a trace of happiness in the freshly fallen snow , creating a whimsical trail of footprints. Amidst the chilly air , her presence brings a comforting warmth , turning the winter wonderland into a canvas painted with the colors of Christmas and the joy of the holidays. ,
Well rendered 3d in the style of pixar gorgeous brown skin ballerina wearing a tutu , triple airbrushed snowflakes braids , melanin , Karol Bak , thomas kinkade , animated , mystical , storybook character art , beautiful , darling , flowers in braided hair , large eyes , symmetric face , symmetric eyes , pink dress , gold details , bows , charming , dreamlike , princess , holiday , christmas , smiling , beautiful brown skin , artstatio , gold holiday theme , digital illustration , 100k , princess from disney , bratz , thomas kinkade , 3D ,
Create a realistic 3D Christmas card featuring a snow-covered street scene. The card front displays two quaint houses , each decorated with festive lights and shimmering snowflakes , nestled in a charming village radiating with Christmas spirit. A majestic Christmas tree , resembling a grand , snow-capped mountain , stands as the centerpiece , adorned with sparkling baubles , shimmering tinsel , and a glowing star atop. Gentle snowfall adds to the enchanting aroma of pine needles , filling the air with Christmas joy. The card's border is ornately designed with winter flora and shimmering Christmas ornaments. Pinecones , holly berries , and glistening snowflakes create a festive aesthetic , with intricate swirls and delicate flourishes at the top and bottom , adding elegance. The atmosphere of the card conveys warmth , joy , and holiday cheer. Cozy houses , twinkling lights , and peaceful snowfall evoke tranquility , while the towering Christmas tree and joyous ornaments exude festive spirit. This scene embodies the essence of Christmas , celebrating love , kindness , and togetherness. Santa Claus , cheerful and rosy-cheeked , rides his reindeer through the snow , carrying gifts. His presence adds a magical touch , symbolizing the warmth and goodwill of the season. In the foreground , a group of people gathers around the Christmas tree , their faces alight with smiles and laughter. They exchange gifts , share hugs , and toast to the season , encapsulating the spirit of Christmas. This joyous celebration highlights the essence of the holiday—love , togetherness , and the spirit of giving. , , Oil Painting ,
For an extra-special holiday treat , bake this delicious galette des rois , a traditional French cake usually served on Epiphany , the day the Three Kings visited the baby Jesus. A galette des rois is made of an irresistibly creamy almond filling sandwiched between two flaky , buttery layers of puff pastry，detailed crossatching， High contrast，dynamic line work，use of vintage imagery，orgnic contours，in the style if wood engraving，hatching，woodcutmmonochromatic compositions --ar 60:80 , Pencil Sketch , ,
