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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 photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
a photograph depicts a serene and stunning natural landscape. A deer stands gracefully on a frozen lake , its presence adding a touch of wildlife to the scene. In the backdrop , majestic mountains rise high , their peaks adorned with snow , showcasing their impressive height and grandeur. The sky above transitions from a calm light blue to a warm pinkish hue , perhaps hinting at the setting sun , and exuding a cozy atmosphere. Above the lake , several birds are seen soaring through the air , their movements contributing to the scene's vibrancy. The entire setting appears incredibly harmonious , devoid of any human structures or disruptive elements , presenting a pure and untouched view of nature's beauty. ,
best quality , masterpiece , ultra high res , (photorealistic:1.8) , detailed skin , trippy , abstract , vortex , deep space , void , extreme long shot , small subject ,
The photo captured a hooded figure walking through the streets of Berlin on a winter night. The figure's face was obscured , leaving their identity and intentions unknown. The streets were dark and mostly empty , save for a few other figures in the distance , creating a sense of isolation and loneliness. Despite the bitter cold , the figure walked with purpose , as if they had a specific destination in mind. They moved quickly , their boots echoing on the pavement , and seemed to be taking great care to avoid being seen or heard. The city around the hooded figure was a mix of old and new , with modern architecture and bright lights juxtaposed against historic buildings and dark alleys. The photo conveyed a sense of mystery and danger , as if the figure was both a part of the city and yet somehow separate from it. In the end , the photo was a reminder of the many faces of Berlin , from its vibrant cultural scene to its darker underbelly. The hooded figure was just one of the many secrets that the city held , waiting to be discovered by those brave enough to venture into the unknown. ,
Imagine an enchanting urban scene where a gentle watercourse meanders through a grassy expanse , artfully designed as a pedestrian thoroughfare for rainwater drainage. The watercourse bed , devoid of water , serves as a paved walkway , bordered by terraced grassy banks. The path , with a bottom width of one and a half meters , is paved with scattered stones to facilitate drainage when it rains. Adjacent to the watercourse , a tree-lined bike path winds its way through the urban landscape. In dry weather , the watercourse bed becomes a serene grass and stone pedestrian walkway , inviting citizens to stroll and relax amidst the natural surroundings. Children play and explore along the grassy terraces flanking the watercourse , while adults enjoy leisurely walks or bike rides along the shaded path. Picture yourself wandering along the watercourse on a sunny day , the sound of footsteps echoing against the stone pavement , while birds chirp in the nearby trees. Cyclists glide past on the tree-lined bike path , immersed in the tranquility of the urban oasis. This is the captivating essence of the urban watercourse—a harmonious blend of nature and functional design , offering both practicality and aesthetic appeal to city dwellers. , 3D , Pencil Sketch ,
best quality , masterpiece , ultra high res , (photorealistic:1.8) , detailed skin , trippy , abstract , vortex , deep space , void , extreme long shot ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , ovoid head like Adam Sandler , brown eyes , pronounced slanting eyes similar to Edward Norton's , tired look , very thin soft eyebrows , straight eyebrows , straight nose , thin lips , small chin , and short chin much like Jack Sparrow's. Without beautiful pectoral. Dressed in a sports jacket. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
