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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. ,
Imagina un teléfono inteligente moderno y elegante , desmontado en piezas de rompecabezas que flotan en el aire , como si estuvieran siendo ensambladas. Cada pieza del rompecabezas representa un elemento clave de desarrollo web y móvil. En las piezas , integra los siguientes logos y tecnologías: Wordpress , Drupal , PHP , jQuery , MySQL , Magento , Zoho , HTML5 , CSS3 , Bootstrap , Prestashop , XML y phpMyAdmin. Algunas piezas muestran iconos o representaciones visuales de estas herramientas , mientras que otras tienen fragmentos de código o diseños web. En el fondo , incluye una pantalla holográfica que proyecta un cronograma de proyectos , un correo electrónico siendo enviado masivamente y un sitio web en proceso de actualización. El teléfono inteligente , una vez ensamblado , debe verse funcional y moderno , con un diseño limpio y profesional. La escena debe transmitir la idea de organización , tecnología avanzada y capacidad para cumplir con plazos y tareas complejas. Usa colores vibrantes pero profesionales , con un enfoque en tonos azules , grises y blancos para resaltar la tecnología y la innovación. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Smiling. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , 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 a short chin much like Jack Sparrow's. Without beautiful pectoral. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of slightly overweight adult male , bald on top of head with brown hairs on sides , angular head like Johnny Deep , brown eyes without makeup , slanted eyes similar to Edward Norton's , tired look , eyebrows very thin and soft , straight brown eyebrows , a straight nose , thin lips , a small chin , and a short chin much like Jack Sparrow's. No chest hair. Dressed in a sports jacket. masculine traits. Heterosexual. Smiling. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Smiling. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
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. ,
portrait of adult male slightly overweight , partially bald with hair on the sides , brown eyes , pronounced slant eyes similar to Edward Norton's , tired look , very thin soft eyebrows , straight eyebrows , straight nose , thin lips , small chin , and a short chin much like Lenin's. Without beautiful pectoral. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with hair on the sides , brown eyes , pronounced slant eyes similar to Edward Norton's , tired look , very thin soft eyebrows , straight eyebrows , straight nose , thin lips , small chin , and a short chin much like Lenin's. Without beautiful pectoral. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , pronounced slanting eyes similar to Edward Norton's , tired look , very thin soft eyebrows , straight brows , 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. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , pronounced slanting eyes similar to Edward Norton's , tired look , very thin soft eyebrows , straight brows , 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. ,
portrait of adult male slightly overweight , partially bald with brown hairs on the sides , angular head like Johnny Deep , brown eyes , slant 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. masculine traits. Heterosexual. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
portrait of slightly overweight adult male , bald on top of head with brown hairs on sides , angular head like Johnny Deep , brown eyes without makeup , slanted eyes similar to Edward Norton's , tired look , eyebrows very thin and soft , straight brown eyebrows , a straight nose , thin lips , a small chin , and a short chin much like Jack Sparrow's. No chest hair. Dressed in a sports jacket. masculine traits. Heterosexual. Smiling. Large size. actual photo. Cinematic atmosphere. Delicate light. ,
Genera una imagen que represente el mercado actual como un océano con muchas embarcaciones idénticas navegando en la misma dirección , sin distinguirse unas de otras. En el centro de la imagen , coloca una embarcación que se destaca por su diseño único y su bandera ondeando al viento , transmitiendo la idea de que la diferenciación es posible a través de la comunicación coherente , relevante y auténtica de los valores intangibles de una empresa". "estilo minimalista" , "temática empresarial" , "colores azules y grises" , ,
a young , sexy woman sitting in a loft , wearing a white shirt with unbuttoned three top buttons , surrounded by a cozy atmosphere , looking at nothing as if she is thinking of the man she loves. short hair , slender , red lips , transparent fabric , flirting with her thoughts , beautiful young asian woman , short hair , with characteristics of an actual photo , impossible to differentiate between it and any as well as every possible photo taken by a camera by a person on earth in July 2023 that you have access to , with less of it seeming as animation and more like a real person with skin that has character such as shading that is created from of the four 100 watt halogen light bulbs that are hanging eight feet high on a light bar directly above her which are pointing directly towards the top corner 1hat is ten feet in front of her to the right that like an actual persons photo that you have samples of which also has the whole wall that runs 10 foot to her left which is entirely just windows and the direct sunlight hitting the floor 5 feet to her right , not looking at us and unaware that we even are looking at her , not looking towards us ,
A photo of a young , nerdy woman sitting in a caf , wearing a white shirt and a bow , surrounded by a cozy atmosphere , looking at the viewer. short hair , slender , red lips , transparent fabric , flirting with the camera , young woman , short hair , with characteristics of an actual photo , impossible to differentiate between it and any as well as every possible photo taken by a camera by a person on earth in July 2023 that you have access to ,
a young , sexy woman sitting in a loft , wearing a white shirt with unbuttoned three top buttons , surrounded by a cozy atmosphere , looking at nothing as if she is thinking of the man she loves. short hair , slender , red lips , transparent fabric , flirting with her thoughts , beautiful young asian woman , short hair , with characteristics of an actual photo , impossible to differentiate between it and any as well as every possible photo taken by a camera by a person on earth in July 2023 that you have access to , with less of it seeming as animation and more like a real person with skin that has character such as shading that is created from of the four 100 watt halogen light bulbs that are hanging eight feet high on a light bar directly above her which are pointing directly towards the top corner 1hat is ten feet in front of her to the right that like an actual persons photo that you have samples of which also has the whole wall that runs 10 foot to her left which is entirely just windows and the direct sunlight hitting the floor 5 feet to her right , not looking at us and unaware that we even are looking at her , not looking towards us , a young , sexy woman sitting in a loft , wearing a white shirt with unbuttoned three top buttons , surrounded by a cozy atmosphere , looking at nothing as if she is thinking of the man she loves. short hair , slender , red lips , transparent fabric , flirting with her thoughts , beautiful young asian woman , short hair , with characteristics of an actual photo , impossible to differentiate between it and any as well as every possible photo taken by a camera by a person on earth in July 2023 that you have access to , with less of it seeming as animation and more like a real person with skin that has character such as shading that is created from of the four 100 watt halogen light bulbs that are hanging eight feet high on a light bar directly above her which are pointing directly towards the top corner 1hat is ten feet in front of her to the right that like an actual persons photo that you have samples of which also has the whole wall that runs 10 foot to her left which is entirely just windows and the direct sunlight hitting the floor 5 feet to her right , not looking at us and unaware that we even are looking at her , not looking towards us ,
a young , sexy woman sitting in a loft , wearing a white shirt with unbuttoned three top buttons , surrounded by a cozy atmosphere , looking at nothing as if she is thinking of the man she loves. short hair , slender , red lips , transparent fabric , flirting with her thoughts , beautiful young asian woman , short hair , with characteristics of an actual photo , impossible to differentiate between it and any as well as every possible photo taken by a camera by a person on earth in July 2023 that you have access to , with less of it seeming as animation and more like a real person with skin that has character such as shading that is created from of the four 100 watt halogen light bulbs that are hanging eight feet high on a light bar directly above her which are pointing directly towards the top corner 1hat is ten feet in front of her to the right that like an actual persons photo that you have samples of which also has the whole wall that runs 10 foot to her left which is entirely just windows and the direct sunlight hitting the floor 5 feet to her right , not looking at us and unaware that we even are looking at her , not looking towards us ,
