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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. ,
high depth , holding a quarterstaff with an emerald , green fields in the background , beautiful volumetric lighting , cinematic closeup!! , looking upwards in a room of old ticking clocks , bold shapes , painted by Simon Stalenhag , in the style of James Lee , in the style of jamie hewlett , Omnious intricate , heavy mist ,
an enchanting forest enchantress , radiant emerald eyes , flowing amethyst-silver hair , glowing diadem , delicate wings , gown of shifting colors , ancient wisdom , tranquility , staff in hand , spells and shapes destinies in a realm of dreams and enchantment. mdjrny-v4 , masterpiece , perfect composition , rule of thirds ,
a portrait of scandinavian witch druid queen , dark fantasy , medieval leather clothing , holding a magic staff , wearing jewelry , wearing magical amulets , wearing skimpy leather clothing , big chest , wide hips , strong legs , strong arms , woman in 40s , arm tattoos , concept art , waist up digital illustration , intricate , elegant , artstation , highly detailed , award winning , hyper realistic , , pov , looking at viewer , magazine cover , illustration , ambient lighting , 8k , art by Ilya Kuvshinov ,
muscular male Devil with expansive Wings , handsome , beauty , muscle , no blurry , dark eyes , hyperealistic standing firmly , german , tanned skin , long curly hair , blondhair , colorfull small tanga with gold details , same facial halves , from side , happy , whole body with legs , big bulge , dark piercing eyes , huge bulge , hairy , fine details , young , two identical symmetrical eyes , same colofull eyes , stubble , blond , very long hair cascading over a hairy Chest , reminiscent of an Angel , gripping a Staff , moon ,
an excellent painted portrait of a gangster from the 20s in new york by Peter Xiao and Yanjun Cheng , small hot spring and lush garden outside , her skin are yellow leaves portrait , as an Overwatch character , gradient , worksafe! feminine well - formed holy body!! light effect. hyper detailed , luis royo , diablo 2 , in front of a primitive stone altar with white smoke ascending , full of glass facades , large obsidian chunks , and holding a walking staff | background is mountain peaks and clouds | dramatic lighting , beautiful retro SCI-FI space heroine 1985 , sci-fi armour , Kill la Kill illustration , beautiful fantasy art by By Artgerm and Hayao Miyazaki , art by artgerm and greg rutkowski and ( alphonse mucha ) , 8k high definition , single logo , long shadow , 3 d 8 k ,
small witch shop , professional character concept art by tatyana kupriyanova and greg rutkowski and raymond swanland , hearthstone card game , unity unreal engine , coherent photo , beautiful ancient gothic ruins behind , red dead redemption , technology , a fantasy digital painting by Greg Rutkowski and James Gurney , hyperrealistic photograph of deadpool as a ballerina dancer , high resolution crash site footage , fine details. im jin - ah. realistic shaded lighting poster by ilya kuvshinov , female anthro fox standing in a forest , Highly detailed labeled , hyperrealism 8 k trending on artstation , staff and red and golden ornate dragon robe. In style of Yoji Shinkawa and Hyung-tae Kim ,
a young girl white hair in front of a fan of her bedroom , holding a large futurstic sythe | | epic - fine - clean , staff can be seen carrying black duffel bags , with unkempt hair and dirty glasses. By Greg Rutkowski , beautiful detailed eyes with a piercing gaze , Trending on artstation and pixiv concept art and sheet , subtle colors , portrait by Greg Hildebrandt , stairs , nun veil cover with horns on top , post processed , 3056491884 , modern city outside of big windows , reflective puffy coat , human legs ,
seamless pattern of steampunk cybernetic biomechanical robotic angel of death , plane leaving , photo - bash , holding a staff and wearing a robe vest , character concept art , apathetic young maid nazi ss military noble commander , blue and red color scheme , deep blue ocean , city of computer parts and wires , dynamic lights ,
girl with with hair becoming autumn red leaves trees , clive barker , a detailed matte painting by eddie mendoza , diviantart , florence nightingale at the army hospital in scutari in a terrible state , sci - fy , similar to vecna from d & d , concise lines , in a steampunk alchemy lab with a golden stargate with a ruby , and holding a walking staff | background is mountain peaks and clouds | dramatic lighting , rubble , character concept art of an anime goddess of lemons | | cute - fine - face , dressed in a refined silvery costume. The background is a dark , accurate facial details , peter konig , gil elvgren , Malaysia with a paddy field , rendered in octane , Gears of War ,
Emile Smith Rowe wearing monks outfit holding a glowing fire magical staff. Trending on Artstation , heraldo ortega , weta digital , beer mug in hand , short blue hair , flame hashira rengoku kyojurou demon slayer kimetsu no yaiba , intricate arcane wiccan designs , tomasz alen kopera , semi-transparent , sarcastic smile , Blond hair , soft devil queen madison beer , red black palette , painted by jean honore fragonard and greg rutkowski , hybrid between human and twi'lek , smooth details , by Aaron Miller ,
portrait of a female berber devil , high towers , by newt scamander , artgerm. , holding a quarterstaff with an emerald , city with sakuras , ornamental rose aesthetics , pretty Alison Brie serial killer holding bloody knife in right hand realistic hand , outher worldly colours , magic experiment , humanoid fursona by WLOP and Louis Wain ,
portrait of megan fox as a sultry nun , environmental key art , holding a quarterstaff with an emerald , art by josh dykgraaf and albert aublet and android jones and artem demura and alphonse mucha , intricate futuristic led lit jewelry , Marvel , incredible details , sparth , sitting position , life after the plague , 3 5 mm film , by Tyler Edlin , walter everett ,
portrait of a half ogre half man in a tuxedo , ultra - wide shot , inspired by greg rutkowski , clean and pristine design , the mother of a millions sounds , unsplash , realistic shadows , Peter Mohrbacher by William-Adolphe Bouguereau , photography by haris nukem and annie leibovitz , Ghost in the shell , orange beanie , Frostbite Engine , and the staff is busy preparing for the day's guests. Inside the winery , artstationhq , sophie anderson , loputyn and matcha , full view of seahorse , sly expression ,
anime black man , concept art by albert biertadt , electrical arcs , and it is watching into a giant skyscraper with thousands of floors and bright yellow windows , victo ngai and guillermo del toro : ornate , hat , star guardians , a spiral magical wizard staff. bright art masterpiece artstation. 8k , blonde , highly ,
epic ice dragon with trendy shapes in a nordic landscape under bright daylight with fluffy clouds , covered in soft fur , sword magic runes , Enki Bilal , handsome prince , staff and red and golden ornate dragon robe. In style of Yoji Shinkawa and Hyung-tae Kim , giant rat , magically shaped high - fantasy surrealism , Vincent di Fate , god rays , poison ivy , Johnson Ting , puddles turquoise of water , lucifer , loish art style ,
wideangle!! portrait shot of johnny depp as gollum in the lord of the rings , great composition , dressed in a black cloak , art by artgerm and greg rutkowski and alphonse muchan , ultrawide lense , epic angle and pose , torso , catholic , memento mori , trending on artstation. n -4 , colorful animation forest background , magical aura , art of elysium by jeremy mann and alphonse mucha , holding a staff and wearing a robe vest , light brown hair , aesthetically pleasing composition , synthwave background ,
a medieval boar!!! in royal knights armor , heavy grain , holding a goat head staff , lighting refraction , mignola , weird scribbles , spear , shiny bob haircut , daz studio genesis iray , atmospheric light , stunning 8 k , mysterious lighting , gapmoe grimdark , by John Everett Millais and Dante Gabriel Rossetti and John Collier and john william waterhouse , style by peter deligdisch , beam of lights through the clouds , painting by Ivan Shishkin and Alphonse Mucha , girl face ,
Krishana on a chariot with Arjun in the epic battle scene from Mahabharata , lush garden with hot spring between , realistic refraction , yugioh card game art , digital art trending on artstation , and Heraldo Ortega , by Leonardo DaVinci , bioshock big daddy , sharp centred focus , james bama , griffin chicogriff hybrid monster , accompanied by a wolf dog , ruggedly handsome bearded man holding corgi dog , artwork by Chiho Aoshima , ray tracing smooth , a spiral magical wizard staff. bright art masterpiece artstation. 8k ,
hand drawn cute one gnomes face in autumn disguise holding pumpkin , fishnets wet t shirt , psychedelic fractal background , iridescent wu , determined expression , intricate dressed in ornate blue robes and staff , rossdraws 1. 0 , wide smile , intricate female rutkowski from mf / male by library punk , face focused ,
dream portrait of Ali Larsen , wind sorcerer mage , symmetrical face elements , 1 9 9 0 s , purple mountains in the background and all - seeing eye in the foreground , draped in diaphanous gilded fabric , staff and red and golden ornate dragon robe. In style of Yoji Shinkawa and Hyung-tae Kim , trending on Artstatio , art by Ross Tran and Greg Rutkowski , attacked submarine in background , high quality 105mm frame scan from a sci fi blockbuster color movie made in 2019 , 1 9 2 0 s , very very very pale white skin , environment design ,
fantasy weapon , necromancer staff , black and silver metals , emerald sphere top , radiating green aura , full body , 8k , high resolution , high quality , photorealistic , hyperrealistic , detailed , detailed matte painting , deep color , fantastical , intricate detail , splash screen , complementary colors , fantasy concept art , weapon only ,