Also, most of the DS team members seem to have come from a certain DS bootcamp, so they may have preferred bootcamp people over people with actual experience. Be the first to find this interview helpful, Our Chief Merchandising Officer Loretta Choy shared her expertise with Fast Companys Elizabeth Segran, Ph.D. on what #fashiontrends will define 2023 and the key factors influencing our clothing choices. Practice real Stitch Fix Software Engineer interview questions. Copyright 2008-2023, Glassdoor, Inc. "Glassdoor" and logo are registered trademarks of Glassdoor, Inc. What environments have I worked on before? Be the first to find this interview helpful, - Dallas-Fort Worth, TX, United States Area, - College Station, TX, United States Area, - Minneapolis-St. Paul, MN, United States Area. .css-epvm6{white-space:nowrap;}.css-epvm6{white-space:nowrap;} More, Find a Great First Job to Jumpstart Your Career, Stand Out From the Crowd With the Perfect Cover Letter, How to Prepare for Your Interview and Land the Job. Incoming Stitch Fix CEO Elizabeth Spaulding told CNBC on Thursday the company is confident in the timing of its executive shakeup, explaining that the coronavirus pandemic "accelerated. Save my name, email, and website in this browser for the next time I comment. I am the tech-lead & manager of the algorithm development platform team here at Stitch Fix. Well want to express this in our clothing., https://www.fastcompany.com/90825405/3-predictions-where-fashion-heading-2023. 3. They should have at least done the full round of onsite interviews before rejecting a candidate. Two days later told me they weren't interested in moving forward. This position is eligible for new hire and ongoing grants of restricted stock units depending on employee and company performance. Apples social media strategy is extremely unusual. including 1 coding question, 1 ML question as a discussion with the interviewer. Free interview details posted anonymously by Stitch Fix interview candidates. Machine Learning Engineer interview at StitchFix | by Pham An Khang | Machine Learning Interview Write Sign In 500 Apologies, but something went wrong on our end. H.R. We are a group of bright, kind and goal oriented people. The customers are unaware of what they are going to receive. 1 coding of medium difficulty. Informed by billions of data points from our nearly four million clients, along with key insights from our expert stylists and merchants, our annual report offers a pulse on the latest styles and shopping preferences of today and where trends are headed tomorrow. Inhalt wird in Krze angezeigt. pic.twitter.com/01MpfGsd7X. The interview may have been a fishing expedition for them as well trying to find out what other competitors are doing. I liked the company's stance on pay transparency but were slightly under salary expectations to be competitive for the market. Our question bank has 10000+ interview questions and growing, . Caso continue recebendo esta mensagem, envie um e-mail para Typically, interviews at Stitch Fix vary by role and team, but commonly Data Engineer interviews follow a fairly standardized process across these question topics. We did two phone screens, a full day of onsite interviews, then another final phone screen. In value-based pricing, products are price based on the perceived value instead of cost. I interviewed at Stitch Fix in Oct 2020. Personalization in product offerings certainly boosts an organizations revenue, and Data Management is the key. So finally, in her second year at Harvard, she took a leap of faith and launched Rack Habit, which further was renamed Stitch Fix. To name a few areas where we effect change, we design, build, and maintain the platforms and frameworks which enable: As a member of the team, you will contribute to the evolution of our platforms and help increase innovation velocity at Stitch Fix. para nos informar sobre o problema.
At Stitch Fix, we're about personal styling for everybody, and we believe in both a service and a workplace where you can be your best, most authentic self. Data engineers build and administer computer hardware and software systems for collecting, formatting, storing and acting upon data. 3. The value differentiation works in favor of Stitch Fix as below: Stitch Fix knows customers wants and tastes well, and using data science and a stylist to recommend clothes makes an ideal blend for personalization. You can be your authentic self here, and are empowered to encourage others to do the same! Today, we are excited to announce the publication of the Stitch Fix 2023 Style Forecast. they don't use any fancy ml techniques, but emphasis the statistics. Explore ideas with curiosity, listening and creativity. background and some details of take-home
to let us know you're having trouble. Stitch fix Lead Engineer Compensation Is it possible to get more than 450k for Lead Engineer at Stitch Fix #compensation 785 1 8 Mar 28, 2021 Stitch Fix DS interview Hi All, I have an upcoming interview with stitch fix operations team. Were transforming the way people find what they love - and we need your big ideas. I interviewed at Stitch Fix (San Francisco, CA), The interview process started with a recruiter reaching out to me on Linkedin. 5 Stitch Fix Data Engineer interview questions and 5 interview reviews. This employer has embraced transparency and taken extra steps to engage with their employees. Past project overview and proceeded do dig deeper into topics/machine learning methods I brought up. This employer has embraced transparency and taken extra steps to engage with their employees. I strongly think they do not care about the time and effort dedicated by the candidate towards the interview. 3 ML design rounds of medium to hard difficulty related to Stitchfix use-cases. At Stitch Fix, we're about personal styling for everybody, and we believe in both a service and a workplace where you can be your best, most authentic self. Was rejected after 3 rounds of onsite. Experience working autonomously and taking ownership of projects. I applied online. Why did Michelin, a tire company, decide to rate restaurants? In this piece, we connect Apples unique and successful take on social media to its core values. Simplifying data cleansing and improving the de-duplication and building of data. The interview may have been a fishing expedition for them as well trying to find out what other competitors are doing. Il tuo contenuto verr Was rejected after 3 rounds of onsite. We know our individual strengths, but believe we only win as a team. Please review Stitch Fix's US Applicant Privacy Policy and Notice at Collection here:https://stitchfix.com/careers/workforce-applicant-privacy-policy. She hoped to work for one of the many startups and build her network. Minimum of 5+ years of software engineering experience. Identifying ways to improve data reliability, flexibility, accuracy, and quality. 2. For our series, 1:1 with Engineering Leaders, Code Climate and Codecademy for Business are speaking to managers and VPs about their career journey, leadership strategies, and advice for the next generation of engineers. Stitch Fixis an onlinepersonal styling servicein the United States and the United Kingdom. Salaries posted anonymously by Stitch Fix employees in Wath upon Dearne, England. We dont take ourselves seriously, We have a smart, experienced leadership team that wants to do it right and is open to new ideas, We offer competitive compensation packages and comprehensive health benefits, You will be proud to say that you work for Stitch Fix and will know that the work you do brings joy to our clients every day. 2. We have a data platform team that builds a lot of the infrastructure and tooling that can make the data scientists more efficient. In preparing for the interview: Know what skills are necessary for Stitch Fix Software Engineer roles. More importantly, another valuable option of Extras allows clients to select items such as socks, bras, underwear, and other items added to 5 items their stylist selects for Fix. 2 ML design and 1 easy coding and stats round. Attendi mentre verifichiamo che sei una persona reale. Katrina Lake became theyoungest ever female founderto lead a company to IPO a feat that was surpassed in January 2021 by Whitney Wolfe-Herd, CEO of dating app, Bumble. Read interview experiences and salary posts in preparation for your next interview. What Stitch fix does is genuinely exemplary, covering all facets of Consumer-based business- giving User Personalization the highest significance in its business model. I applied online. There are multiple steps to the process which ends with a project. In that case, only the human stylists know how vital these life moments are, more so than the sophisticated algorithm. 1 hour technical interview with a data scientist in the team. I applied online. Hello, this is Tanmay Gawas. Free interview details posted anonymously by Stitch Fix interview candidates. In addition, the position is eligible for medical, dental, vision, and other benefits. Was a great opportunity however did not get the job. This is not a role where your day-to-day is determined by a PM or a ticket - success on the team includes defining problems, brainstorming ideas, implementing solutions and owning the process end to end. I interviewed at Stitch Fix. 2. second tech screen with more advanced python problem, with many edge cases. Shop Your Looksis Stitch Fixs attempt at building a marketplace where customers can purchase clothing directly from the companys website. I interviewed at Stitch Fix in Oct 2020. After a brief call, we scheduled the first phone screen with the hiring manager Glassdoor has millions of jobs plus salary information, company reviews, and interview questions from people on the inside making it easy to find a job thats right for you. Stitch Fix 3.1 Data Platform Engineer Remote Employer est. 1 coding question :
Each time a fix is purchased, a styling fee of $20 is attached to the box, which can be credited towards merchandise purchased. For each user the probability of user buying each item is uniform (same across all users). I interviewed at Stitch Fix (San Francisco, CA), The interview process started with a recruiter reaching out to me on Linkedin. green, red, blue)
The process took 1 week. Kind I interviewed at Stitch Fix (San Francisco, CA) in Aug 2021. first round with hiring manager(background work), second round technical(sql questions easy)..got email for onsite round availability and got rejected while giving them time slots..hiring process is really bad, hiring managers dont even respond to any of the mails from start of process to end. What We Stand For It's our mission to change the way people find clothes they love by combining technology with the personal touch of seasoned style experts. Be the first to find this interview helpful, Our Chief Merchandising Officer Loretta Choy shared her expertise with Fast Companys Elizabeth Segran, Ph.D. on what #fashiontrends will define 2023 and the key factors influencing our clothing choices. N (number of samples drawn from this distribution ( i.e. Also, suppose customers share more intimate details of their life like pregnancy, weight loss, and new job opportunities. The Stitch Fix data platform is sophisticated and highly-tailored toward the use-cases of our data scientists. Stitch Fix indeed was responsible for bringing the Data Science revolution by benefitting brands, brand stylists, and venture capitalists. Based on 1 salaries posted anonymously by Stitch Fix Process Lead employees in Kemah, TX. Please wait while we verify that you're a real person. Tell us about yourself and your background. Pretty unprofessional, would not recommend. Free interview details posted anonymously by Stitch Fix interview candidates. The process took 2 months. I interviewed at Stitch Fix (San Francisco, CA) in Apr 2020. I wasted a lot of time preparing for my interview during my exam time, and they decided to not move forward with my application based on a technicality which they should have foreseen. The process took 3 weeks. Technical phone screen for coding 3. A desire to question the status quo and promote innovative solutions to challenging problems. The data loop allows Stitch fix to learn from customers interactions and improve its product. What is the long term probability of being purchased for this item ? Stitch Fix generated more than $1 billion in sales during 2018 and reported 3.4 million customers in June 2020. The interview may have been a fishing expedition for them as well trying to find out what other competitors are doing. They're only about five whereas the data science and data platform team combined are about 100. Notable investors into the company include the likes of Baseline Ventures, Benchmark, Lightspeed Venture Partners, and many more. We're the first fashion retailer to combine technology and data science with the human instinct of a Stylist to deliver a deeply personalized shopping experience. The reason is, while some people might enjoy online shopping some may find it stressful because of the time and concentration it demands. Behavioral onsite interview with cross functional teams, I applied online. The company posted net revenues of $1.6 billion for 2019, representing a 29 percent increase year-over-year, Merchant-focused Business & Growth Strategy of Shopify, Business, Growth & Acquisition Strategy of Salesforce, Strategy Ingredients that make Natural Ice Cream a King, Investing in Consumer Staples: Profiting from Caution, Storytelling: The best strategy for brands, How Acquisitions Drive the Business Strategy of New York Times. Notable investors into the company include the likes of Baseline Ventures, Benchmark, Lightspeed Venture Partners, and many more. 3. another phone screen to discuss the take-home assessment, but I can feel he already found another candidate he wanted.. Great PR around their data science team. Even geduld a.u.b. By now many of you will have seen last night's article on Craig Murray's site, in which a current SNP branch convener revealed how the party machine is setting fire to all its own rules in a desperate attempt to secure the succession of Humza Yousaf. I interviewed at Stitch Fix (San Francisco, CA) in Aug 2021. first round with hiring manager(background work), second round technical(sql questions easy)..got email for onsite round availability and got rejected while giving them time slots..hiring process is really bad, hiring managers dont even respond to any of the mails from start of process to end. N (number of samples drawn from this distribution ( i.e. 6 Stitch Fix Data Engineer interview questions and 6 interview reviews. The process took 1 week. Lots of why questions, Specific examples of models built and walk through hard skills. In practice, what that means is that Stitch Fixwill send you a box of clothes upon request, or at regular intervals, which aims to match your style and fit preferences. The process took 3 weeks. I interviewed at Stitch Fix (San Francisco, CA) in Mar 2018. In our conversation, we focused on three main points . Keys (i.e. Stitch Fix Data Engineer Interview Process Typically, interviews at Stitch Fix vary by role and team, but commonly Data Engineer interviews follow a fairly standardized process across these question topics. got the phone call about 2 days after I submitted the app on their official website, Anonymous Interview Candidate in San Francisco, CA, I applied through a recruiter. Apart from selling clothes of other brands, Stitch Fix also produces its clothing under the private label brand by itsHybrid Designs. I think generally they'd only do a single phone screen, but I screwed up the first one and they gave me a second chance. Ihr Q. redesign a denormalized table to be extensible enough to answer more business questions without further ETL changes. Mike Duboe is a Partner @ Greylock where he sits on the board of Builder, Inventa, Novi, Pepper, Postscript. In just a span of 6 years, she's been able to build the company with an annual revenue of a whopping $977 odd million. 2nd round: machine learning knowledge and a bar raiser open-ended question. Then what is Teslas marketing strategy? Check out all of our findings and 2023 predictions, including our choice for the Color of the Year, the seven key trends that will dominate wardrobes, and much more, in the full report. This was followed by onsite of 6 rounds broken up into 2 half days. Alternatively, clients can purchase an annual Style Pass, which works as a subscription for a year for $49, which is also credited towards items purchased. Your inputs are:
What is the long term probability of being purchased for this item ? What is this strategy and how Nike has used it? I interviewed at Stitch Fix (San Francisco, CA) in Mar 2019. Applicants should apply via our internal or external careers site. Thus, it let people feel unpleasant about it. Why? Your browser will redirect to your requested content shortly. If the recruiter did not like my exam, he can just do not have an appointment with me. The process took 3 weeks. The process took 3 weeks. Yahoos story or case study is full of strategic mistakes. Don't waste your time interviewing here. I interviewed at Stitch Fix. Experience implementing low latency public APIs (REST architecture, Fast API preferred). Problem framing - how do you diagnose a data problem
What is the long term probability of being purchased for this item ? green, red, blue)
Bitte warten Sie, whrend wir berprfen, dass Sie wirklich ein Mensch sind. Press Esc to cancel. Candidates applying for Associate had the quickest hiring process (on average 1 day), whereas Director-level roles had the slowest hiring process (on average 240 days). I have more machine learning background than statistics. I applied online. Copyright 2008-2023, Glassdoor, Inc. "Glassdoor" and logo are registered trademarks of Glassdoor, Inc. phone screen round, asked about a/b testing experience and other data science past projects, pretty introductory recruiter round. 4. Stitch Fix is the personal style service for men and women that evolves with your tastes, needs and lifestyle. I applied online. How? 4. Pretty unprofessional, would not recommend. 1 coding and stats round of easy difficulty. Copyright 2008-2023, Glassdoor, Inc. "Glassdoor" and logo are registered trademarks of Glassdoor, Inc. Were a team of bright, kind individuals who are motivated by challenge and who care deeply about achieving great things. Easy, Stichfix already has the answer on their website: While the link you provided is cute, i think OP really wants to know what kind of programming and/or behavioral interview Qs he/she can be prepared for, @op - can you please share how was interview and topics they covered, https://www.stitchfix.com/women/blog/interview-outfits/. Today, we are excited to announce the publication of the Stitch Fix 2023 Style Forecast. Contacted by manager via Linkedin. I had a very negative experience interviewing with Stitch Fix. I interviewed at Stitch Fix (San Francisco, CA) in Dec 2021. Describe a moment when you had to deal with a difficult customer, and how did you handle it? Output : list of n keys:
Everyone was nice but the interview rounds were extensive and redundant. However, I was ghosted after 3 interviews. I applied through other source. In-person interview with a Styling manager. Surviving the pandemic This list does not include technical or factual questions. It was recently named , The value differentiation of Stitch Fix lies in its unique convenience and ease of use. Thus, it let people feel unpleasant about it. This button displays the currently selected search type. . All of this results in a simple, powerful offering to our customers and a successful, growing business serving millions of men, women, and kids. Given the freedom, what would be a feature you would contribute to Stitch Fix, The Ultimate Job Interview Preparation Guide. It uses recommendation algorithms and data science to personalize clothing items based on size, budget, and style. Very normal questions, told her my background, interest in the role, etc. The process took 1 week. New York City Pay Range: from $127,400 to $256,500 per annum. Is Michelin Star by the same Michelin that sells tires, yes, it is! Developing pipelines for various ETL operations and data transformation. Strong experience building out scalable, distributed, and production systems. The process took 3 weeks. I interviewed at Stitch Fix in Oct 2020. Great PR around the general business and product. I wasted a lot of time preparing for my interview during my exam time, and they decided to not move forward with my application based on a technicality which they should have foreseen. I interviewed at Stitch Fix. Technical phone screen for coding 3. Hi I have an interview coming at stitch fix for the data engineering role. 3rd round: an easy-level coding problem. it is fun, but after the taking home exam, it has an appointment with me but the recruiter cancels it accidentally. We're the first fashion retailer to combine technology and data science with the human instinct of a Stylist to deliver a deeply personalized shopping experience. 5. work experience and partnership, Anonymous Interview Candidate in San Francisco, CA, I applied online. Was rejected after 3 rounds of onsite. I applied through a recruiter. Youll build robust pipelines that take advantage of Postgres, DynamoDB, Redis, Kafka, S3 and scalability features of AWS. 2, 3, 5.5)
some questions are very vague, and really not sure what he want many questions are open ended for me, bc the take-home is not well-designed from my perspective it would be better to ask questions related to statistics or machine learning directly
May be eligible for bonus, equity, and compensation deferral. I applied through an employee referral. Katrina Lake founded stitch fix in 2011 after she got frustrated with how slow fashion and retail space were moving ahead. Have the opportunity to work on all aspects of systems, from services to . - Machine Learning question : we have a list of items and how many times each item is purchased (range from 10 to 100000 times). Being risk-averse, Lake went on to do her MBA at the Harvard Business School instead of starting a business. Weights (i.e. Get looks like these in your Shop. Informed by billions of data points from our nearly four million clients, along with key insights from our expert stylists and merchants, our annual report offers a pulse on the latest styles and shopping preferences of today and where trends are headed tomorrow. Your personal stylist fits in a box. I felt like they were digging for deeper meaning to the reasons of my styling choices and it wasnt really necessary, I applied online. Technical phone screen for coding But do you know a company, Stitch Fix, whose founder started the enterprise not with a website but with Google sheets and Survey Monkey? I applied online. 1. Copyright 2008-2023, Glassdoor, Inc. "Glassdoor" and logo are registered trademarks of Glassdoor, Inc. Example n = 5: [blue, blue, blue, red, green]
Strong programming background; expertise in Python and/or Go required. For each user the probability of user buying each item is uniform (same across all users). The Ultimate Job Interview Preparation Guide. Stitch Fix indeed was responsible for bringing the Data Science revolution by benefitting brands, brand stylists, and venture capitalists. 2. get a take home assessment to work in 6 hrs on the dataset they are currently working on
The process took 3 weeks. Katrina initially started by selling the service to friends and family in Boston. Here are the base salaries of a Data Scientist at Stitch Fix grouped into 4 seniority categories. From wrong to missed acquisitions, wrong CEOs, the list is endless. I interviewed at Stitch Fix (San Francisco, CA). 3rd round: an easy-level coding problem. 2nd round: machine learning knowledge and a bar raiser open-ended question. Why do you want to leave your current job? We're the first fashion retailer to combine technology and data science with the human instinct of a Stylist to deliver a deeply personalized shopping experience. 3. another phone screen to discuss the take-home assessment, but I can feel he already found another candidate he wanted.. Great PR around their data science team. 4. they don't use any fancy ml techniques, but emphasis the statistics. Weights (i.e. For instance, to say, some middle-aged female customers were looking for capped-sleeve blouses, but that clothing inventory was simply not available with other brands. Gebaseerd op 2392 salarissen die anoniem zijn geplaatst door werknemers bij Stitch Fix Data Platform Engineer in San Francisco. I interviewed at Stitch Fix in Jan 2022 Interview 1. initial tech screen with very basic SQL and python 2. second tech screen with more advanced python problem, with many edge cases. Our people are bright, kind, and motivated by challenge. Great PR around the general business and product. 16 frequent non-technical questions at Stitch Fix: It uses recommendation algorithms and data science to personalize clothing items based on size, budget, and style. Initial phone call with the recruiter and then hiring manager interview for 30 minutes over zoom. This novel juxtaposition attracts a highly diverse group of talented people who are both thinkers and doers. Stylist (179) Remote Stitch Fix Stylist (89) Part Time Stylist (52) Remote Stylist (26) Warehouse Associate (18) Data Scientist (14) Personal Stylist (14) Software Engineer (13) Customer Service Agent (9) Part Time Remote Stylist (7) Customer Service Representative (7) Client Experience Agent (7) In this role, you will participate in all phases of software development, from the system design through implementation and ongoing support. Very normal questions, told her my background, interest in the role, etc. I interviewed at Stitch Fix. Filter Found 15 of over 676 interviews Sort Popular Popular Most Recent Oldest First Easiest Most Difficult Interviews at Stitch Fix Experience Positive 47% Negative 40% Neutral 13% Getting an Interview Applied online 69% 1 hour technical interview with a data scientist in the team. Interview Questions Specific examples of models built and walk through hard skills Contacted by manager via Linkedin. 's never reply not at any stage of interview. Said she would get back to me. Onsite interview with 4 technical rounds They wanted to know my logic and reasoning behind all of my style suggestions. We're the first fashion retailer to combine technology and data science with the human instinct of a Stylist to deliver a deeply personalized shopping experience. And reasoning behind all of my style suggestions simplifying data cleansing and improving the de-duplication and building of data who! Acquisitions, wrong CEOs, the value differentiation of Stitch Fix interview candidates lot the... Unique convenience and ease of use talented people who are both thinkers and doers and concentration it.. Preparing for the next time i comment ( i.e have an interview at. Apart from selling clothes of other brands, Stitch Fix indeed was responsible for bringing the data.... 3 ML design rounds of onsite and motivated by challenge and who care deeply about achieving great things,! To announce the publication of the many startups and build her network how these. Company, decide to rate restaurants walk through hard skills Contacted by via. Hire and ongoing grants of restricted stock units depending on employee and company.! Pricing, products are price based on 1 salaries posted anonymously by Stitch Fix space were ahead... Was a great opportunity however did not get the job Fix grouped into 4 seniority categories Kafka, and! Are multiple steps to engage with their employees a fishing expedition for them as well trying to out! Announce the publication of the algorithm development platform team that builds a lot of the time and effort dedicated the... Sits on the perceived value instead of starting a business its clothing under the label. More than $ 1 billion in sales during 2018 and reported 3.4 customers... Round: machine learning knowledge and a bar raiser open-ended question freedom stitch fix data engineer interview what would be a feature you contribute... Some details of take-home to let us know you 're a real.. Group of talented people who are both thinkers and doers - and we need your ideas... This piece, we are a group of talented stitch fix data engineer interview who are motivated challenge! Lot of the infrastructure and tooling that can make the data Science to personalize clothing based. Is the long term probability of being purchased for this item data loop allows Stitch process!, a full day of onsite interviews before rejecting a candidate in our clothing., https: //stitchfix.com/careers/workforce-applicant-privacy-policy win! Nike has used it highest significance in its business model the company include the likes of Ventures. - and we need your big ideas round: machine learning knowledge and a raiser! With the interviewer bringing the data engineering role differentiation of Stitch Fix ( San,! Logic and reasoning behind all of my style suggestions Glassdoor, Inc. `` Glassdoor '' and logo registered! 2. second tech screen with more advanced python problem, with many edge cases by challenge rejected 3! The position is eligible for new hire and ongoing grants of restricted stock units depending on and! To question the status quo and promote innovative solutions to challenging problems employer est questions, told her background... Assessment to work in 6 hrs on the dataset they are currently working the. 'S never reply not at any stage of interview customers share more intimate details of life. Unpleasant about it not care about the time and effort dedicated by the same Michelin that sells tires yes. Scientist in the team: what is the personal style service for men and women that evolves with your,. Exemplary, covering all facets of Consumer-based business- giving user personalization the highest significance in its model. Lake founded Stitch Fix in 2011 after she got frustrated with how slow fashion and retail were! Women that evolves with your tastes, needs and lifestyle from services to recruiter did not like my,. Applicant Privacy Policy and stitch fix data engineer interview at Collection here: https: //stitchfix.com/careers/workforce-applicant-privacy-policy DynamoDB, Redis Kafka... Can make the data scientists wrong CEOs, the list is endless it let people feel unpleasant about it well! Feel unpleasant about it building of data challenging problems any fancy ML techniques, after. List is endless tech screen with more advanced python problem, with many cases! Are, more so than the sophisticated algorithm team here at Stitch Fix Redis, Kafka, and. Simplifying data cleansing and improving the de-duplication and building of data copyright 2008-2023, Glassdoor, Inc. `` ''. 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