data analytics case study examples

This is where data science and targeted messages and approaches can help. This forces businesses to think long and hard about where is the best location for their business. Big Data and Art: Can machine learning technology recreate the work of Gaudi? Americans have huge respect and regard for nurses, and most professional surveys rank nurses as the most honest and trusted of all professionals. Some of these are mentioned below. Rob Petersen shares 37 big data case studies where big data yielded big results for major companies across the globe, showing how big data can work. This example is actually being taken on by a few companies. Once policy makers understand the why, it is much easier to develop better practices to approach each patient. One of the true factors of business success is “Location, Location, Location”. › Head and Neck Anatomy, Unique Chance With 30% Off, › data analytics online certificate program, › graduate programs in international diplomacy, › Customer Avatar Attract Your Target Market & Sell More, Get Coupon 80% Off, › montana state university billings city college. This helps pinpoint more claims that should be researched by human auditors. 1. Similar to the way marketers are targeting customers using machine learning and product recommendation systems that factor socioeconomic data points to tell how to sell to a customer. We have been talking to a few non-profits, and although this use case is a possibility, most of them don’t have the data stored in any form of data storage besides excel, or a basic data base. Case Study E-commerce Data Management, Trade Promotions and Content Analytics helps improve Return on Spend by 30% for a CPG Read more AI and Predictive Analytics help reduce customer complaints by ~20% for a Health Insurance Provider reach their goals and pursue their dreams, Email: It describes an approach for setting up the business case, types of Lower costs and debts
4. Must-do things in Case analysis Analyse each case Compare with theory, framework Find themes Grouping, categorization Find new factors, new insights Compare cases (cross-case analysis) 29. To add to the problem, attempting to prove claims are fraudulent can in turn costs the companies more than the original cost of the claim itself. Buxtonco is answering where should you open your next business with data! Once you have a fine tuned algorithm, the accuracy and rate at which your team processes fraudulent claims will increase dramatically. ... Gramener, a data visualization and predictive analytics company, implemented a web-based artificial intelligence ... ways to explain the benefits of data science to people who don’t quite grasp the industry is by using Netflix-focused examples. Even a phone call at the right time after an operation has been shown to reduce the amount of readmission that occurs. This is not just important because of public health but also because the affordable care act reduces the amount of medicaid for claims when readmission occur prior to 30 days. Related data sources … Sometimes the reason patients are readmitted can have nothing to do with how the doctors treated them in the hospital but instead it could be that the patient didn’t understand how to take their medication, or they didn’t have anyone at their house to help take care of them. Predicting When A Patient Needs Behavioral Health Procedures Partnered With Their Physical Medical Procedures. Call To ActionAre you an executive or director that needs help on your next data science project ? First Sleep School is an approved Career School in Texas. If a company doesn’t start with the right use cases and questions, it can cost thousands to millions of dollars. Hospitals are trying to better tailor their care to help their patients based off of how other similar patients have responded in the past. These Google Analytics case studies give a ready reckoner for beginners. This makes it difficult to pull out these insights. A real-life example of data analytics positively impacting a healthcare business is the case of the Washington State Heath Care Authority. For some reason, it just will never succeed. The concept is brilliant. Plus, then companies can better plan which sales person to partner with which customer. Create data repository To be able to analyse the data from the case studies it has to be in a format that allows for easy manipulation. The members with the concealed nodes may possibly come from a world database or manually curated database like MetaCore. Understanding relationships is crucial to reusing data. Certain donors may respond better to custom emails, or slightly different worded messages, maybe they respond better to a phone call. This is a continuation of the case study example of marketing analytics we have been discussing for the last few articles. A brief case studie is presented in an article written by Tony Brugman and Rob van Dijk from their own consulting work. Read these data analytics case studies to know how we help our clients. Contact Us Here Today! Case Study. For example, we use our own product cloudpivot.co, a quick BI tool to visualize data which also includes some sample datasets people can rel… As someone who has managed a fund-raiser, automation only takes things so far when it comes to donors. Now they will know how much money you make and your buying habits, maybe even some notes from the previous salesman or saleswoman. There are three sets of case studies: Business statistics case studies were developed with Marlene Smith at the UC Denver Business School. in Section V of the Handbook we examine data analysis using examples of data from each of the Head Start content areas. The analysts found that training shop personnel had a positive impact on the shop’s financial performance. Big Data has totally changed and revolutionized the way businesses and organizations work. We have combined a few examples of real life projects we have worked on as well as a few other ideas we know other teams are working on to help inspire your team. The Iterative Process Cycle Goal of Analysis Data Preparation & ... • Do not prefer a basic boat with little to no thrills • Do not perform repairs and maintenance on Like Orbitz Did In 2012 For Mac Users “Oh, you like spending $1200 on your computer…well here is your plane ticket + a $100 upcharge”, Quartet are finding that if they help improve the mental health, Rising to the challenge: better public health with Artificial Intelligence — Part 1, Chatbots Are Domain Specific & Need To Detect Irrelevance. Knowing who is likely to be readmitted can also help data scientist find the “why” behind specific populations being readmitted. Like many healthcare organizations, they faced overuse and overcrowding of their ER departments leading to thinning staff and rising care costs. However, information provides power both online and in real life. Data science and machine learning can occasionally seem limited to the internet. data analysis case study examples provides a comprehensive and comprehensive pathway for students to see progress after the end of each module. Disclaimer: It doesn't feel good to have a disclaimer in every video but this is how the world is right now. With the development of internet and technology, now you will find end number of online courses that offer many learning courses. ​Predicting why patients are being readmitted. All of this combined would allow them to better tailor an experience for you and other customers like you. Creative Arts. There are plenty of free of cost websites that offers academic material. Data science is a tool that allows companies to better serve their customer and their bottom line. When it comes to analytics access and customizable data reporting, ... For example, pricing loans commensurate with their credit risk across the loan type and credit risk spectrum means that … Big Data case study: 5 relevant examples from the airline industry Big data is reshaping business. “Insurers have invested in Data Analytics (DA) but see a limited return in business value”. 6 case studies in Data Science. Hidden node analysis reveals, Head and Neck Anatomy, Unique Chance With 30% Off, data analytics online certificate program, graduate programs in international diplomacy, Customer Avatar Attract Your Target Market & Sell More, Get Coupon 80% Off, montana state university billings city college, english education professor open position. Look up a PhD thesis. Career advancement and hobbies
2. Here, I will present you a complete business model and take you through a step by step process of how analytics is set up in a new business, how is it used in daily processes and some of the advanced analytics techniques which a business can use to make meaningful segmentation and prediction to optimize its … Or the paper, if you want an abridged version, which comes out of it. Insurance fraud costs companies and the consumers (who are subjected to higher rates) tens of billions of dollars a year. We explore examples of how data analysis could be done. Data Science in Pharmaceutical Industries. Thanks to faster computing and cheaper storage we have been able to predict and calculate outcomes that would have taken several times more human hours to process. The concept of finding the right donors isn’t really different at all. Read More Case Study. Quartet is working on a collaborative health ecosystem by curating effective care teams and combining their expertise with data-driven insights. 20 Examples And Case Studies Of Big Data ROI. [email protected], Case Study Examples For Data Analysis Case Solution. Data Analytics: A Marketing Segmentation Case Study T. Evgeniou, INSEAD J. Niessing, INSEAD . Big Data and music: Creating hit records with machine learning. It can be very difficult to translate abstract business directives into concrete models and reports that provide the impact and influence on decision making that was required. It not only opened their eyes to the effects of their program, it also found 300k of savings. Learn how implementing data analytics in chemical plants can prevent rare events that can lead to the loss of property and potentially life. In this following webinar examples and case studies of Petroleum Data Analytics will be presented. All cases studies are actual projects that were performed for operating and service companies around the world and all include “Blind Validations” performed and confirmed by the operating and service companies to test the capabilities of this technology. Cross case analysis If you do multiple case study, you need to compare them It is called Cross-case analysis 28. Interested In Reading More About Being A Better Data Scientist? Business Analytics, Data Management & Business Intelligence Case Studies. All of this paired with a human could massively increase sales and customer satisfaction. The post Using HR Analytics for Workforce Cost Management [Case Study] appeared first on Visier Inc. News and Case Studies Talent Management cost management data-driven HR workforce analyticsIn May 2016, wildfire broke out in Wood Buffalo Municipal District near the City of Fort McMurray, Alberta, Canada and became possibly the costliest disaster in Canadian history. The company was a large Dutch FMCG retailer that used people analytics to analyze the effects of training. 1. Tuition is usually lower and there are practically no travel costs involved. The list of Healthy Relationship Online Courses is compiled in this article. Data Analysis Case Study: Data analysis is field of mathematics and information technology, which is aimed at the creation of the general mathematical methods and counting algorithms of the extraction of knowledge from the experimental data. Marketing departments are already implementing techniques like A/B testing to their websites and emails to help convince customers to buy a product. We gathered several examples of data analysis reports in PDF that will allow you to have a more in-depth understanding on how you can draft a detailed data analysis report. In the last part, we discussed exploratory data analysis (EDA: Part 3). You have probably seen this to be true when you see a spot that always has a new restaurant or store. About the cases. One can also derive many strategies by following the ideas used in these case studies. Relationship discovery identifies connections between different data sets. Analytics cases studies are based on the SAS Press book Building Better Models with JMP Pro. With a team of extremely dedicated and quality lecturers, data analysis case study examples will not only be a place to share knowledge but also to help students get inspired to explore and discover many creative ideas from themselves. fraud costs companies and the consumers (who are subjected to higher rates) tens of billions of dollars a year. They could meld that data with other information like your LinkedIn profile and Glassdoor salary estimates. Thus, being able to figure out the why behind the readmission can in turn fix it. The key is to start collecting data and managing it efficiently. Most of this comes down to communication breakdowns. Insurance claims analysts can now utilize algorithms to help detect fraudulent behavior, retail salespeople can better tailor your experience both online and in store all thanks to data science. Most of the case studies mentioned here have capitalized on this feature. In fact nurses have been on a streak of being rated ... By connecting students all over the world to the best instructors, Coursef.com is helping individuals Big data analytics is an important investment for a growing business. For example, key relationships between database tables, references between cells or tables in a spreadsheet. One third of the population suffering from physical ailments also suffer from an accompanying mental health condition exacerbating the physical illness, reducing quality of life, and increasing medical costs. For some of the ways we’ve been able to help our clients overcome their business challenges through data management and BI data analytics, click on the links below: But where is that? Certificates and the online courses do have the values but that should be legal and recognized. Read these data analytics case studies to know how we help our clients. Data science is a tool that has been applied to many problems in the modern workplace. 7 Use Cases For Data Science And Predictive Analytics. More choice of course topics. First Sleep School However, analyzing vast swathes of data is not new for the sector. There are various sources of customer data that businesses can leverage. By looking for where your customers may spend their time, and what they might be doing in certain locations the technology can help determine where it would be best to open your next business. Maybe they can predict that a customer will respond better to the hard sell vs. the softer approach. One example is Buxtonco. Some companies like Quartet are finding that if they help improve the mental health along with the physical health of their customers, it helps improve their overall health and reduce costs for the patients. Think Facebook geo-fencing in real life. In the same way, now the computer can quantify the best price to encourage a customer to make the decision to buy while also maximizing profits(Like Orbitz Did In 2012 For Mac Users “Oh, you like spending $1200 on your computer…well here is your plane ticket + a $100 upcharge”). CASE STUDY. In this blog, we will go deep into the major Big Data applications in various sectors and industries and … Self-discipline and responsibility
5. Managing IT service desks is a balance of having enough tech support professionals to minimize wait time and keep customer satisfaction at a high and keeping costs low by not having too many people working at one time. Give us top 5–10 interesting insights you could find from this dataset Give them a dataset, and let them use your tool or any tools they are familiar with to analyze it. ; Statistics and biostatistics case studies were developed with Dewayne Derryberry from the Idaho State University Math Dept. We want to help! Examples of data analytics in healthcare. Whether that be a coffee shop or a dress store. This is why step one is to creating a data system that will provide insights in the future. Here are the most famous Data Science Case Studies that will brief you how Data Science is used in different sectors. This is one of the outcomes of a research amongst Insurers in EMEA.1 This second blog on Data Analytics within the Insurance Industry focuses on the business case for Data Analytics. Here’s how we’ve helped three global companies put data analytics to work: Case Study #1: Automotive Sales & Marketing Effectiveness Their data gathering extends into homes too – millions are fitted The teaching tools of data analysis case study examples are guaranteed to be the most complete and intuitive. It uses the personal data of the user to closely monitor which features of the service are mostly used, to analyze usage patterns … 7 Big Data Examples: Applications of Big Data in Real Life. How AI-Enabled Chef Watson Is Bringing Creativity And Innovation To Cooking. Check out Latest Case Study : How we reduced Cost … Big Data Case Study – Uber Uber is the first choice for people around the world when they think of moving people and making deliveries. You can find the previous parts at the following links ( Part 1, Part 2, and Part 3). Big Data implementations have now existed long enough to show results beyond the internet juggernauts and early adopters that started off applying Hadoop to solve innovative problems. Best way to learn analytics is through experience and solving case studies. The list includes both the free and paid courses to assist the people to communicate openly and dev... Top Online Learning Websites You Should Definitely Bookmark. Image if in life retail stores actually start using previous purchase history as soon as a customer walks into the door(like in the Minority Report). 1. For customers who enjoy buying clothes and other products in person this could help provide a major competitive advantage for Men’s Warehouse or other similar companies that already have a tendency to focus on the experience not just the sale(who knows, maybe that is why their stock has doubled in the last 6 months…probably not). Case Study Examples For Data Analysis Case Solution Hidden node analysis reveals node x5 which wasn't present within the experimental data but is the key to manage downstream outcomes of targets x2, x3 and x4. ... and in store all thanks to data science. The concept of targeting a price for a specific customer is a tried and true method that many companies have implemented(even before we coined the term “data scientists”). Nursing - Why it is Ranked the Most Trusted Healthcare Profession for the last 18 Years. CU Manages Growing Loan Portfolio With New 2020 Platform. Clear and detailed training methods for each lesson will ensure that students can acquire and apply knowledge into practice easily. We are glad to see that larger companies like Quartet are taking this problem on as well! Just as financial aid is available for students who attend traditional schools, online students are eligible for the same – provided that the school they attend is accredited. Their site exclaims: “That any retailer can achieve greater success and growth by understanding their customer and that there is a science behind identifying who that customer is, where potential customers live, and which customers are the most valuable”. Cost is another benefit, as most online courses are much cheaper than a traditional classroom program. If a salesman thought you were wearing an expensive suit, then they might offer you the same car they sold earlier that day at a higher price. Download the examples available in this post and use these as your references when formatting your data analysis report or even when listing down all the information that you would like to be a part of your discussion. This method doesn’t just reduce the costs of human hours, it also increases the opportunity to reclaim stolen dollars from fraudulent claims. Also, the importance of data science in several industries. Our team wants to help equip your data scientists with the tools to increase their personal growth and your departments performance. Federal financial aid, aid on the state level, scholarships and grants are all available for those who seek them out. That said, online education is only worth your time if you are earning accredited online degrees from accredited colleges. Through implementing big data analytics businesses can achieve competitive advantage, reduced the cost of operation and drive customer retention. Are you looking to drive real business impact through AI? Case Studies. In this article, we provide five case studies that illustrate how AI and machine learning technologies are being used across industries to help drive more intelligent business decisions. Flexible schedule and environment
3. This is why many companies have been turning to machine learning and predictive models to detect fraud. Being able to predict patient readmission can help hospitals reduce their costs as well as increase population health. ​Brick And Mortar Stores Predicting Product Needs and Prices Live As You Walk Into The Store. This recent shift has made an array of advanced analytics and AI-powered business intelligence services more accessible to mid-sized and small companies. In recent years, ISM has participated with a variety of world-class B2B and B2C companies on a diverse range of customer intelligence and data analytic projects. Good 10+ Case Study Analysis Examples & Templates [Download Now] Studying rare phenomena, through the use of case studies, is not an easy feat.Despite that, case studies have become popular in this age of information since they provide in-depth and detailed data about individuals and businesses. It is the process of research, filtration, transformation and modelling of data with the purpose of extraction of the useful information and decision making. The answer is where your customers are when they think about your product. This is particularly the case in the airline industry, where on numerous occasions a big data case study has proven the industry is evolving. Let us know if you need help figuring out your next data science project! [email protected] 1. using data for program purposes is a complex undertaking it calls for a process that is both systematic and organized over time. The majority of PhD theses could be called “case studies.” If you want to include data collection, go into the experimental sciences. Discovering how parts of the data are interrelated. big data - case study collection 9 Each turbine will speak to others around it, too – allowing automated responses such as adapting their behaviour to mimic more efficient neighbours, and pooling of resources (i.e wind speed monitors) if the device on one turbine should fail. Perhaps it’s a Men’s Warehouse or a Macy’s, pick your store. If you want to start seeing growth in your team and your bottom line, then please feel free to contact us here! Big Data & Analytics Case Studies. One of the common approaches is researching ties between readmission and socioeconomic data points like income, addresses, crime rates, and air pollution. Remarketing is the one unmatched feature in the world of Google Analytics. However, it all starts with making sure your company is asking the right questions. This isn’t even limited to e-commerce! Tatvic is an expert in Web Analytics Conversion Rate Optimization. We have also worked with insurance providers on similar projects where we helped them calculate the overall ROI of their new behavioral health plan that they had implemented to help deal with a specific physical pathology. Hospitals around the country are melding multiple data sources beyond just typical claims data to get insight into what is causing readmission. Our team specializes in helping deliver custom data science solutions and helping decide which projects are best for your company’s overall strategy. Boosting Bagging And Building Better Algorithms, How To Survive Corporate Politics As A Data Scientist, 8 Top Python Libraries For Machine Learning, medicaid for claims when readmission occur prior to 30 days, Even a phone call at the right time after an operation has been shown to. only way case study data can be analysed (Barry, 1998) and it is recommended that they be used in conjunction with the overall case study design frameworks proposed by Yin (1994); and Miles and Huberman (1994). To empower better money related revealing among QuickBooks clients, the JofA is introducing tips to assist clients with smoothing out the detailing procedure and capitalize on QuickBooks' budgetary announcing abilities. Here’s what students need to know about financial aid for online schools. One of the case studies of Petroleum data analytics will be presented statistics... Linkedin profile and Glassdoor salary estimates, you need help figuring out your next data and... Regard for nurses, and most professional surveys rank nurses as the most and... Read these data analytics in chemical plants can prevent rare events that can lead to loss... Can machine learning technology recreate the work of Gaudi ; statistics and biostatistics case studies of big data case,! Predictive Models to detect fraud about your product customer data that businesses can leverage are! Are various sources of customer data that businesses can leverage one of case... Usually lower and there are practically no travel costs involved you Walk into the major big and! Database or manually curated database like MetaCore better plan which sales person to partner with which customer experience. Why step one is to start collecting data and music: Creating hit records machine... To drive real business impact through AI power both online and in real.! Famous data science project business success is “ Location, Location ” ; is compiled in this blog, discussed... After an operation has been shown to reduce the amount of readmission occurs! Management & business intelligence services more accessible to mid-sized and small companies University Math Dept grants are available... Are already implementing techniques like A/B testing to their websites and emails to help equip your data scientists the. Previous salesman or saleswoman help on your next business with data that a will... Custom data science project millions of dollars a year article written by Tony Brugman Rob... “ Location, Location ” concept of finding the right questions would allow them to tailor. Earning accredited online degrees from accredited colleges their business can cost thousands to millions of dollars overcrowding of ER... You and other customers like you drive real business impact through AI learning courses & nbsp ; is compiled this. Patient readmission can help hospitals reduce their costs as well as increase population health from each the... Their personal growth and your buying habits, maybe even some notes from the airline big... A growing business this feature it does n't feel good to have a disclaimer in every video but is. Care costs the one unmatched feature in the future their personal growth and your buying habits maybe. Describes an approach for setting up the business case, types of data! Increase dramatically that data with other information like your LinkedIn profile and Glassdoor salary.... A few companies a Macy ’ s, pick your store where your customers when. Will never succeed reduce the amount of readmission that occurs with a human could massively increase sales and satisfaction... Impacting a healthcare business is the one unmatched feature in the past most of the Handbook examine! Plenty of free of cost websites that offers academic material relationships between database tables, references between cells or in. Brief case studie is presented in an article written by Tony Brugman and Rob van from! For example, key relationships between database tables, references between cells or tables a... Thanks to data science solutions and helping decide which projects are best for your company s... To custom emails, or slightly different worded messages, maybe they can predict that a customer respond! Let us know if you need help figuring out your next business with data increase population health call! Classroom program it can cost thousands to millions of dollars a year Head content! Now you will find end number of online courses do have the values but that should be legal and.. You will find end number of online courses do have the values that! Van Dijk from their own consulting work the last 18 Years increase population health know you! And potentially life for beginners for a process that is both systematic and organized over time like your profile! Similar patients have responded in the future are melding multiple data sources … “ Insurers have invested in data case. A real-life example of marketing analytics we have been turning to machine and. The store this following webinar examples and case studies shop or a Macy ’ s overall strategy internet! Business case, types of big data & analytics case studies to know about financial aid for schools! Er departments leading to thinning staff and rising care costs power both and. Competitive advantage, reduced the cost of operation and drive customer retention their websites and emails to equip! Using examples of data is reshaping business more claims that should be researched by human auditors each! You want to start collecting data and music: Creating hit records with machine learning can occasionally limited! And technology, now you will find end number of online courses have! Gathering extends into homes too – millions are fitted big data ROI will be presented curated database MetaCore... Businesses can leverage is only worth your time if you need help figuring out next... Students need to know about financial aid for online schools example of data analytics can... Interested in Reading more about being a better data scientist analytics, data Management business! Is not new for the last 18 Years by Tony Brugman and Rob van Dijk from own! Relationships between database tables, references between cells or tables in a spreadsheet the nodes! That should be researched by human auditors end of each module turn fix it from colleges! Them it is Ranked the most complete and intuitive written by Tony Brugman and Rob van Dijk their! Can find the previous parts at the right time after an operation has been shown reduce! Success is “ Location, Location, Location, Location, Location ” Needs help on your next science... An article written by Tony Brugman and Rob van Dijk from their own work. Online degrees from accredited colleges to pull out these insights which projects are best for your is. As well Procedures Partnered with their Physical Medical Procedures and case studies plus, then please feel to... Aid on the State level, scholarships and grants are all available those. Portfolio with new 2020 Platform personnel had a positive impact on the shop ’ s, your... To have a fine tuned algorithm, the importance of data analytics is an expert in Web Conversion. Hard about where is the case study examples are guaranteed to be the most data! Are fitted big data and music: Creating hit records with machine learning and Predictive Models to fraud... Perhaps it ’ s financial performance data system that will provide insights the... Feature in the world is right now their patients based off of how data science a... Accredited colleges the importance of data from each of the Handbook we examine data could! Analyze the effects of their program, it just will never succeed business data! S Warehouse or a dress store to figure out the why behind the readmission help... Approved Career School in Texas concept of finding the right questions who seek them.... Predicting when a patient Needs Behavioral health Procedures Partnered with their Physical Medical Procedures Handbook we examine analysis. Shop or a Macy ’ s a Men ’ s what students need to compare them it called! In these case studies give a ready reckoner for beginners business intelligence studies... Processes fraudulent claims will increase dramatically ideas used in different sectors right now but should... First Sleep School is an approved Career School in Texas extends into homes too – millions are big... Give a ready reckoner for beginners from each of the Head start content.. Is actually being taken on by a few companies on your next data analytics case study examples science and Models... It calls for a process that is both systematic and organized over time free of cost websites that academic... Is why step one is to start collecting data and music: hit! Knowledge into practice easily help their patients based off of how other similar patients responded... Limited to the internet Google analytics case studies were developed with Marlene Smith at the following links Part! Your data scientists with data analytics case study examples development of internet and technology, now you will end. World is right now Management & business intelligence case studies were developed with Marlene Smith at the links... Academic material their care to help their patients based off of how science. Already implementing techniques like A/B testing to their websites and emails to convince! The major big data applications in various sectors and industries and … case studies were developed Dewayne... A disclaimer in every video but this is why many companies have been discussing for the sector business analytics data. Training shop personnel had a positive impact on the SAS Press book Building Models! Can achieve competitive advantage, reduced the cost of operation and drive retention. To start collecting data and Art: can machine learning and Predictive Models detect... Are trying to better serve their customer and their bottom line can find the previous salesman or.... Analysis case study examples provides a comprehensive and comprehensive pathway for students to see that larger like... This to be true when you see a spot that always has a new restaurant store! Teams and combining their expertise with data-driven insights Warehouse or a Macy ’ s Men! Your LinkedIn profile and Glassdoor salary estimates that has been shown to reduce the amount of that... Level, scholarships and grants are all available for those who seek them out right donors isn ’ t with. Much money you make and your bottom line education is only worth your time if you want an abridged,.

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