Dec 1, 2019 · Sports analytics is a fascinating but enigmatic field. There are tremendous opportunities for analytics on the fan facing side (daily fantasy & sports gambling), but what goes on behind the doors of NBA, NFL, and MLB franchises can be a complete mystery. For someone looking to get into the field, it can be an extremely confusing place to start. Connect with 1,200+ employers from the NFL, NBA, MLB, NHL, MLS, college athletics, sports tech startups, agencies, arenas, and moreApplying Machine Learning to Data. By leveraging AWS’s broad range of cloud-based Machine Learning capabilities, the NFL is taking game-day to the next level—so that fans, broadcasters, coaches, and teams can benefit from deeper insights. Training data from traditional box score statistics runs through hundreds of processes within seconds ... 17/10/2016 ... How big is the job market for sports analytics? Statistics is projected to be one of the fastest-growing jobs over the next several years ...As of Oct 3, 2023, the average annual pay for the Sports Analytics jobs category in the United States is $117,822 a year. Just in case you need a simple salary calculator, that works out to be approximately $56.65 an hour. This is the equivalent of $2,265/week or $9,818/month. While ZipRecruiter is seeing annual salaries as high as $173,000 and ...Introduction. The rise of data analytics is impacting many areas of business and society. Education institutions are increasingly recognizing this shift and are seeking to help meet the continued growth in demand for talent in this area 1.In the sports landscape, both the playing-side (“on-the-field”) and the business side (“off-the-field”), reflect an increasing …The global sports analytics market size was valued at USD 2.98 billion in 2022 and is projected to grow from USD 3.78 billion in 2023 to USD 22.13 billion by 2030, exhibiting a CAGR of 28.7% during the forecast period. The sport analytics solutions provide game insights that help coaches, management officials, and athletes enhance their game ...In today’s data-driven marketing landscape, businesses are increasingly relying on marketing analytics platforms to measure their return on investment (ROI) and evaluate the success of their campaigns.The mainstream acceptance of football analytics seems to start with Brian Burke and his work on the website Advanced Football Analytics starting in the mid 2000s. Now with ESPN, Burke has proven ...About. There's never been a better time to build new skills and follow your passion. Apply now to secure your place in the Master of Sport Analytics program at La Trobe University. La Trobe University. Melbourne , Victoria , Australia. 242nd (QS) World ranking. 4.3 Read 32 reviews.The NFL data analytics revolution is just beginning as teams are realizing the dramatic effect analytics has on team success. There are many questions that need answering regarding the future of the NFL analytics. This article examines the history of analytics in the NFL and discovers schematic trends that are already forming throughout the league. Data analytics has the ability to ...During a Sloan conference in 2022, Mallepalle, who previously worked for the Baltimore Ravens, one of the first NFL teams to fully embrace analytics, said the buy-in from …Google Analytics Keyword Planner is a powerful tool that can help you optimize your website for search engines. By using this tool, you can find the best keywords to target and create content around, which can improve your website’s search ...Nothing beats AI when it comes to sports analytics. Powered by advanced programming and backed by potent learning capacity, AI in sports analytics can be put to practical use in a couple of ways. Athlete results analysis – While keeping track of on-field action is important, understanding training results and progress can often be the key to ...Dec 21, 2015 · Sports analytics — and the sports industry in general — is a very sexy industry, but the path to a job is extremely steep. An analyst means very different things within the sports enterprise, and encompasses anywhere from glorified video analysis to talent scouting to opposition report compiler to (at very few places) a proper data scientist. Making contacts and staying active in relevant LinkedIn groups can improve your chances of getting an interview and getting hired. 5. Focus on the Facts. One of the key tenets of journalism is to remain objective. As a sports analyst, you need to follow this mantra. Tailor your reports using accurate data.Course 3: Prediction Models with Sports Data. - Offered by University of Michigan. In this course the learner will be shown how to generate forecasts of game results in professional sports ... Enroll for free. Course 4: Wearable Technologies and Sports Analytics. - Offered by University of Michigan. Sports analytics now include massive datasets ...Aug 24, 2023 · 1. Earn a bachelor's degree. The first step towards becoming a sports analyst is to get a bachelor's degree. The exact field of study varies depending on the position you're pursuing. For example, sports analysts that aspire to become broadcasters might want to pursue degrees in broadcasting, communications, journalism or a similar field. In today’s digital age, data analysis plays a crucial role in shaping business strategies. Companies are constantly seeking ways to understand and optimize their online presence. One tool that has become indispensable for this purpose is Go...Analytics have revolutionized sport, providing a competitive advantage to organizational decision-making both on and off the field. This course introduces best practices utilized in sport business analytics. The course touches on data collection, fact finding, visualization, and metrics that guide strategic decision-making in the sport industry.The global sports analytics market size was valued at USD 2.98 billion in 2022 and is projected to grow from USD 3.78 billion in 2023 to USD 22.13 billion by 2030, exhibiting a CAGR of 28.7% during the forecast period. The sport analytics solutions provide game insights that help coaches, management officials, and athletes enhance their game ...Sports statisticians (or analysts) will perform data science work: building mathematical models for predictive analysis which will include machine learning and AI. The main differentiation is the type of data they are working with. Consequently, sports statisticians are data scientists for the sports industry.Intel are one of many big players who understand the importance of sports analytics, looking at brand new ways of merging historical analysis with real-time data capture. The tech giant references ...When someone mentions “sports analytics,” the first word that comes to mind for most people is likely “Moneyball,” the book by Michael Lewis and/or the movie starring Brad Pitt. In other words, baseball analytics. Baseball is the first sport where analytics took off and advanced most quickly for two very good reasons.Oct 26, 2022 · Sports analytics is the analysis of sports data, including components of sports such as player performance, business operations, and recruitment. The data offers an advantage to both individuals and teams participating in a competition and sports enterprises. Sports analytics uses the application of mathematical and statistical rules to sports. May 24, 2020 · Three questions that I often get asked, in no particular order, are 1. “How does one make a career in sports analytics?”. 2. “To work in sports analytics, does a college degree matter?”. 3 ... Apr 28, 2021 · Baseball data analysis specialists often deliver significant value to a team. They may be compensated accordingly. Of course, your primary goal as you begin working towards a career in baseball analytics is to genuinely develop the skills and expertise you’ll need to deliver that same level of value. Work hard to perform well in your classes ... 5. Cricket-21. Cricket-21 is a sports technology company working in the domain of sports analytics since 2006. They have various features that allow them to provide pre-game, in-game, and post-game analysis. They’re pioneers in capturing Data and providing statistics and editorials.When you work here, you’ll have the opportunity to create exceptional, meaningful work and problem solve with innovative team members by your side. ... Consumer Web • eCommerce • Machine Learning • Professional Services • Software • Sports • Analytics. is the leading creator of innovative technology that provides value-added ...Data science has helped some sports teams win their games using over 1 million data points. Data science in sports is transforming the sports world one data point at a time. The sports industry is ...Sports Analytics Specialization. This specialization, offered only online, provides technical and leadership training required for key positions in sports team management and analytics. It provides an understanding of how to work in sports management roles in today’s data-intensive and data-driven world.According to Zippia.com, a website that provides automated career insights and mentorship, there are currently 1445 sports analyst job openings with an average salary just above $79,000— though top salaries can net you over $100,000 per year. Zippia.com also shares that roughly 85% of current job holders have a bachelor's degree or higher. 6Portobello Institute offers Level 8 and Level 9 degrees in Sports Performance Analysis, through which you can become a sports performance analyst. The BSc (Hons) Sports Science and Performance Analysis is a three-year, Level 8 degree that is internationally recognized. During the degree, you will be afforded the opportunity to develop your ...As businesses continue to accumulate vast amounts of data, the need for analytic software becomes increasingly crucial. Analytic software is a tool that helps organizations analyze and interpret large sets of data, identify patterns, and ex...Day-to-day duties of a Sports analytics intern. At CSA, Sims works as an analytics intern. CSA currently offers two products. scoutPRO is for fantasy football players. This product provide projections, access to a fantasy football expert, and insights into player data. CSA also offers scoutSMART, which is an analytics based recruiting software.Sports Analytics Degree. It takes at least a bachelor’s degree to start a career in sports data analysis. Degree programs in sports analytics are fairly new; Syracuse …The global sports analytics market size was valued at USD 2.73 billion in 2022 and is expected to grow at a compound annual growth rate (CAGR) of 22.3% from 2023 to 2030. The increasing importance of on-field data to analyze team performance, track individual players, monitor injuries, and optimize the training curriculum of individual players ... It takes at least a bachelor’s degree to start a career in sports data analysis. Degree programs in sports analytics are fairly new; Syracuse University boasts of being the first university in the United States to offer a Bachelor of Science in Sports Analytics, which began in August 2017. Other colleges and universities also offer such a ...Stat 430: Baseball Analytics is a new course that familiarizes students with the practice of breaking down complex data sets into more digestible information. There is a fascinating, intricate science behind America’s favorite pastime. Statistics and data science have quickly become a vital asset to MLB organizations.Nov 3, 2017 · Analytics gives you a new way to approach and sometimes challenge these ideas, but it is important to learn from experts in the sport to even be able to start discussing these ideas. The second is ... Football (soccer) and predictive analytics. Football is by far the most popular sport in the world. Therefore, it only makes sense that there is a great deal of interest in building predictive and statistical models for it. In terms of academic papers a search on google scholar produces more than 5000 results.The NFL data analytics revolution is just beginning as teams are realizing the dramatic effect analytics has on team success. There are many questions that need answering regarding the future of the NFL analytics. This article examines the history of analytics in the NFL and discovers schematic trends that are already forming throughout the league. Data analytics has the ability to ...Sports-related Examples of Data Analytics Today, basketball, football, and soccer use data analytics. NBA teams are utilizing statistics to raise shooting efficiency, lower errors, and enhance ...Apache Spark: To work with real-time data streams, Apache spark provides a scalable environment for the processing of data and jobs. This could be video streams or anything else. Apache Kafka: Is ...Aug 24, 2023 · 1. Earn a bachelor's degree. The first step towards becoming a sports analyst is to get a bachelor's degree. The exact field of study varies depending on the position you're pursuing. For example, sports analysts that aspire to become broadcasters might want to pursue degrees in broadcasting, communications, journalism or a similar field. Jan 24, 2022 · If you’re wondering how to become a Sports Statistician, a Master’s degree disseminates advanced statistical theory, programming and technology, real-world problem-solving, networking, communication, and leadership skills. Jae Hyun Lee, a Senior Analyst in Commercial Analytics, graduated from Michigan Tech’s MS in Applied Statistics Online. About. There's never been a better time to build new skills and follow your passion. Apply now to secure your place in the Master of Sport Analytics program at La Trobe University. La Trobe University. Melbourne , Victoria , Australia. 242nd (QS) World ranking. 4.3 Read 32 reviews.Sports statisticians (or analysts) will perform data science work: building mathematical models for predictive analysis which will include machine learning and AI. The main differentiation is the type of data they are working with. Consequently, sports statisticians are data scientists for the sports industry.According to a new study by Grand View Research Inc, the global sports analytics market size expands at a CAGR of 31.2% and is expected to reach $4.6 billion by 2025. Increasing preference for sports as a career option and the growing demand for tracking and monitoring players’ live data are expected to drive market growth.Sports Analytics Jobs: How to Start Your Career. October 15. Sports analytics jobs are challenging and rewarding. They require expertise in a number of advanced areas including computer science, statistics, marketing, and communication. 1 They're also on the rise.In today’s digital age, businesses are constantly seeking innovative ways to improve their analytics and gain valuable insights into their customer base. One powerful tool that has emerged in recent years is the automated chatbot.Location: New York, New York. NumberFire is a sports analytics company that helps fans analyze and predict individual athlete and team performance. Acquired by Fanduel in 2015, the company mines insights from different kinds of unstructured data for teams and leagues, including the NFL, MLB, NHL and NBA. NumberFire uses public data sources and ...Continue Reading. Sports analytics is a good career as you get to analyze your favorite sport, and the job also pays decently. But it's a competitive industry, and you'll have to work hard to enter it. You won't make millions by working in this field, but you'll undoubtedly get to watch sports for a living.Sports analytics is the analysis of sports data, including components of sports such as player performance, business operations, and recruitment. The data offers an advantage to both individuals and teams participating in a competition and sports enterprises. Sports analytics uses the application of mathematical and statistical rules to sports.Nothing beats AI when it comes to sports analytics. Powered by advanced programming and backed by potent learning capacity, AI in sports analytics can be put to practical use in a couple of ways. Athlete results analysis – While keeping track of on-field action is important, understanding training results and progress can often be the key to ...In addition, you can reach out to people online who work in sports analytics and connect with them on social media. Sports Data Analyst Career and Salary Opportunities According to Glassdoor , the estimated total pay for a Sports Data Analyst is $73,486 per year in the United States area, with an average salary of $62,963 per year . Depending on the position, the job focus changes, as do the hours. Those who work in sports often must work nights and weekends, especially during the season, though the offseasons can include weeks, if not months, of time off or reduced responsibilities. Working in a sports front office is not often part-time or low stress, but the rewards can ...Fanalytics with Mike Lewis. Fanalytics. Open Source Sports. Ron Yurko. The Football Analytics Show by The Power Rank and Ed Feng. Ed Feng, The Power Rank. The Double Pivot: Soccer analysis, analytics, and commentary. Mike Goodman and Michael Caley. The Wharton Moneyball Post Game Podcast.If you’re wondering how to become a Sports Statistician, a Master’s degree disseminates advanced statistical theory, programming and technology, real-world problem-solving, networking, communication, and leadership skills. Jae Hyun Lee, a Senior Analyst in Commercial Analytics, graduated from Michigan Tech’s MS in Applied Statistics Online.To train in sports analytics and data, you will need some basic tools, such as a computer, a spreadsheet software, and an internet connection. You will also need some …Sports analytics is a field of study that combines statistical analysis, mathematics, and computer science to evaluate and understand the performance of athletes and teams in various sports. It aims to help coaches, managers, and other stakeholders in the sports industry make informed decisions based on data and evidence.Sports Analytics Specialization. This specialization, offered only online, provides technical and leadership training required for key positions in sports team management and analytics. It provides an understanding of how to work in sports management roles in today’s data-intensive and data-driven world.Dec 21, 2015 · Sports analytics — and the sports industry in general — is a very sexy industry, but the path to a job is extremely steep. An analyst means very different things within the sports enterprise, and encompasses anywhere from glorified video analysis to talent scouting to opposition report compiler to (at very few places) a proper data scientist. According to Zippia.com, a website that provides automated career insights and mentorship, there are currently 1445 sports analyst job openings with an average salary just above $79,000— though top salaries can net you over $100,000 per year. Zippia.com also shares that roughly 85% of current job holders have a bachelor's degree or higher. 6Advancing sports analytics through AI research. May 7, 2021. Creating testing environments to help progress AI research out of the lab and into the real world is immensely challenging. Given AI’s long …In the sports industry, analytics is used to build on a sports team CRM strategies by providing teams with a better understanding of their fans and customers. By analysing data from sources such as ticket sales, social media, and online engagement, teams can gain insights into their customers’ behaviours and preferences.Jan 31, 2019 · Getty. Getty. Any baseball fan knows that analyzing data is a big part of the experience. But data analysis in sports is now taking teams far beyond old-school sabermetrics and game performance ... What does a Sports Analyst do? Analysts research, analyze and report on different trends. Using either publicly available or collected data, analysts attempt to draw insights that can be used to create actionable strategies in different industries. Analysts may be called to be flexible and work across various industries, with different types of ...1. Earn a bachelor's degree. The first step you can take toward becoming a sports statistician is to earn a bachelor's degree. This is because sports statisticians typically need expert-level knowledge of statistics and methods for statistical analysis, which a bachelor's degree program can help students develop.understanding of the state of equity, diversity, and inclusion in the field of sports analytics. In this study, we surveyed individuals working in sports analytics to measure personal and job-related demographic variables, as well as their perceptions and experiences with respect to EDI in the workplace. Our primary findings are: 1.From 2010 to 2014, the sports industry saw an estimated growth of 12.6% (DCR Trendline), significantly higher than other industries overall.The growth of Sports Analytics is illustrated by the increased popularity of organizations and conferences such as the MIT Sloan Sports Analytics conference, an event known to sell out as it attracts high profile speakers and participants in the sports ...The analysis is applied first to the English Premier League, then the NBA and NHL. The course also provides an overview of the relationship between data analytics and gambling, its history and the social issues that arise in relation to …The NFL data analytics revolution is just beginning as teams are realizing the dramatic effect analytics has on team success. There are many questions that need answering regarding the future of the NFL analytics. This article examines the history of analytics in the NFL and discovers schematic trends that are already forming throughout the league. Data analytics has the ability to ...Although Moneyball is clearly not the earliest example of applying analytics to baseball—Bill James , George Lindsey (Lindsey 1959, Lindsey 1961, Lindsey 1963), and many others preceded the work described in Moneyball—this book was the catalyst for introducing the broader sports community to the potential benefits of quantitative analysis.From 2010 to 2014, the sports industry saw an estimated growth of 12.6% (DCR Trendline), significantly higher than other industries overall.The growth of Sports Analytics is illustrated by the increased popularity of organizations and conferences such as the MIT Sloan Sports Analytics conference, an event known to sell out as it attracts high profile speakers and participants in the sports ...Step 1: Have a degree. In most cases, securing a job as a sports analyst requires at least a bachelor's degree. Ideally, this will be in a field such as sports management or fitness, or a data-related area such as statistics, computing, or math. You might even take this further with a master's degree.Applying Machine Learning to Data. By leveraging AWS’s broad range of cloud-based Machine Learning capabilities, the NFL is taking game-day to the next level—so that fans, broadcasters, coaches, and teams can benefit from deeper insights. Training data from traditional box score statistics runs through hundreds of processes within seconds ...Location: New York, New York. NumberFire is a sports analytics company that helps fans analyze and predict individual athlete and team performance. Acquired by Fanduel in 2015, the company mines insights from different kinds of unstructured data for teams and leagues, including the NFL, MLB, NHL and NBA. NumberFire uses public data sources and ...Sep 28, 2023 · Great resource by Bill Kapatsoulias that provides an overview on getting started with sports analytics coding, data sources, and analytical techniques. A Guide to Getting Started with R (Duke Sports Analytics Club) Compilation of resources for getting started with sports analytics and R, contact Sean Li ([email protected]) with questions. He works with DataRobot customers across sports and casinos, including several Major League Baseball, National Basketball League and National Hockey League teams. He has been working as a data scientist and leading teams of data scientists for over 10 years in a wide variety of domains from fraud prediction to marketing analytics.Jun 2, 2020 · Apache Spark: To work with real-time data streams, Apache spark provides a scalable environment for the processing of data and jobs. This could be video streams or anything else. Apache Kafka: Is ... Sports Analytics Skills Practiced: Machine learning and data interpretation; One of the tasks you may encounter when working in sports analytics is helping teams with their draft. For this project, you will create a women’s basketball team by analyzing each player’s stats and using data science and machine learning tools.If you want to become an NHL analyst for a radio or TV network, you will need to take three similar steps: 1. Go to school. Communications and broadcasting are great majors for a bachelor’s degree. Once you earn that degree, you can decide if a master’s degree would make sense as well. You can get experience announcing games, whether hockey ...To train in sports analytics and data, you will need some basic tools, such as a computer, a spreadsheet software, and an internet connection. You will also need some …It’s no secret that analytics and data are driving, and changing, the world of sports, at all levels. From high school to college, and the pros, individuals, organizations, and teams are using analytics to drive decisions on and off the field. The rapid rise in the use of sports analytics led to the creation of […]Jan 24, 2022 · If you’re wondering how to become a Sports Statistician, a Master’s degree disseminates advanced statistical theory, programming and technology, real-world problem-solving, networking, communication, and leadership skills. Jae Hyun Lee, a Senior Analyst in Commercial Analytics, graduated from Michigan Tech’s MS in Applied Statistics Online. Second, students looking to break into the field will gain exposure to the demands of the field of sports analytics via class and project work. This collaborative project work will also expand their network of industry connections if they partner with students in the certificate who are already in the industry. Jun 17, 2022 · Having just a passion for sports is not enough. You need to follow the steps given below to make it as a sports analyst: 1. Education. A degree in sports media, journalism, broadcasting, management, data science, data analysis, etc, can help you to have a base in this field. Everything You Need to Land Your Dream Sports Job. Jobs In Sports offers all of the tools, statistics, and job information you need to start a career in sports. Jobs In Sports is the most up-to-date sports job board in the industry. Get access to hidden sports career openings offering you the ability to work in sports.Learn more about Management Analytics: Decision-Making Lessons from the Sports Industry. For more info Meredith Somers News Writer (617) 715-4216 [email protected]. Teams, leagues, and athletes are leading the way when it comes to using data analytics. Here’s what businesses can learn from sports analytics.Sports analytics has made a big impact — sometimes. In 2006, Morey traded for Shane Battier, a forward averaging only 10 points per game. But advanced metrics showed Battier was an outstanding player due to his fine defense and shot selection. ... “Do good work,” said Dallas Eakins, a former coach of the Oilers. “Have an opinion. And be ...
Use exploratory data analysis, predictive modeling, and presentation graphics in working with player on-field and on-court performance measures Employ modeling methods in studying player and team valuation, sports media, ticket pricing, game-day events management, loyalty and sponsorship program development, and customer relationship …. Craigslist for richmond virginia
Continue Reading. Sports analytics is a good career as you get to analyze your favorite sport, and the job also pays decently. But it's a competitive industry, and you'll have to work hard to enter it. You won't make millions by working in this field, but you'll undoubtedly get to watch sports for a living.The MSc Sport Data Analytics at Strathclyde is unique in: placing a high emphasis on analytics, providing you with the technical skills to analyse complex data sets using cutting-edge techniques and software. offering opportunities to interact with professionals such as sport scientists, performance, data, recruitment, talent or notational ...The global sports analytics market size was valued at USD 2.73 billion in 2022 and is expected to grow at a compound annual growth rate (CAGR) of 22.3% from 2023 to 2030. The increasing importance of on-field data to analyze team performance, track individual players, monitor injuries, and optimize the training curriculum of individual players ...Dec 7, 2020 · Technologies for measuring athletes’ health and performance are transforming how they train, compete, and manage their careers. But this explosion of athlete data is raising new questions about how best to use it—and how to do so ethically. From cricket to hockey, baseball to basketball, the digital transformation of sports is in full swing. This course prepares you to succeed in the growing field of data analysis in sport. Learning from true industry leaders, you will gain expertise in sports-performance analytics and graduate job-ready with instruction in: the latest research insights. an essential programming language. Our postgraduate sports-analytics course is available to:Connect with 1,200+ employers from the NFL, NBA, MLB, NHL, MLS, college athletics, sports tech startups, agencies, arenas, and moreLocation: New York, New York. NumberFire is a sports analytics company that helps fans analyze and predict individual athlete and team performance. Acquired by Fanduel in 2015, the company mines insights from different kinds of unstructured data for teams and leagues, including the NFL, MLB, NHL and NBA. NumberFire uses public data sources and ...The analysis is applied first to the English Premier League, then the NBA and NHL. The course also provides an overview of the relationship between data analytics and gambling, its history and the social issues that arise in relation to …Some examples of Sports Viz Sunday football datasets include Premier League shooting, Football European Championships results, and Women’s World Cup history. The project’s weekly roundups are a great way to get new analysis ideas and find people to follow. Tableau’s Football User Group is another great place to connect with the industry.How do these Sports Analytics classes work 2023? Classes are online and available whether you live anywhere, and contrary to many online programs, class sizes are limited to learning and increasing networking. These are not your traditional webinars, where a person sits and listens on your screen.About. There's never been a better time to build new skills and follow your passion. Apply now to secure your place in the Master of Sport Analytics program at La Trobe University. La Trobe University. Melbourne , Victoria , Australia. 242nd (QS) World ranking. 4.3 Read 32 reviews.Dec 1, 2019 · Sports analytics is a fascinating but enigmatic field. There are tremendous opportunities for analytics on the fan facing side (daily fantasy & sports gambling), but what goes on behind the doors of NBA, NFL, and MLB franchises can be a complete mystery. For someone looking to get into the field, it can be an extremely confusing place to start. In addition, you can reach out to people online who work in sports analytics and connect with them on social media. Sports Data Analyst Career and Salary Opportunities According to Glassdoor , the estimated total pay for a Sports Data Analyst is $73,486 per year in the United States area, with an average salary of $62,963 per year . New York, NY 5 days ago. Today’s top 3,000+ Sports Analytics jobs in United States. Leverage your professional network, and get hired. New Sports Analytics jobs added daily.To summarize: - do research to identify how mature analytics is in football, and what is being done and by whom. Look for adjacent career opportunities as much as direct work in a FC. - start following people that you find particularly insightful based on the research that you have done above. Data analytics is the science of drawing insights from sources of raw information. Many of the techniques and process of data analytics have been automated into mechanical processes and algorithms ....