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What is a data architect? IT’s data framework visionary | Analytics - CIO UK

Data architects visualize and design an organization's enterprise data management framework, aligned with enterprise strategy and business architecture, notes Thor Olavsrud, Senior Writer at CIO.
Photo: Jeff Sheldon / Unsplash (CC0)Data architect roleData architects are senior visionaries who translate business requirements into technology requirements and define data standards and principles. The data architect is responsible for visualizing and designing an organization's enterprise data management framework. This framework describes the processes used to plan, specify, enable, create, acquire, maintain, use, archive, retrieve, control, and purge data. The data architect also "provides a standard common business vocabulary, expresses strategic requirements, outlines high-level integrated designs to meet those requirements, and aligns with enterprise strategy and related business architecture," according to DAMA International's Data Management Body of Knowledge...
How to become a data architectData architect is an evolving role and there is no industry-standard certification or training program for data architects. Typically, data architects learn on the job as data engineers, data scientists, or solutions architects and work their way to data architect with years of experience in data design, data management, and data storage work.
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Source: CIO 

Yale’s academic strategy update emphasizes science and engineering | University - Yale Daily News

Maya Geradi, Staff Reporter at Yale Daily News says, On Oct. 13, University President Peter Salovey announced Yale’s fall 2020 academic strategy update, which emphasized science and engineering in the classroom and beyond. 
Yale's Old Campus at dusk, April 2013Photo: Wikipedia, the free encyclopedia
The update, sent in an email to the Yale community, included the University’s plans for five multidisciplinary areas of focus: data science and computer science, neuroscience, inflammation science, planetary solutions and quantum science, engineering and materials. The areas are reflective of the “five ideas for top-priority investment,” as described in the University Science Strategy Committee’s May 2018 executive summary. These ideas include data science, engineering and materials and neuroscience, among others. In his announcement, Salovey also discussed progress on the Kline Tower Project, neuroscience institute at 100 College Street and the investment in the new physical sciences and engineering building.“
Across our campus, we are emphasizing Yale’s commitment to sciences and engineering to spark discoveries that can improve lives,” Salovey wrote in the email update last Tuesday. “...
The University is also building academic bridges between the School of Architecture, School of Environment, Department of Economics and Department of Sociology to research and create strategies targeting local and global environmental perils, such as climate change. University Provost Scott Strobel is set to meet with faculty across arts, humanities, social science, science and engineering to discuss implementation of the strategies. Read more...
Source: Yale Daily News 

Philosophy Professor Untangles Thorny Matters in His New Book | Off the Shelf - Columbia University

Eve Glasberg, Director, Arts and Culture Communications, Columbia University in the City of New York inform, Justin Clarke-Doane asks the big questions in Morality and Mathematics.
Philosophy Professor Justin Clarke-Doane has been reading physics textbooks lately.For anyone who has the bandwidth to tackle both philosophy and mathematics at the same time, Philosophy Professor Justin Clarke-Doane’s new book is perfect. In Morality and Mathematics, the first book-length treatment of the topic, Clarke-Doane explores the similarities and differences between the two fields of knowledge.
He discusses the book with Columbia News, along with what he reads for pleasure, what he’s teaching this semester, and what he might serve at a dinner party.box-sizing: border-box; 
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Recommended Reading
Morality and MathematicsSource: Columbia University 

These university-level math courses are on sale for just $29 | VB Deals - VentureBeat

Have you ever struggled with math classes in school? by VB Deals.

These university-level math courses are on sale for just $29
Photo: VentureBeatMaybe you discarded it altogether and decided you’re more of a creative type. Either way, you’re not alone. However, the math that you learned in high school unfortunately does not teach many functions and equations that actually apply to real life, and short of higher education courses, this knowledge can be difficult to locate and understand. 
The truth is that math comprehension matters, and with the Mathematics for Engineers Prep Bundle, you can decode even the most advanced math problems. This 9 course bundle contains more than 60 hours of in-depth instruction to bring you from mathematical novice to master of all things Algebra, Calculus, Statistics, and so much more. There is even a course dedicated to how math is directly integrated with electronics, providing you with basic insights as to how circuits and other electronic systems work.

Although you won’t be a university setting, these are university-level courses that you can take at your own leisure. Lifetime access to these courses also ensures that you can continue learning new skills and brushing up on old ones for as long as you want to.

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Source: VentureBeat 

What Are The Top Skills You Need To Amass To Become A Data Scientist? | Technology - Technology Times Pakistan

The interdisciplinary field of career in data science is growing with extraordinary relevance and so do data scientists. 
Top Skills Needed For A Career In Data Science Photo: Technology Times PakistanAt the same time, the world is generating more data than ever before, supported by inexpensive and endless cloud computing resources available to process that data. Since data is the new currency, companies focus on extracting value from the data pool that will help them boost business and adapt to the changing technologies in the market. For this, they need to hire the right people with reliable data science skills. Data scientists are generally believed to have profound knowledge and expertise in fields like machine learning, statistics, mathematics, computing science, data visualization, and communication. Besides, it is justified to possess such technical skills as a data scientist is one of the highest paying jobs in the Tech community. Along with these, a data scientist must have the ability to solve business problems, be agile, carry effective business communication, be a good data storyteller, and a team player... 
Educational Background 

In terms of Academia, the large majority (95%) of current data scientists have a Bachelor’s degree or higher. Out of those, 53% hold a Master’s degree, and 26% – a Ph.D. The study concludes that a person must aim for a second-cycle academic degree; although, having a Bachelor’s can still serve as a pre-requisite as long as the person has the technical skills and preparation required.

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Source: Technology Times Pakistan 

Learn the 5 Fastest Growing Skills Among Business Professionals Today (Bonus: Free Courses) | Top skills and courses - The Learning Blog

Methodology: Among the top 100 skills added by LinkedIn members to their profiles, we identified the skills that had the greatest growth in the number of professionals with the skill from August 2019 to August 2020. We exclude common skills which are possessed by a majority of members.

What are the top trending skills for business professionals? What do your peers want to be known for? This list has the answers by Emily Poague, Vice President of Marketing. 

Photo: The Learning Blog

Professionals have been learning at record rates since COVID-19 hit and have added more than 140 million skills to their LinkedIn profiles since March*. The current economy is putting an even bigger demand on job seekers which is why we pulled together the five fastest growing skills of the year...
Hard skills like Data Analysis, Financial Forecasting, and Analytical Skills are also more important than ever. Business professionals know they need to be more data-driven, meticulous about where they spend their time and dollars, to weather this economic downturn.
Check out these expert-led courses, hot off the presses, to help you learn the five fastest growing skills for business professionals—they’re free until November 20, 2020...
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Source: The Learning Blog 

National Bookshop Day celebrates independent bookstores across the country | Books - Newshub

Annabelle Tukia, reporter with Tv3 says, The sixth annual Bookshop Day is being celebrated across the country and thanks to COVID-19, businesses are coming back into the light.

The book retailing business is starting to be 'booming' again. 
Photo: GettyBooksellers New Zealand, which represents 190 independent shops in New Zealand, says Saturday is an opportunity for bookshops to invite their community in.
Booksellers NZ CEO Dan Slevin says the book retailing business is starting to grow again, especially after the COVID-19 lockdown"...
Everyone's really excited to see a new bookshop. People love books and we're so excited to get to know our community."
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Source: Newshub

Two Important New Books on Knowledge, Bias, and Paternalism | Political Ignorance - Reason

Recent works by longtime intellectual antagonists Cass Sunstein (author of "Too Much Information") and Mario Rizzo and Glen Whitman (authors of "Escaping Paternalism") have a surprising amount of common ground by Ilya Somin, Professor of Law, George Mason University.

Traditional paternalists argue that they know what's good for you regardless of your own preferences. Prohibition advocates, for example, claimed that people must be forced to stay away from "Demon Rum"
Unlike old-fashioned paternalists, advocates of LP argue that choice must sometimes be restricted in order to enable people to better pursue their own "true" preferences—to do what they themselves would want to do, but for the pernicious influence of ignorance and cognitive biases. LP enthusiasts also contend that policymakers can simultaneously improve decision-making and minimize coercion by using carefully calibrated "nudges" rather than the crude blunderbuss tactics of "hard" paternalists. For their part, critics claim that the behaviorial research underlying LP isn't as robust as advocates assert, and that the new paternalistic policies have many of the same flaws as the old.
Two recently published books suggest that there may be more room for common ground between defenders and critics of LP than previously assumed.  The first is Too Much Information: Understanding What You Don't Want to Know by Harvard law professor Cass Sunstein, one of the leading advocates of LP. The second, Escaping Paternalism: Rationality, Behavioral Economics, and Public Policy, by economists Mario Rizzo and Glen Whitman (RW), perhaps the leading academic critics of LP.  Sunstein and RW are longtime adversaries in the academic debate over paternalism. But these two books have so much in common that readers unfamiliar with the authors' history might assume they are all on the same side.
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Source: Reason

Suggested Books Today | Books - Helge Scherlund's eLearning News

In the current context of the electronic governance of society, both administrations and citizens are demanding greater participation of all the actors involved in the decision-making process relative to the governance of society by MDPI.
Download PDFIn addition, the design, planning, and operations management rely on mathematical models, the complexity of which depends on the detail of models and complexity/characteristics of the problem they represent. 

A special issue of Mathematics (ISSN 2227-7390).Víctor Yepes andJosé M. Moreno-Jiménez (Eds.)Pages: 290Published: October 2020(This book is a printed edition of the Special Issue Optimization for Decision Making that was published in Mathematics)Download PDF 
Source: MDPI Books 

Virtual event to examine ethical leadership with AI and Big Data | Purdue News Service

A global panel will consider how to define ethical leadership and the particular challenges posed by emerging technologies in a virtual eventfrom 1-1:45 p.m. ET on Oct. 28, inform Aaron Rooks, Director of Marketing & Communication at Purdue University.
Photo: Purdue University
A global panel will consider how to define ethical leadership and the particular challenges posed by emerging technologies in a virtual event from 1-1:45 p.m. ET on Oct. 28.
The event is made possible by a grant from Lilly Endowment Inc. to support , an initiative designed to develop curricula to foster character and ethical values in future leaders, preparing them to respond appropriately to the challenges posed by rapidly evolving technologies, such as artificial intelligence and Big Data management...
The event will be moderated by Natasha Singer, a technology reporter with the New York Times who covers health technology, education technology and consumer privacy. The speakers are Dr. Philip Brey, professor of philosophy of technology at the University of Twente in the Netherlands, former president of the International Society for Ethics and Information Technology and former president of the Society for Philosophy and Technology; and Michael Lamb, assistant professor of politics, ethics and interdisciplinary humanities and executive director of the Program for Leadership and Character at Wake Forest University, and a research fellow at the Oxford Character Project.
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About Purdue University

Purdue University is a top public research institution developing practical solutions to today’s toughest challenges. Ranked the No. 5 Most Innovative University in the United States by U.S. News & World Report, Purdue delivers world-changing research and out-of-this-world discovery. Committed to hands-on and online, real-world learning, Purdue offers a transformative education to all. Committed to affordability and accessibility, Purdue has frozen tuition and most fees at 2012-13 levels, enabling more students than ever to graduate debt-free. See how Purdue never stops in the persistent pursuit of the next giant leap at https://purdue.edu/
Source: Purdue News Service 

University of Chicago's Booth School of Business Switches to E-Learning After COVID-19 Cases | University of Chicago - NBC Chicago

The cases were reported after numerous MBA students participated in an off-campus gathering, school officials said by UNIVERSITY OF CHICAGO.

Photo: Screenshot from NBC Chicago's Video.Officials at the University of Chicago announced Wednesday that all classes in its Booth School of Business will transition to remote learning for at least the next two weeks after multiple students tested positive for coronavirus after attending an off-campus gathering.

According to an email sent out by the school, a large group of full-time MBA students at the business school gathered off-campus on Chicago’s North Side. Many in attendance did not wear masks, and in the time since the gathering, multiple students have tested positive for COVID-19...

“We ask everyone on campus to once again review the terms of the UChicago Health Pact and to uphold its principles,” officials said in an email to students and faculty. “It takes only one incident like this to put many others at risk.”

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Source: NBC Chicago

How to Make the Most of e-Learning | Discussion - The London Economic

For a lot of students, note taking is a tedious activity that they would rather not bother with. For others, they might not be very good at note-taking or might simply need more help in doing so, The London Economic's author Keith Asante describes. 
Photo by Julia M Cameron from PexelsIn the past, your only source of support with your notes would be other students who take or have taken the same class or your teacher. Thanks to the broadness of the internet, students from all over the world who study the same topics can help each other.
The internet has changed all parts of human life from business to communication and, of course, learning. In the pre-internet days, formal education was rigid and straight-forward; you paid to attend an in-person learning institution and carried out personal study on your own or with the help of people who were physically close to you. Now, with the advent of the internet, we have access to all sorts of remote learning resources. Because of the COVID-19 outbreak, there is even more emphasis on remote learning and leveraging the internet to reach students.
Whether your learning institution has gone fully remote or you merely need help with personal study, there are many ways to take advantage of e-learning. One platform that’s stood out as being particularly beneficial to users during this time is Studypool.
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Source: The London Economic

From Derangement To Euler’s Number | Mathematics - Medium

How e can rise from combinatorics by Eliran Turgeman in Cantor’s Paradise.
From Derangement To Euler’s Number
The constant e has a significant role across mathematics from growth problems to compound interest and even eigenvalues problems.e has many representations, some of the most well known are
some of many e representationsIf the above formulation seems unfamiliar or daunting to you, don’t get discouraged since it’s not gonna be relevant for this article. In this article, I will discuss a totally different approach to how we can get an approximation of e solving a simple and intuitive combinatorics problem...
Say a postman has n letters and every one of these letters is addressed to a different person. Assuming that our postman is a bit clumsy and he delivers the letters randomly, what are the chances for derangement? or in other words, what are the chances that no one will get a letter which is addressed to them?...
ConclusionStarting off with an intuitive combinatorial problem that seems completely unrelated to e, we managed to give rise to one of the most significant constants in mathematics.
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Source: Medium 

Haydn: where to start with his music | Classical music - The Guardian

Humorous, earnest, prolific and always deeply humane, the Austrian composer is credited with inventing the symphony and the string quartet.Even if that’s not strictly true, his creativity shaped western classical music, says Rian Evans, The Guardian.
A gift for brilliant synthesis of emerging styles ... Franz Joseph Haydn.
Photo: DEA/A Dagli Orti/De Agostini/Getty Images

Europe’s most celebrated composer in the late 18th century, Joseph Haydn (1732-1809) was known for his brilliant synthesis of emerging styles, which helped set the course of western classical music as we know it. Famed as the father of the symphony and of the string quartet, in reality he invented neither – but he did consolidate new principles of musical form, based on balance and proportion, expectation and fulfilment. Haydn’s gift was in flexing the rules to ensure variety, creating tensions and dramatic effects. As humorous as he was earnest, Haydn always reveals his deep humanity in his music...

His life

He was born in Rohrau in 1732; his father was a wheelwright, his mother a cook, and his younger brother Michael would also be a composer. At barely six, Joseph’s gifts saw him uprooted to become a choirboy in Hainburg, then talent-spotted for St Stephen’s cathedral choir in Vienna. This experience of the last throes of baroque music stood him in good stead: Haydn would later say he learned most by listening. He became a freelance musician – singing, playing, teaching – extending his sketchy education by diligent study of counterpoint and theory. Working briefly as valet-accompanist to the composer Nicola Porpora (singing teacher of the famous castrato Farinelli), he was introduced to many of Vienna’s cultural movers and shakers, among them imperial court poet Metastasio and composers Hasse and Gluck.

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Source: The Guardian 

Five things you didn’t know about Beethoven | Music - OUPblog

Mark Evan Bonds, Cary C. Boshamer Distinguished Professor of Music at the University of North Carolina, Chapel Hill summarizes, Films like Immortal Beloved and Copying Beethoven, whatever their value as entertainment, have helped create an image of the composer that often runs counter to the historical evidence. Here are five things that might surprise you about the composer.
Photo: OUPblog

He laughed a lot

Most images of Beethoven—especially those done after his death—show him scowling. But contemporary accounts make it clear that he was quick to laugh, and his letters reveal him as an incorrigible punster. Portraits of him from his own time typically show a contemplative gaze, exactly the kind of look one would expect from a creative artist...

He had to hustle to make a livingUnlike most other major composers of his time, Beethoven had no permanent appointment at a court or church, which meant that he had to cobble together an income from a variety of sources: teaching, performing, and above all selling his published music. But he was not a very good businessman and lamented the countless hours devoted to haggling with publishers. We can only imagine how much more he would have written had he had more time to do so.
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Recommended Reading

Beethoven: Variations on a LifeSource: OUPblog

Book Review: Artificial Intelligence Engines: A Tutorial Introduction to the Mathematics of Deep Learning | AI Deep Learning - insideBIGDATA

We’re seeing a rising number of new books on the mathematics of data science, machine learning, AI and deep learning, which I view as a very positive trend because of the importance for data scientists to understand the theoretical foundations for these technologies by .
Artificial Intelligence Engines: A Tutorial Introduction to the Mathematics of Deep Learning
In the coming months, I plan to review a number of these titles, but for now, I’d like to introduce a real gem: “Intelligence Engines: A Tutorial Introduction to the Mathematics of Deep Learning,” by James V. Stone, 2019 Sebtel Press. Dr. Stone is an Honorary Reader in Vision and Computational Neuroscience at the University of Sheffield, England.
The author provides a GitHub repo containing Python code examples based on the topics found in the book. You can also download Chapter 1 for free HERE.
The main reason why I like this book so much is because of its tutorial format. It’s not a formal text on the subject matter, but rather a relatively short and succinct (only 200 pages) guide book for understanding the mathematical fundamentals of deep learning...
I would recommend this tutorial to any data scientist wishing to get quickly up to speed with the foundations of arguably the most important technology discipline today. The best time to move ahead with your education is now with this great resource!
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Source: insideBIGDATA  

How to Market Online Courses Using Your Website, Email, and Social Media | Sales & Marketing - Business 2 Community

Ellie Diamond, Author at Business 2 Community recommends, Since COVID-19 turned the world upside down, education providers all over the world have shifted to online learning. 

Photo: Business 2 Community

This transition means a lot of changes, including different ways of marketing your courses. But how do you figure it all out when you’re already so busy keeping your organization afloat?

Here’s the good news: People love online courses. Even before COVID-19 hit, experts were predicting that the online education market would be worth $350 billion by 2025.

Marketing your courses just means reaching those people who are already looking to learn something new. Fortunately, the best tools are cost-effective and probably already at your disposal. Read on to learn how to market online courses using social media, email, and your website...
Now that you’ve learned how to sell online courses using your website, email list, and social media, you can create your first campaign. Start by reading through The Download , our comprehensive guide to digital marketing for education providers.
Where will inspiration strike for you? Maybe your first step will be revamping your website or launching a Facebook campaign to promote a course that starts soon. Just as you do when developing courses, keep your focus on your (potential) students when deciding how best to reach them and you’ll know which way to go. After all, you know your students best!
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Source: Business 2 Community

Online Education: A Way Forward Into The Future Or Not? | K12 - BW Businessworld

E-learning, as the name suggests, depends on the accessibility and openness of technology, yet practically no accessibility of such nature is a huge task to work on before turning to the online industry by Sunita Gandhi,  Founder, Global Classroom Private Limited (GCPL) & Global Education & Training Institute (GETI).

Online Education: A Way Forward Into The Future Or Not? Photo: Shutterstock

One of the many aspects of COVID-19 is its impact on India’s education system and industry in general. From unprepared teachers to online education to new education policy, it was all too much to soak in. However, many critics believe it to be a paradigm shift that the system was longing for? Or is it too early to say so? 
The lockdown has fastened the reception of technology in every sphere. E-learning, as the name suggests, depends on the accessibility and openness of technology, yet practically no accessibility of such nature is a huge task to work on before turning to the online industry. In an ongoing 2017-18 study, the Ministry of Rural Development found that about 47% of Indian family units get about 12 hours of electricity and over 36% of schools in India work without power. This implies while students from affluent families can explore the opportunities of online learning, those from oppressed backgrounds are probably going to capitulate to shortcoming and an absence of this transition, either in light of the detachment with the technology or the low-level of training of their parents to direct them through these applications. 
Schools and training institutes should initially take note of their current abilities and assets to go online or give distant learning services. This ought to incorporate an assessment of the accessible advancements and conveyance systems...
There is a basic need for investment in developing a framework for giving online training in much prosperous manner. Prompt measures are essential to diminish the impacts of the pandemic on bids for employment, entry-level position projects, and research projects. There is a need for establishing value confirming components and quality benchmark for internet learning programs that must be created and offered by Higher Education Institutions in India keeping this quick transition in mind.  
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Source: BW Businessworld

Interface University and Other Scenarios for the AI Economy | Artificial Intelligence (AI) - EDUCAUSE Review

This article is adapted from David J. Staley, Alternative Universities: Speculative Design for Innovation in Higher Education, pp. 121–140. © 2019 Johns Hopkins University Press. Reprinted with permission of Johns Hopkins University Press.David Staley, Associate Professor of History, The Ohio State University argues, As artificial intelligence moves us to a world without work, what does that mean for higher education institutions and their mission in the new economy?
Photo: >Mark Pernice © 2020In March 2016, AlphaGo—a computer algorithm developed by Google's DeepMind—defeated Lee Sedol, one of the world's top Go players, 4 games to 1. The result was a worldwide sensation: twenty years after World Chess Champion Garry Kasparov was defeated by IBM's parallel-processing computer Deep Blue and five years after IBM's Watson easily beat the two best Jeopardy  champions, artificial intelligence had once again seemingly surpassed human intelligence.
At the time of Kasparov's defeat, many observers (myself included) wondered if a computer would ever defeat a human at Go.1 Chess is a complex game, of course, but at its heart, it is a game of logic and calculation. Given a particular board configuration, a player need only calculate all the possible combinations of moves and decide the best path among those choices. Computers are particularly good at brute-force calculation of this type, and thus it seemed inevitable that as computational power grew exponentially, someone would eventually create a device that could calculate more combinations faster than a human might.
Go, however, is not a game that is easily given over to brute-force calculation, and that is why so many of us thought it unlikely that a computer would defeat a human. Go, invented in China more than 2,5000 years ago, is a deceptively simple game: on a board with a grid of black lines (usually 19x19), two players alternately place black and white stones on the intersections... 
ConclusionIt is indeed possible that artificial intelligence will advance to such a degree that it achieves "general intelligence." Should that day arrive, it is likely that artificial intelligence will have taken over most jobs.18 In such a scenario, the nature and purpose of higher education will have irrevocably changed: higher education will have reverted to its pre-Morrill condition as a luxury, perhaps even a luxury for the many. But in such a scenario, college for human capital development—the guiding logic of higher education since the 1980s—would no longer be the rationale.
This is the less plausible scenario, however. Instead, artificial intelligence most probably will have reached the stage of development where it is replacing many human tasks, even complex cognitive tasks—but not every human task. The more likely future is one in which humans and artificial intelligence work in tandem to engage in cognition, in a division of labor between what artificial intelligence does better and what humans do better. Learning to cooperate, learning to think together, will become the raison d'être of higher education.

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Source: EDUCAUSE Review

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