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Saturday, October 08, 2016

Meet the New Math, Unlike the Old Math | Quanta Magazine

"The latest effort to overhaul math and science education offers a fundamental rethinking of the basic structure of knowledge. But will it be given time to work?" according to Kevin Hartnett, writes the Brainiac column for the Boston Globe‘s Ideas section from his home in Columbia, S.C. He also writes for other magazines and newspapers, and his work has been collected in the “Best Writing on Mathematics” series.
Photo: Hiné Mizushima for Quanta Magazine

If we could snap our fingers and change the way math and science are taught in U.S. schools, most of us would. The shortcomings of the current approach are clear. Subjects that are vibrant in the minds of experts become lifeless by the time they’re handed down to students. It’s not uncommon to hear kids in Algebra 2 ask, “When are we ever going to use this?” and for the teacher to reply, “Math teaches you how to think,” which is true — if only it were taught that way.

To say that this is now changing is to invite an eye roll. For a number of entrenched reasons, from the way teachers are trained to the difficulty of agreeing on what counts in each discipline, instruction in science and math is remarkably resistant to change.

That said, we’re riding the next big wave in K-12 science and math education in the United States. The main events are a pair of highly visible but often misunderstood documents — the Common Core math standards and the Next Generation Science Standards (NGSS) — that, if implemented successfully, will boldly remake the way math and science are taught. Both efforts seek to recast instruction in the fundamental ideas and perspectives that animate the two fields.

“What we did in reorganizing the content of school mathematics was long overdue,” said Phil Daro, one of three lead authors of the Common Core math standards.

The changes go beyond the contentious new methods of teaching arithmetic that have grabbed headlines and threatened to blunt the momentum of Common Core math. Both documents developed out of decades of academic research on how children learn, and they reflect similar priorities. They exhibit an elegant rethinking of the basic structure of knowledge, along with new assertions of what’s important for students to be able to do by the time they finish high school.

“Overall, there’s a movement towards more complex cognitive mathematics, there’s a movement towards the student being invited to act like a mathematician instead of passively taking in math and science,” said David Baker, a professor of sociology and education at Pennsylvania State University. “These are big trends and they’re quite revolutionary.”

Pedagogical revolutions are chancy endeavors, however. The Common Core math standards were released in 2010 and NGSS in 2013. Now, years on, even enthusiastic early adopters of the Common Core like the state of New York are retreating from the standards. While the ultimate impact of both the Common Core and NGSS is still uncertain, it’s clear these standards go beyond simply swapping one set of textbooks for another — to really take hold, they’ll require a fundamental rethinking of everything from assessments to classroom materials to the basic relationship between teachers and students. 

The Old New Math
NGSS and the Common Core are a significant departure from the way science and math have been taught, but they didn’t come out of nowhere. In fact, they’re consistent with a trend that’s been slow-boiling for a half-century.

In a 2010 paper, Baker and colleagues analyzed 141 elementary school math textbooks published between 1900 and 2000. They found that what kids were learning changed considerably during that period. Until the 1960s, basic arithmetic accounted for 85 percent of math instruction. By the end of the century that proportion had dropped to 64 percent, with the balance of instruction devoted to more complex topics like advanced arithmetic and geometry.

“When you step back historically and sociologically, it’s clear education has really ratcheted up along these cognitive dimensions,” Baker said. “The idea that education is like men’s ties and just goes through this cycle of wide and thin is not true.”

Pedagogy has shifted as well. During the same period in which students began to learn more complex mathematics, leaders in science and math education launched complementary pushes to teach students to think more like real scientists and mathematicians. These efforts included the “New Math” of the 1960s and similar plans that decade to teach science as an enquiry into enquiry,” as one leading expert of the time put it. Later manifestations of the impulse away from rote instruction include curricular standards created by the National Council of Teachers of Mathematics in the 1980s and the enthusiasm for “inquiry-based” science in the 1990s.

All of these initiatives had the right idea, but their implementation was off, say developers of NGSS and Common Core math. “Inquiry” is a habit of mind among scientists, but in the 1990s it was taught as its own curricular topic: Last week we learned about DNA, this week we’re going to learn about inquiry.

“Inquiry became almost an empty word, where it didn’t really matter what the inquiry was about,” said Heidi Schweingruber, director of the Board on Science Education at the National Academies of Sciences, Engineering, and Medicine, which provided guidance for the development of NGSS.

The same problem happened in math. For the last 50 years, reformers have wanted to teach kids to reason mathematically, to think nimbly about topics like quadratic equations that otherwise come off flat. Instead, in programs that employed the New Math, students often ended up playing logic games.

“The push toward conceptual understanding and understanding rich mathematical ideas sometimes ended in practice with students just engaged in activities and messing around,” said Robert Floden, dean of the College of Education at Michigan State University.

It’s not surprising that ambitious changes like these would be hard to implement. After all, teaching kids to adopt a scientific mindset is a subtler and more complex task than having them memorize the parts of a cell. For one thing, it requires teachers who inhabit that mindset themselves, and they’re harder to find. For another, it takes a more patient perspective than the prevailing one in public education, which expects teachers to post a learning objective on the board before each class and end every unit with a multiple-choice test.
Read more... 

Source: Quanta Magazine 

Computers are no substitute for teaching | The Detroit News

Photo: Kenneth Calvert - Hillsdale College
Ken Calvert, headmaster of Hillsdale Academy insist, "It might appear counterintuitive, but more tech in the classroom is counterproductive."
 

As students return to elementary and secondary school classrooms across Michigan and throughout the country, teachers and administrators are debating the expanded use — and, more tellingly, the educational value — of technology in those classrooms."

That debate comes amid reports, for example, that Montgomery County, Maryland, an upscale Washington, D.C., suburb, is continuing its multiyear rollout of Chromebook laptops in classrooms. The Washington Post recently reported that about 27,000 new Chromebooks are to arrive in the county’s middle and high schools in 2016-2017.

Not to be outdone, in neighboring Fairfax County, Virginia, the public school system is buying 7,800 laptops for students at six high schools and several elementary and middle schools. The aim, according to the Post, is “to connect every student with a device that can be used for classroom activities and homework.”

By contrast, Hillsdale Academy, an independent K-12 day school in Hillsdale, Michigan, expressly avoids the overuse of technology in its classrooms.

It might appear counterintuitive, but more tech in the classroom is counterproductive.

The educational philosophy Hillsdale Academy, which takes a classical approach, focuses not on the impersonal “interaction” between students and laptops, but rather on the relationship between human beings; namely, between the teacher and the student. Research is proving that the “old school” methods are now (or should I say, again) “cutting edge.”

On the surface, this approach might appear Luddite. However, we’re not suggesting that classroom tech is of no value. It has its place, but it should not be seen as the new sine qua non of education.

There is no compelling evidence that “laptops for all” is an educational cure-all, any more than the emphasis on a “TV in every classroom” proved successful in the 1980s. To the contrary, the academic track record at Hillsdale Academy, and similar schools across the nation that eschew such trendy nostrums, proves the opposite.

Hillsdale Academy, located in rural Michigan, does not require entrance exams, yet its graduates’ ACT scores are consistently in the top five among the 800 high schools, both public and private, in Michigan. Its graduates are accepted into prestigious colleges — Princeton, Stanford, Harvard, Notre Dame, the University of Michigan and others.

What produces those results? Instead of relying on calculators and computers, our students delve into the math and science that inform the machine, the math and physics that serve as the foundations for the technology.
Read more...

Source: The Detroit News

Why did a medal become the prize for scientific achievement? | The Guardian


Photo: Rebekah Higgitt
Rebekah Higgitt, lecturer in history of science at the University of Kent summarizes, "The idea of a prize medal for outstanding scientific work is so ubiquitous that we rarely stop to think about it." 

The Royal Society’s Copley Medal has been awarded since 1737. This is the once awarded to Dmitri Mendeleev in 1905. 
Photo: Wikipedia

Yet it has not always been the obvious way to reward competitive achievement. It was once an innovation, and is one that tells us as much about the enthusiasms of a particular group of 18th-century gentleman as about the new world of experimental science that they sought to celebrate.

While I am always wary of claims to something being “the first” (other examples and precedents can nearly always be found, or prove more significant), there is a good claim for the Royal Society’s Copley Medal as the first prize medal. Since 1737 it has been offered for whatever scientific work was considered worth rewarding. That, of course, has changed considerably over time, but it was always presented as an honorary, annual reward for scientific merit.

'While there had previously been monetary rewards and prizes for scientific work –for example under the 1714 Longitude Act or by the French Academy of Sciences – there was no obvious and immediate precedent for a competition that was open to any field, or for a medal. In Britain it was only relatively recently that medals had been offered to reward specific naval services, commemorate events or the famous. So what led to the Royal Society commissioning a medal in the 1730s?

The answer is two-fold. Firstly, the Society’s Council members found themselves with an awkward pot of money. This was a bequest made in the will of a Fellow of the Society, Godfrey Copley, who died in 1709. This left “the sum of one hundred pounds upon trust for the Royal Society of London for improving natural knowledge to be laid out in experiments or otherwise for the benefit thereof”. Copley’s idea was that this money would help pay for the experimental demonstrations often carried out during meetings. There was no mention of medals or competitions.

The Society only received the £100 in 1717 but at this point it was decided that they should spend only the annual interest, so that they might “for ever” pay for an experiment to be performed annually at a special event. Over the next few years this money, which turned out to be £5, was usually paid to John Theophilus Desaguliers, who already regularly performed experiments for the Society at an annual cost of considerably over £5.
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Source: The Guardian

Learning Patterns: A Look Into Freshman Seminars | Daily Nexus

"The announcement of the 2016 Nobel Prize awards will be broadcast this week internationally to an audience of billions. The discussion of its history will be presented to a much smaller audience in one of UC Santa Barbara’s many freshman seminars: courses dedicated to promoting active learning and creative thinking." continues Daily Nexus.

In the picture above, a Pentium 4 processor under a microscope is shown. Science and the humanities are often seen as two subjects with no overlap; however, this processor shows the interconnectedness of science and the humanities with its design. 
Photo: Courtesy of deskpicture.com

Just as Alfred Nobel endowed prizes to those deemed to “have conferred the greatest benefit to mankind,” the UCSB faculty have prepared their own insightful teachings to the entering class of 2020 in belief that each will provide their own outstanding contributions for humanity.

First-year seminars are unique one to three unit classes that provide students with interdisciplinary inquiries and insight as they adjust to the college lifestyle. These small courses, with a maximum capacity of 20 students, are designed by experienced faculty professors to foster intellectual discourse and promote individual passions.

Students are encouraged to explore fields completely beyond the scope of their intended majors, with leeway to their time as well as their grades with the pass/no pass grading system. These opportunities are markedly valuable experiences as freshmen get the chance to meet like-minded individuals and establish meaningful connections with their peers and faculty.

From ancient to contemporary and abstract to concrete, topics range anywhere from exploring ideals in Greco-Roman antiquity to examining the physics and properties of our universe. The science, history and philosophy of complicated subject matter allows for students with little prior knowledge to gain both an understanding and appreciation for new fields.

Abstract artist Pablo Picasso once stated: “Everything you can imagine is real.”

UC Santa Barbara mathematics professor Daryl Cooper shares this poetic sentiment through his 10-week lecture series titled The Beauty of Mathematics.
Cooper affirms that even if you’re not a mathematician, there’s a lot of beautiful ideas to be found in math.

“Just like how you can appreciate a painting but you can’t paint and music but you can’t sing, you can appreciate ideas in mathematics without being a mathematician,” Cooper said.
Read more... 

Source: Daily Nexus

Philosopher of the month: al-Kindī | OUPblog (blog)


"This October, the OUP Philosophy team honors al-Kindī (c. 800-870) as their Philosopher of the Month."  inform John Priest, Marketing Assistant at Oxford University Press. 

A Poster of Al-Kindi  

Known as the “first philosopher of the Arabs,” al-Kindī was one of the most important mathematicians, physicians, astronomers and philosophers of his time. He composed hundreds of treatises, using many of the tools of Greek philosophy to address themes in Islamic thought.

Abū Yūsuf Ya‘qūb b. Isḥāq al‐Kindī was born to a noble family of the Kinda tribe at the start of the ninth century, amid a period of abundant Islamic theological speculation, ḥadĪth scholarship, and the development of sophisticated Arabic literature. Al-Kindī’ was raised in Basra, an important cultural center for the study of Islamic theology and Arabic literature and grammar, and educated in Baghdad, where he likely met Syrian and Persian scholars who pursued the new learning of Greek sciences in the new capital. Having earned the support of the caliphs al-Ma’mun and al-Mu‘tasim, al-Kindī was appointed as the private teacher of Ahmad, the son of al-Mu‘tasim. He also served as the leader of the “Kindī Circle,” a group of mostly Christian scholars who translated works of Greek philosophers and scientists into Arabic—including Aristotle’s Physics and Metaphysics, Plotinus’s Enneads and the Elements of Theology of Proclus.

Al-Kindī’s own philosophical work primarily took the form of epistles. From the inventory of tenth-century bookseller Ibn al‐NadĪm, we know that al-Kindī authored nearly 300 titles, much of which has been lost. The works comprising his extant corpus demonstrate al-Kindī’s depth of knowledge in an array of fields, ranging from philosophy and mathematics to astrology and gemology. Al-Kindī’ produced mathematical writing on topics such as astronomy, optics, and music. One of his major scientific contributions, De aspectibus, on the Optics of Euclid, influenced Roger Bacon. His study of mathematics led al-Kindī to a Euclidian philosophical method, and his philosophical writings were influenced by Platonist, Aristotelian, and even Stoic traditions. Al-Kindī was the first Islamic philosopher to offer systematic explanations for some of the widely debated theological issues of his time, such as creation, immortality, God’s knowledge, and prophecy. He saw the universe as an architectonic whole, not as something to be observed piecemeal to discover causality. His On First Philosophy, of which only the first four sections survive, was the first Arabic work on syncretic metaphysics.

Related link 

Friday, October 07, 2016

Looking for More Support, New Teachers Turn to Online Communities | Education Week Teacher

"To supplement their school- or district-provided mentoring, many novice teachers are seeking support from online and social media communities." writes Madeline Will, assistant editor for Education Week Teacher and a contributing writer for Education Week. She writes for the Teaching Now blog. 

Special Report: Helping New Teachers Thrive
 
This special report explores the challenges facing new teachers and the ways schools, colleagues, and other stakeholders can better support them...

Every other Wednesday night, the questions and the messages of support and encouragement roll in.

That’s when beginning teachers across the country—and experienced teachers looking to help—are tuning into #ntchat, a biweekly Twitter chat geared to new teachers, in which moderators ask questions and respondents answer, sharing what’s worked (and what hasn’t) in their classroom, offering advice, and soliciting tips.

“It’s not based on pedagogy, that’s not what new teachers are looking for in a [Twitter] chat,” said Lisa Dabbs, the chat’s founder and an adjunct professor at the University of La Verne, near Los Angeles, as well as an educational consultant who specializes in new-teacher support.

Without fail, the most requested topic for a chat is classroom management, she said. New teachers also frequently ask about lesson planning and building relationships.

“I’ve found that the needs are so basic,” Dabbs said. “They’re not asking how to use the latest application; they’re asking what kind of lesson plan to do.”

Dabbs founded the new-teacher Twitter chat in 2010 after noticing that while there was a general #edchat for teachers, there was nothing on Twitter that specifically targeted new teachers, who she said need support. Since then, “the interest in supporting new teachers has grown. I didn’t see that six years ago,” she said.

New-teacher mentoring has gotten more attention in recent years from state policymakers and education officials as a way to retain teachers and improve their practices. While 29 states require some type of support for new teachers, just 15 states require support during teachers’ first and second years, according to a recent report by the New Teacher Center, a nonprofit that provides mentoring services.

Progress has been slow, the report says: Just four states—Connecticut, Delaware, Iowa, and Hawaii—meet the center’s main criteria for providing and funding a high-quality system of new-teacher support. 
Read more... 

Source: Education Week Teacher

Planning Transformational Change for Student Success within Higher Education | EDUCAUSE Review


[Rio Salado College developed this report as an outcome from a grant that planned for transformational change. This work was supported by the Bill & Melinda Gates Foundation [OPP1136162]. Shannon McCarty, dean of Instruction and Academic Affairs, was the project director. The original report is available as a PDF. —The Editors]

"Rio Salado College (RSC) received a grant to plan transformational change for student success from the Bill & Melinda Gates Foundation." summarizes grants development specialist in the Grants Department at Rio Salado College.

As RSC began this project, it became clear there were few resources that looked at transformational change within as a large of a scope as RSC was undertaking, especially related to higher education. Therefore, RSC turned to a targeted strategic planning effort and sought expertise from higher education leaders to determine how change could be implemented within our institution. In the process, we developed a roadmap to plan change that is replicable and executable.

As RSC began this project, three main questions were considered: How and where does an institution begin? Who should be involved? What steps should be considered throughout the planning? The purpose for this report is to address these questions by sharing the knowledge we acquired through the completion of an integrated planning process. This should be seen as one approach to planning change as it relates to student success.

It is important to note that what might start out as process improvement can lead to transformational change, especially if the institution is willing to think beyond distinct areas and consider the big picture. Likewise, an institution may find that what they originally intended as transformational change may be better suited to process improvement. Regardless of the scale of change, the steps outlined lend themselves to both transformational change and process improvement.

The RSC Approach 
At some point, your institution will find itself at a crossroads; different members of administration, faculty, and staff might see the need to implement changes to better serve today's students and increase student success with little direction on where to go next. Improvements might be needed anywhere from the entry to exit point. Where does an institution begin?

The process that RSC has developed is divided into two main phases: Preliminary Planning and Project Planning. Each phase has several steps to guide your institution through transformational change.
Read more... 

Thursday, October 06, 2016

Death of the university greatly exaggerated, says Michael Crow | Times Higher Education


"At THE World Academic Summit, academics and entrepreneurs debate impact of technology on teaching" reports Chris Havergal, reporter whose brief includes Scotland, Wales and devolved government, the internationalisation of higher education, university administration and business schools.


Pre-register for the THE World Academic Summit 2017 at King's College London.

Entrepreneurs who predict the death of the university have “no idea what they are talking about”, Times Higher Education's World Academic Summit has been told. 

Beating heart of education: leading universities’ traditional degrees are predicted to remain popular for the foreseeable future.
Photo: Peter Marcus

Michael Crow, the president of Arizona State University, told the event that such prophets of doom were largely seeking “personal return” from investments that they made in technology. 

“Some people in the private sector have argued that college will go away; those people have no idea what they are talking about,” Professor Crow told the audience at the University of California, Berkeley. “[Some people think] that somehow technologies will be put in and take over what colleges will do; those people have no idea what they are talking about either.

“They are just largely people seeking some sort of personal return from investments that they might make in technologies.”

While Professor Crow did not specify the technology evangelists he was referring to, a very different vision of the future had been offered in the preceding conference session by Ryan Craig, the author of College Disrupted: The Great Unbundling of Higher Education

Mr Craig, the managing director of investment firm University Ventures, said that higher education institutions were producing students who lacked the skills demanded by employers and that a degree was a “luxury that many cannot afford”.

He argued that improved data about what employers wanted would allow students to identify their skills gaps and the best educational trajectory for themselves in the same way that a GPS satellite navigation device is designed to provide the best route for a journey.

In such a system, it would be better for most students to take shorter courses of 12 to 18 months in universities to develop the core “competencies” needed for their first job, and then return several years later to acquire the skills required for more specialised and managerial roles, Mr Craig said.
Read more... 

Source: Times Higher Education

Thursday, September 29, 2016

Philosopher of the month: Aristotle | OUPblog (blog)


"This September, the OUP Philosophy team honors Aristotle (384–322 BC) as their Philosopher of the Month." inform John Priest, Marketing Assistant at Oxford University Press. 
 
Photo: Bust of Aristotle. Marble, Roman copy after a Greek bronze original by Lysippos from 330 BC

Among the world’s most widely studied thinkers, Aristotle established systematic logic and helped to progress scientific investigation in fields as diverse as biology and political theory. His thought became dominant during the medieval period in both the Islamic and the Christian worlds, and has continued to play an important role in fields such as philosophical psychology, aesthetics, and rhetoric.

More is known about Aristotle’s life than many other ancient philosophers. Born in 384 BC, Aristotle’s parents were both members of traditionally medical families. His father died when Aristotle was fairly young, and Aristotle probably grew up at the family home in Stagira, in the Chalcidice region of northern Greece. At the age of about seventeen or eighteen, Aristotle was sent to school in Athens at Plato’s Academy, where he quickly made a name for himself as a student of great intellect, acumen, and originality. Aristotle remained at the Academy nearly twenty years, until Plato’s death in 348 or 347. He then relocated to Asia Minor, where he spent some years devoted principally to the study of biology and zoology. In 343 he moved to Pella, where he served as tutor to King Philip’s son, the future Alexander the Great. Aristotle returned to Athens, where for the next decade he engaged in teaching and research at his own school in the Lyceum. He fled from Athens to Chalcis on the death of Alexander, and died a year later in 322.

Aristotle was a tireless collector and organizer of observations and opinions, and analyzed his data with a critical eye. He introduced innovative technical terms, and proposed highly original philosophical theses, and was strongly committed to rational argument. Building his case step by step, Aristotle’s writings often proceed dialectically, presenting the positions of those that he disagrees with as clearly as he can, then refuting them point by point in detail. Always careful to survey the views of reputable thinkers who had approached a problem, Aristotle was the first Greek thinker to make engagement with the books of others a central part of his method. The extant works that comprise the Aristotelian corpus address a broad range of subjects, including logic, epistemology metaphysics, nature, life, mind, ethics, politics, and art.

Aristotle was concerned with the preservation of knowledge of the diverse world we live in. His ethics, which he regarded as a branch of the natural history of human beings, demonstrates an appreciation of complex human motivations. Aristotle, like Kant, had an interest in categories, setting forth both the division of the sciences we continue to use, and the categories that have organized almost all subsequent philosophical thought. He avoids all extremes, and typically does justice to each side of the divisions that split philosophers into warring camps. Many of Aristotle’s works became staples of instruction during the Roman imperial period, and again in the Byzantine period. Translated into Arabic and Latin, they were the intellectual focus of the late medieval period in western Europe, and an inspiration to the great period of Islamic philosophy. Even in the twenty-first century, Aristotle’s organization of what is known and his approach to adding to knowledge are major parts of the intellectual universe.

Read more...

Related link
Aristotle - Wikipedia, the free encyclopedia 

Source: OUPblog (blog)
his September, the OUP Philosophy team honors Aristotle (384–322 BC) as their Philosopher of the Month. Among the world’s most widely studied thinkers, Aristotle established systematic logic and helped to progress scientific investigation in fields as diverse as biology and political theory. His thought became dominant during the medieval period in both the Islamic and the Christian worlds, and has continued to play an important role in fields such as philosophical psychology, aesthetics, and rhetoric.
More is known about Aristotle’s life than many other ancient philosophers. Born in 384 BC, Aristotle’s parents were both members of traditionally medical families. His father died when Aristotle was fairly young, and Aristotle probably grew up at the family home in Stagira, in the Chalcidice region of northern Greece. At the age of about seventeen or eighteen, Aristotle was sent to school in Athens at Plato’s Academy, where he quickly made a name for himself as a student of great intellect, acumen, and originality. Aristotle remained at the Academy nearly twenty years, until Plato’s death in 348 or 347. He then relocated to Asia Minor, where he spent some years devoted principally to the study of biology and zoology. In 343 he moved to Pella, where he served as tutor to King Philip’s son, the future Alexander the Great. Aristotle returned to Athens, where for the next decade he engaged in teaching and research at his own school in the Lyceum. He fled from Athens to Chalcis on the death of Alexander, and died a year later in 322.
Aristotle was a tireless collector and organizer of observations and opinions, and analyzed his data with a critical eye. He introduced innovative technical terms, and proposed highly original philosophical theses, and was strongly committed to rational argument. Building his case step by step, Aristotle’s writings often proceed dialectically, presenting the positions of those that he disagrees with as clearly as he can, then refuting them point by point in detail. Always careful to survey the views of reputable thinkers who had approached a problem, Aristotle was the first Greek thinker to make engagement with the books of others a central part of his method. The extant works that comprise the Aristotelian corpus address a broad range of subjects, including logic, epistemology metaphysics, nature, life, mind, ethics, politics, and art.
Aristotle was concerned with the preservation of knowledge of the diverse world we live in. His ethics, which he regarded as a branch of the natural history of human beings, demonstrates an appreciation of complex human motivations. Aristotle, like Kant, had an interest in categories, setting forth both the division of the sciences we continue to use, and the categories that have organized almost all subsequent philosophical thought. He avoids all extremes, and typically does justice to each side of the divisions that split philosophers into warring camps. Many of Aristotle’s works became staples of instruction during the Roman imperial period, and again in the Byzantine period. Translated into Arabic and Latin, they were the intellectual focus of the late medieval period in western Europe, and an inspiration to the great period of Islamic philosophy. Even in the twenty-first century, Aristotle’s organization of what is known and his approach to adding to knowledge are major parts of the intellectual universe.

Blending Human Intelligence and Analytics for Student Success | EDUCAUSE Review


"Grinnell College is combining learning analytics with human-intelligence networks to increase student retention and completion. Social and psychological factors linked to learning data help predict a student's success." writes

At Grinnell College, we believe we can achieve a deeper understanding of the factors that contribute to persistence and completion on our campus and at other institutions by examining the intersection of campus culture, the results of mixed-methods research, and our work with other colleges and universities regarding the art and science of interventions.
Liberal arts colleges such as Grinnell provide students an opportunity to discover intellectual and personal interests and acquire vital skills in an intimate, residential setting shaped by close interactions with faculty. Classes in the liberal arts tradition are often small and inquiry driven; students typically have access to excellent research opportunities, libraries, laboratories, and infrastructure. Yet the liberal arts model also faces significant challenges in terms of finances, access, sustainability, technology, and public scrutiny. To succeed in this environment, liberal arts colleges need to make compelling arguments regarding cost, value, and quality. They also need to devote renewed attention to questions of student retention and success, demonstrating an ability to deliver an outstanding education that enables students to learn, thrive, complete their degrees at high rates, and find meaningful work.

Colleges and universities have long relied on human-intelligence networks made up of faculty, professional advisors, other administrators, and students themselves to find the best balance of challenge and support for individualized learning and to monitor student progress. Because of the favorable ratios of staff to students at small, residential campuses, such networks continue to be a primary strength for those institutions.

Meanwhile, analytics offers new opportunities to improve student retention and success. Learning analytics has been defined as "the measurement, collection, analysis, and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs."1 With the advent of analytics techniques including data mining and machine learning, liberal arts colleges are in a position to join with other institutions that are developing or enhancing early-alert systems and predictive models based on these techniques.2 Grinnell is working to integrate learning analytics with existing human-intelligence networks so that alerts, predictive models, and outreach to students might be improved. We see this integration, or "blending" work, as an example of "augmentation" as defined in a recent book by Thomas Davenport and Julia Kirby:3
Augmentation means starting with what minds and machines do individually today and figuring out how that work could be deepened rather than diminished by a collaboration between the two. The intent is never to have less work for those expensive, high-maintenance humans. It is always to allow them to do more valuable work.
Special Challenges for Small Schools
Based on several years of work with predictive modeling for persistence and completion at Grinnell, we have identified three special challenges that we are currently addressing. First, we have had little in the way of comprehensive, high-frequency data such as that which could be provided by a robust, campus-wide implementation of a learning management system. Although such a system is available, it is not widely used—or used to its full potential—by the majority of faculty on our campus. Second, because Grinnell is a selective college, our persistence and completion rates are relatively high; as a result, we continually encounter the "small n" problem and a lack of statistical significance in our analyses of those who do not persist. Third, the majority of our attrition occurs among students who are not in academic trouble—that is, they have B or better GPAs. As a result, we believe social-psychological factors play a significant role in persistence and completion on our campus and at peer institutions. Having identified these challenges, our efforts focus on enhancing our human-intelligence networks, our use of analytical tools, and the synergies at the intersection of the two. 

Two Useful Frameworks: Attrition as a Complex Syndrome and a Model for Thriving 
At many U.S. colleges and universities, challenges to retention are often primarily associated with two factors: preparedness and financial resources. Many students fail to complete degrees because they are unable to handle the academic demands they face. They lack time-management and organizational skills, they arrive from underfunded secondary school systems that leave them without the writing and quantitative training they need, and they find themselves overwhelmed in the classroom. In other cases, students and families borrow to their limits and, faced with escalating tuition costs and competing demands, discover that they are unable to manage the financial load. Such forces can affect liberal arts colleges as well, but challenges to retention at these institutions often illustrate a series of different factors that are not so easily identified or confronted. With this challenge in mind, a holistic approach to the analysis of the student experience can be particularly valuable.
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