Demystifying the Academic Research Enterprise

Demystifying the Academic Research Enterprise
Author: Kelvin K. Droegemeier
Publisher: MIT Press
Total Pages: 351
Release: 2023-12-19
Genre: Education
ISBN: 0262547074

What next-generation scholars need to know in order to thrive, and how they can actively participate in shaping the academic research enterprise. The academic research enterprise is highly complex, involving multiple sectors of society and a vast array of approaches. In Demystifying the Academic Research Enterprise, Kelvin K. Droegemeier shows next-generation scholars across all disciplines how to become more productive earlier in their career, as well as how to help shape the academic research enterprise. The topics covered include public perceptions of scholarly work and its use in policy; understanding the big picture of funding and national priorities as well as identifying funding sources; research methods; collecting data and materials; writing grant proposals; publishing results; ethical conduct; bias and peer review; intellectual property and compliance regulations; partnerships and collaboration; diversity, equity, and inclusion; and the future of research. Droegemeier’s two principal goals are to enhance and accelerate scholars’ understanding of the academic research process and to democratize that understanding, particularly at institutions that traditionally are underrepresented or lack robust resources. While intended for undergraduate and graduate students, postdoctoral scholars, and early career faculty, Demystifying the Academic Research Enterprise is also relevant to mid-career and senior faculty, research administrators, funding organizations, congressional staff, policymakers, and the general public. Droegemeier places scholars in a broader national and international context—not as passive recipients of the existing system but as key actors who actively participate in helping to set priorities, determine policies, drive systemic change, and advance knowledge.

Demystifying the Academic Research Enterprise

Demystifying the Academic Research Enterprise
Author: Kelvin K. Droegemeier
Publisher: MIT Press
Total Pages: 351
Release: 2023-12-19
Genre: Education
ISBN: 0262377217

What next-generation scholars need to know in order to thrive, and how they can actively participate in shaping the academic research enterprise. The academic research enterprise is highly complex, involving multiple sectors of society and a vast array of approaches. In Demystifying the Academic Research Enterprise, Kelvin K. Droegemeier shows next-generation scholars across all disciplines how to become more productive earlier in their career, as well as how to help shape the academic research enterprise. The topics covered include public perceptions of scholarly work and its use in policy; understanding the big picture of funding and national priorities as well as identifying funding sources; research methods; collecting data and materials; writing grant proposals; publishing results; ethical conduct; bias and peer review; intellectual property and compliance regulations; partnerships and collaboration; diversity, equity, and inclusion; and the future of research. Droegemeier’s two principal goals are to enhance and accelerate scholars’ understanding of the academic research process and to democratize that understanding, particularly at institutions that traditionally are underrepresented or lack robust resources. While intended for undergraduate and graduate students, postdoctoral scholars, and early career faculty, Demystifying the Academic Research Enterprise is also relevant to mid-career and senior faculty, research administrators, funding organizations, congressional staff, policymakers, and the general public. Droegemeier places scholars in a broader national and international context—not as passive recipients of the existing system but as key actors who actively participate in helping to set priorities, determine policies, drive systemic change, and advance knowledge.

Demystifying AI for the Enterprise

Demystifying AI for the Enterprise
Author: Prashant Natarajan
Publisher: CRC Press
Total Pages: 465
Release: 2021-12-30
Genre: Computers
ISBN: 1351032925

Artificial intelligence (AI) in its various forms –– machine learning, chatbots, robots, agents, etc. –– is increasingly being seen as a core component of enterprise business workflow and information management systems. The current promise and hype around AI are being driven by software vendors, academic research projects, and startups. However, we posit that the greatest promise and potential for AI lies in the enterprise with its applications touching all organizational facets. With increasing business process and workflow maturity, coupled with recent trends in cloud computing, datafication, IoT, cybersecurity, and advanced analytics, there is an understanding that the challenges of tomorrow cannot be solely addressed by today’s people, processes, and products. There is still considerable mystery, hype, and fear about AI in today’s world. A considerable amount of current discourse focuses on a dystopian future that could adversely affect humanity. Such opinions, with understandable fear of the unknown, don’t consider the history of human innovation, the current state of business and technology, or the primarily augmentative nature of tomorrow’s AI. This book demystifies AI for the enterprise. It takes readers from the basics (definitions, state-of-the-art, etc.) to a multi-industry journey, and concludes with expert advice on everything an organization must do to succeed. Along the way, we debunk myths, provide practical pointers, and include best practices with applicable vignettes. AI brings to enterprise the capabilities that promise new ways by which professionals can address both mundane and interesting challenges more efficiently, effectively, and collaboratively (with humans). The opportunity for tomorrow’s enterprise is to augment existing teams and resources with the power of AI in order to gain competitive advantage, discover new business models, establish or optimize new revenues, and achieve better customer and user satisfaction.

Demystifying Big Data and Machine Learning for Healthcare

Demystifying Big Data and Machine Learning for Healthcare
Author: Prashant Natarajan
Publisher: CRC Press
Total Pages: 227
Release: 2017-02-15
Genre: Medical
ISBN: 1315389304

Healthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability to survive and prosper. One of the long-standing challenges in healthcare informatics has been the ability to deal with the sheer variety and volume of disparate healthcare data and the increasing need to derive veracity and value out of it. Demystifying Big Data and Machine Learning for Healthcare investigates how healthcare organizations can leverage this tapestry of big data to discover new business value, use cases, and knowledge as well as how big data can be woven into pre-existing business intelligence and analytics efforts. This book focuses on teaching you how to: Develop skills needed to identify and demolish big-data myths Become an expert in separating hype from reality Understand the V’s that matter in healthcare and why Harmonize the 4 C’s across little and big data Choose data fi delity over data quality Learn how to apply the NRF Framework Master applied machine learning for healthcare Conduct a guided tour of learning algorithms Recognize and be prepared for the future of artificial intelligence in healthcare via best practices, feedback loops, and contextually intelligent agents (CIAs) The variety of data in healthcare spans multiple business workflows, formats (structured, un-, and semi-structured), integration at point of care/need, and integration with existing knowledge. In order to deal with these realities, the authors propose new approaches to creating a knowledge-driven learning organization-based on new and existing strategies, methods and technologies. This book will address the long-standing challenges in healthcare informatics and provide pragmatic recommendations on how to deal with them.

Open Knowledge Institutions

Open Knowledge Institutions
Author: Lucy Montgomery
Publisher: MIT Press
Total Pages: 177
Release: 2021-08-03
Genre: Education
ISBN: 0262542439

The future of the university as an open knowledge institution that institutionalizes diversity and contributes to a common resource of knowledge: a manifesto. In this book, a diverse group of authors—including open access pioneers, science communicators, scholars, researchers, and university administrators—offer a bold proposition: universities should become open knowledge institutions, acting with principles of openness at their center and working across boundaries and with broad communities to generate shared knowledge resources for the benefit of humanity. Calling on universities to adopt transparent protocols for the creation, use, and governance of these resources, the authors draw on cutting-edge theoretical work, offer real-world case studies, and outline ways to assess universities’ attempts to achieve openness. Digital technologies have already brought about dramatic changes in knowledge format and accessibility. The book describes further shifts that open knowledge institutions must make as they move away from closed processes for verifying expert knowledge and toward careful, mediated approaches to sharing it with wider publics. It examines these changes in terms of diversity, coordination, and communication; discusses policy principles that lay out paths for universities to become fully fledged open knowledge institutions; and suggests ways that openness can be introduced into existing rankings and metrics. Case studies—including Wikipedia, the Library Publishing Coalition, Creative Commons, and Open and Library Access—illustrate key processes.

Beyond Discovery

Beyond Discovery
Author: Director of Commercialization College of Veterinary Medicine Jean E Schelhorn
Publisher: Oxford University Press
Total Pages: 209
Release: 2022-01-14
Genre: Academic-industrial collaboration
ISBN: 0197512712

"The book is a guide for academic researchers, especially scientists and engineers, on how to move their discoveries to the marketplace. Few academics understand what tech transfer is or how it works, and many shy away from it because they equate commercialization with starting a company. Yet those same individuals can be intrigued to learn of additional pathways that enable discoveries to be translated into marketable products or services. We help researchers explore multiple routes for commercialization, guides them through the personal decisions they must face, describes programs designed to help them, and provides advice to avoid common problems. We frame commercialization as the primary (often the only) way for research to solve societal problems. Impact can best be achieved if, a discovery leads to an invention/ that fills an unmet need in the marketplace. The range of entities that support technology transfer are described, and we offer best practices for researchers to maximize support the process. Engaging researchers effectively requires that institutions themselves adapt. Aligning commercialization with the rewards system is crucial, and integrating commercialization training into graduate and postdoctoral programs will produce the next generation of academic inventors. Furthermore, women and minorities face special challenges that must be overcome so that everyone's discovery receives support for commercialization. Woven through the book are profiles of academic inventors, which illustrate key points and help researchers to visualize themselves in such a role"--

The Evidence Liberal Arts Needs

The Evidence Liberal Arts Needs
Author: Richard A. Detweiler
Publisher: MIT Press
Total Pages: 311
Release: 2021-11-23
Genre: Education
ISBN: 0262543109

Empirical evidence for the value of a liberal arts education: how and why it has a lasting impact on success, leadership, altruism, learning, and fulfillment. In ongoing debates over the value of a college education, the role of the liberal arts in higher education has been blamed by some for making college expensive, impractical, and even worthless. Defenders argue that liberal arts education makes society innovative, creative, and civic-minded. But these qualities are hard to quantify, and many critics of higher education call for courses of study to be strictly job-specific. In this groundbreaking book, Richard Detweiler, drawing on interviews with more than 1,000 college graduates aged 25 to 65, offers empirical evidence for the value of a liberal arts education. Detweiler finds that a liberal arts education has a lasting impact on success, leadership, altruism, learning, and fulfillment over a lifetime. Unlike other defenders of a liberal arts education, Detweiler doesn’t rely on philosophical arguments or anecdotes but on data. He developed a series of interview questions related to the content attributes of liberal arts (for example, course assignments and majors), the context attributes (out-of-class interaction with faculty and students, teaching methods, campus life), and the purpose attributes (adult life outcomes). Interview responses show that although both the content of study and the educational context are associated with significant life outcomes, the content of study has less relationship to positive adult life outcomes than the educational context. The implications of this research, Detweiler points out, range from the advantages of broadening areas of study to factors that could influence students’ decisions to attend certain colleges.

Data Stewardship for Open Science

Data Stewardship for Open Science
Author: Barend Mons
Publisher: CRC Press
Total Pages: 245
Release: 2018-03-09
Genre: Business & Economics
ISBN: 1498753183

Data Stewardship for Open Science: Implementing FAIR Principles has been written with the intention of making scientists, funders, and innovators in all disciplines and stages of their professional activities broadly aware of the need, complexity, and challenges associated with open science, modern science communication, and data stewardship. The FAIR principles are used as a guide throughout the text, and this book should leave experimentalists consciously incompetent about data stewardship and motivated to respect data stewards as representatives of a new profession, while possibly motivating others to consider a career in the field. The ebook, avalable for no additional cost when you buy the paperback, will be updated every 6 months on average (providing that significant updates are needed or avaialble). Readers will have the opportunity to contribute material towards these updates, and to develop their own data management plans, via the free Data Stewardship Wizard.

Pursuing the Endless Frontier

Pursuing the Endless Frontier
Author: Charles M. Vest
Publisher: MIT Press
Total Pages: 330
Release: 2011-09-30
Genre: Education
ISBN: 9780262250603

The former president of MIT discusses challenges and policy issues confronting academia, science and technology, and the world at large. In his fourteen years as president of MIT, Charles Vest worked continuously to realize his vision of rebuilding America's trust in science and technology. In a time when the federal government dramatically reduced its funding of academic research programs and industry shifted its R&D resources into the short-term product-development process, Vest called for new partnerships with business and government. He called for universities to meet the intellectual challenges posed by the innovation-driven, globally connected needs of industry even as he reaffirmed basic academic values and the continuing need for longer-term scientific inquiry. In Pursuing the Endless Frontier, Vest addresses these and other issues in a series of essays written during his tenure as president of MIT. He discusses the research university's need to shift to a broader, more international outlook, the value of diversity in the academic community, the greater leadership role for faculty outside the classroom, and the boundless opportunity of new scientific and technological developments even when coupled with financial constraints. In the provocative essay "What We Don't Know," Vest reminds us of what he calls "the most critical point of all," that science is driven by a deep human need to understand nature, to answer the "big questions"—that what we don't know is more important than what we do. In another essay, on the future of MIT, he celebrates MIT's strengths as being extraordinarily well-suited to the needs of an era of unprecedented change in science and technology. In "Disturbing the Educational Universe: Universities in the Digital Age—Dinosaurs or Prometheans," he describes MIT's innovative OpenCourseWare initiative, which builds on the fundamental nature of the Internet as an enabling and liberating technology. Vest, who is stepping down from MIT's presidency in the fall of 2004, writes with clarity and insight about the issues facing academic institutions in the twenty-first century. His essays in Pursuing the Endless Frontier offer inspiration to educators and researchers seeking the way forward.