AI progress depends on us using less data, not more
A minimal-data practice will enable several AI-driven industries — including cyber security, which is my own area of focus — to become more efficient, accessible, independent, and disruptive.
1. AI has a compute addiction. The growing fear is that new advancements in experimental AI research, which frequently require formidable datasets supported by an appropriate compute infrastructure, might be stemmed due to compute and memory constraints, not to mention the financial and environmental costs of higher compute needs.
MIT researchers estimated that “three years of algorithmic improvement is equivalent to a 10 times increase in computing power.”
2. Big data can mean more spurious noise.
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more on infodemic in this IMS blog
https://blog.stcloudstate.edu/ims?s=infodemic
https://www.vice.com/en/article/n7wxvd/students-are-rebelling-against-eye-tracking-exam-surveillance-tools
Algorithmic proctoring software has been around for several years, but its use exploded as the COVID-19 pandemic forced schools to quickly transition to remote learning. Proctoring companies cite studies estimating that between 50 and 70 percent of college students will attempt some form of cheating, and warn that cheating will be rampant if students are left unmonitored in their own homes.
Like many other tech companies, they also balk at the suggestion that they are responsible for how their software is used. While their algorithms flag behavior that the designers have deemed suspicious, these companies argue that the ultimate determination of whether cheating occurred rests in the hands of the class instructor.
As more evidence emerges about how the programs work, and fail to work, critics say the tools are bound to hurt low-income students, students with disabilities, students with children or other dependents, and other groups who already face barriers in higher education.
“Each academic department has almost complete agency to design their curriculum as far as I know, and each professor has the freedom to design their own exams and use whatever monitoring they see fit,” Rohan Singh, a computer engineering student at Michigan State University, told Motherboard.
after students approached faculty members at the University of California Santa Barbara, the faculty association sent a letter to the school’s administration raising concerns about whether ProctorU would share student data with third parties.
In response, a ProctorU attorney threatened to sue the faculty association for defamation and violating copyright law (because the association had used the company’s name and linked to its website). He also accused the faculty association of “directly impacting efforts to mitigate civil disruption across the United States” by interfering with education during a national emergency, and said he was sending his complaint to the state’s Attorney General.
here is a link to a community discussion regarding this and similar software use:
https://www.facebook.com/groups/RemakingtheUniversity/permalink/1430416163818409/
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more on Proctorio in this IMS blog
https://blog.stcloudstate.edu/ims?s=proctorio
“Some of the more prominent companies offering these services include Proctorio, Respondus, ProctorU, HonorLock, Kryterion Global Testing Solutions, and Examity.”
Alternative Credentials on the Rise
Interest is growing in short-term, online credentials amid the pandemic. Will they become viable alternative pathways to well-paying jobs?
Paul Fain August 27, 2020
https://www.insidehighered.com/news/2020/08/27/interest-spikes-short-term-online-credentials-will-it-be-sustained
A growing body of evidence has found strong consumer interest in recent months in skills-based, online credentials that are clearly tied to careers, particularly among adult learners from diverse and lower-income backgrounds, whom four-year colleges often have struggled to attract and graduate.
For years the demographics of higher education have been shifting away from traditional-age, full-paying college students while online education has become more sophisticated and accepted.
That has amplified interest in recent months among employers, students, workers and policy makers in online certificates, industry certifications, apprenticeships, microcredentials, boot camps and even lower-cost online master’s degrees.
Moody’s, the credit ratings firm, on Wednesday said online and nondegree programs are growing at a rapid pace.
Google will fund 100,000 need-based scholarships for the certificates, and said it will consider them the “equivalent of a four-year degree” for related roles.
Google isn’t alone in this push. IBM, Facebook, Salesforce and Microsoft are creating their own short-term, skills-based credentials. Several tech companies also are dropping degree requirements for some jobs, as is the federal government, while the White House, employers and some higher education groups have collaborated on an Ad Council campaign to tout alternatives to the college degree.
One of the most consistent findings in a nationally representative poll conducted by the Strada Education Network’s Center for Consumer Insights over the last five months has been a preference for nondegree and skills training options.
Despite growing skepticism about the value of a college degree, it remains the best ticket to a well-paying job and career. And data have shown that college degrees have been a cushion amid the pandemic and recession.
Experts had long speculated that employer interest in alternative credential pathways would wither when low employment rates went away,…. Yet some big employers, including Amazon, are paying to retrain workers for jobs outside the company as it restructures.
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more on badges, microcredentialing in this IMS blog
https://blog.stcloudstate.edu/ims?s=microcredential
Pew research: Tech experts believe social media is harming democracy from r/technology
Many Tech Experts Say Digital Disruption Will Hurt Democracy
The years of almost unfettered enthusiasm about the benefits of the internet have been followed by a period of techlash as users worry about the actors who exploit the speed, reach and complexity of the internet for harmful purposes. Over the past four years – a time of the Brexit decision in the United Kingdom, the American presidential election and a variety of other elections – the digital disruption of democracy has been a leading concern.
Some think the information and trust environment will worsen by 2030 thanks to the rise of video deepfakes, cheapfakes and other misinformation tactics.
Power Imbalance: Democracy is at risk because those with power will seek to maintain it by building systems that serve them not the masses. Too few in the general public possess enough knowledge to resist this assertion of power.
EXPLOITING DIGITAL ILLITERACY
danah boyd, principal researcher at Microsoft Research and founder of Data & Society, wrote, “The problem is that technology mirrors and magnifies the good, bad AND ugly in everyday life. And right now, we do not have the safeguards, security or policies in place to prevent manipulators from doing significant harm with the technologies designed to connect people and help spread information.”
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more on social media in this IMS blog
https://blog.stcloudstate.edu/ims?s=social+media
Mariya P. Ivancheva, Rebecca Swartz, Neil P. Morris, Sukaina Walji, Bronwen J. Swinnerton, Taryn Coop & Laura Czerniewicz (2020) Conflicting logics of online higher education, British Journal of Sociology of Education, DOI: 10.1080/01425692.2020.1784707
https://www.tandfonline.com/action/showCitFormats?doi=10.1080%2F01425692.2020.1784707&area=0000000000000001
The advent of massive open online courses and online degrees offered via digital platforms has occurred in a climate of austerity. Public universities worldwide face challenges to expand their educational reach, while competing in international rankings, raising fees and generating third-stream income. Online forms of unbundled provision offering smaller flexible low-cost curricular units have promised to disrupt this system. Yet do these forms challenge existing hierarchies in higher education and the market logic that puts pressure on universities and public institutions at large in the neoliberal era? Based on fieldwork in South Africa, this article explores the perceptions of senior managers of public universities and of online programme management companies. Analysing their considerations around unbundled provision, we discuss two conflicting logics of higher education that actors in structurally different positions and in historically divergent institutions use to justify their involvement in public–private partnerships: the logic of capital and the logic of social relevance.
Unbundling – the disaggregation of educational provision and its delivery, often via digital technologies
Luc Boltanski and Laurent Thévenot’s (2006) framework of different orders of justification, connecting them to the sociological literature on institutional logics
We suggest that more explicit and nuanced national and institutional policies need to be produced around unbundled provision, which are cognisant of emerging trends in and dangers to the evolution of unbundling at public universities.
Unbundling the traditional university ‘bundle’ affects not only property, services and facilities, but also administration, evaluation, issuing credentials and even teaching (Wallhaus 2000, 22). This process involves separating educational provision (e.g. degree programmes) into component parts (e.g. courses) for delivery by multiple stakeholders, often using digital approaches (Swinnerton et al. 2018). Universities can unbundle on their own, offering individual credit-bearing modules outside bounded disciplinary curricula, or in partnership with OPM providers, offering MOOCs or credit-bearing courses or programmes. Proponents of unbundling suggest that the disaggregation of television and music production and its re-aggregation as on-demand digital content like Netflix or Spotify could represent a template for universities (Craig 2015; McIntosh 2018).
The introduction of market logic into the sector happens even if higher education is a stratified positional pseudo-market with scarce excludible resources only available to groups with access to a few prestigious institutions; its outcomes and value are difficult to measure in purely economic terms
Under accelerated marketisation, Tomlinson (2018, 714 and 724) argues, higher education is reduced to the latter frame and measured in terms of income generation, employability, consumption and performativity. Building on this framework, and relating it to unbundling, we identify the emergence of two organisational logics of higher education: the logic of social relevance and the logic of capital.
Institutional logics are ‘supra-organizational patterns of activity by which individuals and organizations produce and reproduce their material subsistence … [and] symbolic systems, ways of ordering reality… rendering experience of time and space meaningful’ (Friedland and Alford 1991, 243). Unlike new institutionalism, which remained focused on processes of institutional isomorphism or the replacement of a static single logic by another, the institutional logics perspective offers a more dynamic multi-level view: a plurality of logics coexist in complex interrelations within organisational fields like higher education
Emerging Trends and Impacts of the Internet of Things in Libraries
https://www.igi-global.com/gateway/book/244559
Chapters:
Holland, B. (2020). Emerging Technology and Today’s Libraries. In Holland, B. (Eds.), Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 1-33). IGI Global. http://doi:10.4018/978-1-7998-4742-7.ch001
The purpose of this chapter is to examine emerging technology and today’s libraries. New technology stands out first and foremost given that they will end up revolutionizing every industry in an age where digital transformation plays a major role. Major trends will define technological disruption. The next-gen of communication, core computing, and integration technologies will adopt new architectures. Major technological, economic, and environmental changes have generated interest in smart cities. Sensing technologies have made IoT possible, but also provide the data required for AI algorithms and models, often in real-time, to make intelligent business and operational decisions. Smart cities consume different types of electronic internet of things (IoT) sensors to collect data and then use these data to manage assets and resources efficiently. This includes data collected from citizens, devices, and assets that are processed and analyzed to monitor and manage, schools, libraries, hospitals, and other community services.
Makori, E. O. (2020). Blockchain Applications and Trends That Promote Information Management. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 34-51). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch002Blockchain revolutionary paradigm is the new and emerging digital innovation that organizations have no choice but to embrace and implement in order to sustain and manage service delivery to the customers. From disruptive to sustaining perspective, blockchain practices have transformed the information management environment with innovative products and services. Blockchain-based applications and innovations provide information management professionals and practitioners with robust and secure opportunities to transform corporate affairs and social responsibilities of organizations through accountability, integrity, and transparency; information governance; data and information security; as well as digital internet of things.
Hahn, J. (2020). Student Engagement and Smart Spaces: Library Browsing and Internet of Things Technology. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 52-70). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch003The purpose of this chapter is to provide evidence-based findings on student engagement within smart library spaces. The focus of smart libraries includes spaces that are enhanced with the internet of things (IoT) infrastructure and library collection maps accessed through a library-designed mobile application. The analysis herein explored IoT-based browsing within an undergraduate library collection. The open stacks and mobile infrastructure provided several years (2016-2019) of user-generated smart building data on browsing and selecting items in open stacks. The methods of analysis used in this chapter include transactional analysis and data visualization of IoT infrastructure logs. By analyzing server logs from the computing infrastructure that powers the IoT services, it is possible to infer in greater detail than heretofore possible the specifics of the way library collections are a target of undergraduate student engagement.
Treskon, M. (2020). Providing an Environment for Authentic Learning Experiences. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 71-86). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch004The Loyola Notre Dame Library provides authentic learning environments for undergraduate students by serving as “client” for senior capstone projects. Through the creative application of IoT technologies such as Arduinos and Raspberry Pis in a library setting, the students gain valuable experience working through software design methodology and create software in response to a real-world challenge. Although these proof-of-concept projects could be implemented, the library is primarily interested in furthering the research, teaching, and learning missions of the two universities it supports. Whether the library gets a product that is worth implementing is not a requirement; it is a “bonus.”
Rashid, M., Nazeer, I., Gupta, S. K., & Khanam, Z. (2020). Internet of Things: Architecture, Challenges, and Future Directions. In Holland, B. (Ed.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 87-104). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch005The internet of things (IoT) is a computing paradigm that has changed our daily livelihood and functioning. IoT focuses on the interconnection of all the sensor-based devices like smart meters, coffee machines, cell phones, etc., enabling these devices to exchange data with each other during human interactions. With easy connectivity among humans and devices, speed of data generation is getting multi-fold, increasing exponentially in volume, and is getting more complex in nature. In this chapter, the authors will outline the architecture of IoT for handling various issues and challenges in real-world problems and will cover various areas where usage of IoT is done in real applications. The authors believe that this chapter will act as a guide for researchers in IoT to create a technical revolution for future generations.
Martin, L. (2020). Cloud Computing, Smart Technology, and Library Automation. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 105-123). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch006As technology continues to change, the landscape of the work of librarians and libraries continue to adapt and adopt innovations that support their services. Technology also continues to be an essential tool for dissemination, retrieving, storing, and accessing the resources and information. Cloud computing is an essential component employed to carry out these tasks. The concept of cloud computing has long been a tool utilized in libraries. Many libraries use OCLC to catalog and manage resources and share resources, WorldCat, and other library applications that are cloud-based services. Cloud computing services are used in the library automation process. Using cloud-based services can streamline library services, minimize cost, and the need to have designated space for servers, software, or other hardware to perform library operations. Cloud computing systems with the library consolidate, unify, and optimize library operations such as acquisitions, cataloging, circulation, discovery, and retrieval of information.
Owusu-Ansah, S. (2020). Developing a Digital Engagement Strategy for Ghanaian University Libraries: An Exploratory Study. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 124-139). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch007This study represents a framework that digital libraries can leverage to increase usage and visibility. The adopted qualitative research aims to examine a digital engagement strategy for the libraries in the University of Ghana (UG). Data is collected from participants (digital librarians) who are key stakeholders of digital library service provision in the University of Ghana Library System (UGLS). The chapter reveals that digital library services included rare collections, e-journal, e-databases, e-books, microfilms, e-theses, e-newspapers, and e-past questions. Additionally, the research revealed that the digital library service patronage could be enhanced through outreach programmes, open access, exhibitions, social media, and conferences. Digital librarians recommend that to optimize digital library services, literacy programmes/instructions, social media platforms, IT equipment, software, and website must be deployed. In conclusion, a DES helps UGLS foster new relationships, connect with new audiences, and establish new or improved brand identity.
Nambobi, M., Ssemwogerere, R., & Ramadhan, B. K. (2020). Implementation of Autonomous Library Assistants Using RFID Technology. In Holland, B. (Ed.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 140-150). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch008This is an interesting time to innovate around disruptive technologies like the internet of things (IoT), machine learning, blockchain. Autonomous assistants (IoT) are the electro-mechanical system that performs any prescribed task automatically with no human intervention through self-learning and adaptation to changing environments. This means that by acknowledging autonomy, the system has to perceive environments, actuate a movement, and perform tasks with a high degree of autonomy. This means the ability to make their own decisions in a given set of the environment. It is important to note that autonomous IoT using radio frequency identification (RFID) technology is used in educational sectors to boost the research the arena, improve customer service, ease book identification and traceability of items in the library. This chapter discusses the role, importance, the critical tools, applicability, and challenges of autonomous IoT in the library using RFID technology.
Priya, A., & Sahana, S. K. (2020). Processor Scheduling in High-Performance Computing (HPC) Environment. In Holland, B. (Ed.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 151-179). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch009Processor scheduling is one of the thrust areas in the field of computer science. The future technologies use a huge amount of processing for execution of their tasks like huge games, programming software, and in the field of quantum computing. In real-time, many complex problems are solved by GPU programming. The primary concern of scheduling is to reduce the time complexity and manpower. Several traditional techniques exit for processor scheduling. The performance of traditional techniques is reduced when it comes to the huge processing of tasks. Most scheduling problems are NP-hard in nature. Many of the complex problems are recently solved by GPU programming. GPU scheduling is another complex issue as it runs thousands of threads in parallel and needs to be scheduled efficiently. For such large-scale scheduling problems, the performance of state-of-the-art algorithms is very poor. It is observed that evolutionary and genetic-based algorithms exhibit better performance for large-scale combinatorial and internet of things (IoT) problems.
Librarians are beginning to offer virtual reality (VR) services in libraries. This chapter reviews how libraries are currently using virtual reality for both consumption and creation purposes. Virtual reality tools will be compared and contrasted, and recommendations will be given for purchasing and circulating headsets and VR equipment. Google Tour Creator and a smartphone or 360-degree camera can be used to create a virtual tour of the library and other virtual reality content. These new library services will be discussed along with practical advice and best practices for incorporating virtual reality into the library for instructional and entertainment purposes.
Heffernan, K. L., & Chartier, S. (2020). Augmented Reality Gamifies the Library: A Ride Through the Technological Frontier. In Holland, B. (Ed.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 194-210). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch011Two librarians at a University in New Hampshire attempted to integrate gamification and mobile technologies into the exploration of, and orientation to, the library’s services and resources. From augmented reality to virtual escape rooms and finally an in-house app created by undergraduate, campus-based, game design students, the library team learned much about the triumphs and challenges that come with attempting to utilize new technologies to reach users in the 21st century. This chapter is a narrative describing years of various attempts, innovation, and iteration, which have led to the library team being on the verge of introducing an app that could revolutionize campus discovery and engagement.
Miltenoff, P. (2020). Video 360 and Augmented Reality: Visualization to Help Educators Enter the Era of eXtended Reality. In Holland, B. (Eds.),
Emerging Trends and Impacts of the Internet of Things in Libraries (pp. 211-225). IGI Global.
http://doi:10.4018/978-1-7998-4742-7.ch012The advent of all types of eXtended Reality (XR)—VR, AR, MR—raises serious questions, both technological and pedagogical. The setup of campus services around XR is only the prelude to the more complex and expensive project of creating learning content using XR. In 2018, the authors started a limited proof-of-concept augmented reality (AR) project for a library tour. Building on their previous research and experience creating a virtual reality (VR) library tour, they sought a scalable introduction of XR services and content for the campus community. The AR library tour aimed to start us toward a matrix for similar services for the entire campus. They also explored the attitudes of students, faculty, and staff toward this new technology and its incorporation in education, as well as its potential and limitations toward the creation of a “smart” library.
Rethinking the Academic Calendar
https://www.insidehighered.com/news/2020/04/20/beloit-redesigns-its-academic-calendar-give-itself-more-flexibility-if-covid-19
Beloit has
announced that it is breaking the semester into two modules in which students take two courses each.
“The aspiration is to have a residential learning experience next year, but if COVID rages, this flexibility allows us to have it only affect half a semester, possibly,” Boynton said. “Let’s say it creeps into September, then that first module is online, but if continues to dissipate, then we’re able to bring students at this hinge point. It’s a break in the semester; it’s an obvious time to bring students into residence.”
“It also lessens the disruption in the sense of conducting four online courses at one time is a lot of pressure for faculty, and what we’re finding — and I think this is not just at Beloit but across the nation — is that juggling four online courses is a lot for students,” he said. “Limiting the online experience to two courses at a time is better for faculty and staff and student learning.”