Data Analytics For Instructional Designers

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Data & Analytics for Instructional Designers

Author : Megan Torrance
Publisher : Association for Talent Development
ISBN 13 : 1953946453
Total Pages : 286 pages
Book Rating : 4.9/5 (539 download)

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Book Synopsis Data & Analytics for Instructional Designers by : Megan Torrance

Download or read book Data & Analytics for Instructional Designers written by Megan Torrance and published by Association for Talent Development. This book was released on 2023-04-11 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Add Data and Analytics to Your TD Toolkit Instructional design pro Megan Torrance addresses the importance of instructional designers accessing and applying learning and performance data—from how to design learning experiences with data collection in mind to how to use the data to improve and evaluate those experiences. With the advance of new learning technologies and data specifications, instructional designers have access to more and richer data sources than ever before. With that comes the question of what to do with the data. While most data and analytics books focus on their application for measurement and evaluation and assume a prior baseline understanding of what learning data and analytics mean, Data and Analytics for Instructional Designers delves into the foundational concepts that will enable instructional designers and L&D professionals to use data in their roles. Split into two parts, the book first defines key data and analytics terms, data specifications, learning metrics, and statistical concepts. It then lays out a framework for using learning data for planning how to gather data and to building scale and maturity in your data operations. Megan reassures readers that basic math skills with some computer assistance is what you’ll need to get going. So set aside any math anxiety! Through a “If I can see it, I can be it” approach to learning data and analytics, the book blends practical what-is and how-to content with real-world examples and longer case studies from practitioners. Chapters conclude with opportunities for you to put these techniques to work right away, whether you are in a data-rich environment already, or whether you are just getting started and working on hypotheticals.

Agile for Instructional Designers

Author : Megan Torrance
Publisher : Association for Talent Development
ISBN 13 : 1949036510
Total Pages : 237 pages
Book Rating : 4.9/5 (49 download)

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Book Synopsis Agile for Instructional Designers by : Megan Torrance

Download or read book Agile for Instructional Designers written by Megan Torrance and published by Association for Talent Development. This book was released on 2019-08-27 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover Agile for Better Instructional Design To serve business needs amid greater volatility and uncertainty in the workplace, learning and development professionals need project management methods that can keep up. Enter Agile. Popular in the software development space as an approach to project management, Agile when applied to instructional design provides a framework for adapting to change as it happens and for delivering the content most needed by learners. Agile for Instructional Designers proposes using Agile methodology to manage training projects and highlights where traditional linear processes have failed the business and the end users. Recognizing that software development and instructional design have different needs and outcomes, author Megan Torrance developed the LLAMATM methodology. Her approach adapts the common phases of ADDIE to incorporate the incremental, iterative nature of Agile projects. It allows learners to test and evaluate which features or design functions work before they’re finalized. It also offers a way to accommodate inevitable mid-project modifications pushed by stakeholders, subject matter experts, or organizational leaders. With templates for goal alignment, learner personas, scope definition, estimating, planning, and iterative development, Agile for Instructional Designers is the resource you need to embrace change in learning and development.

Visualizations and Dashboards for Learning Analytics

Author : Muhittin Sahin
Publisher : Springer Nature
ISBN 13 : 3030812227
Total Pages : 624 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Visualizations and Dashboards for Learning Analytics by : Muhittin Sahin

Download or read book Visualizations and Dashboards for Learning Analytics written by Muhittin Sahin and published by Springer Nature. This book was released on 2021-12-16 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited volume fills the gaps in existing literature on visualization and dashboard design for learning analytics. To do so, it presents critical tips to stakeholders and acts as guide to efficient implementation. The book covers the following topics: visualization and dashboard design for learning analytics, visualization and dashboard preferences of stakeholders, learners’ patterns on the dashboard, usability of visualization techniques and the dashboard, dashboard and intervention design, learning and instructional design for learning analytics, privacy and security issues about the dashboard, and future directions of visualization and dashboard design. This book will be of interest to researchers with interest in learning analytics and data analytics, teachers and students in higher education institutions and instructional designers, as it includes contributions from a wide variety of educational and psychological researchers, engineers, instructional designers, learning scientists, and computer scientists interested in learning analytics.

Learning Analytics

Author : Cristina Hall
Publisher :
ISBN 13 : 9781789663006
Total Pages : 0 pages
Book Rating : 4.6/5 (63 download)

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Book Synopsis Learning Analytics by : Cristina Hall

Download or read book Learning Analytics written by Cristina Hall and published by . This book was released on 2020 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Utilize organizational data and analytics to make better decisions about managing the learning and development of your workforce.

Radical Solutions and Learning Analytics

Author : Daniel Burgos
Publisher : Springer Nature
ISBN 13 : 981154526X
Total Pages : 233 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Radical Solutions and Learning Analytics by : Daniel Burgos

Download or read book Radical Solutions and Learning Analytics written by Daniel Burgos and published by Springer Nature. This book was released on 2020-05-08 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning Analytics become the key for Personalised Learning and Teaching thanks to the storage, categorisation and smart retrieval of Big Data. Thousands of user data can be tracked online via Learning Management Systems, instant messaging channels, social networks and other ways of communication. Always with the explicit authorisation from the end user, being a student, a teacher, a manager or a persona in a different role, an instructional designer can design a way to produce a practical dashboard that helps him improve that very user’s performance, interaction, motivation or just grading. This book provides a thorough approach on how education, as such, from teaching to learning through management, is improved by a smart analysis of available data, making visible and useful behaviours, predictions and patterns that are hinder to the regular eye without the process of massive data.

Innovative Learning Analytics for Evaluating Instruction

Author : Theodore W. Frick
Publisher : Routledge
ISBN 13 : 1000454770
Total Pages : 136 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Innovative Learning Analytics for Evaluating Instruction by : Theodore W. Frick

Download or read book Innovative Learning Analytics for Evaluating Instruction written by Theodore W. Frick and published by Routledge. This book was released on 2021-07-19 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: Innovative Learning Analytics for Evaluating Instruction covers the application of a forward-thinking research methodology that uses big data to evaluate the effectiveness of online instruction. Analysis of Patterns in Time (APT) is a practical analytic approach that finds meaningful patterns in massive data sets, capturing temporal maps of students’ learning journeys by combining qualitative and quantitative methods. Offering conceptual and research overviews, design principles, historical examples, and more, this book demonstrates how APT can yield strong, easily generalizable empirical evidence through big data; help students succeed in their learning journeys; and document the extraordinary effectiveness of First Principles of Instruction. It is an ideal resource for faculty and professionals in instructional design, learning engineering, online learning, program evaluation, and research methods.

Learning Analytics: Fundaments, Applications, and Trends

Author : Alejandro Peña-Ayala
Publisher : Springer
ISBN 13 : 3319529773
Total Pages : 310 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Learning Analytics: Fundaments, Applications, and Trends by : Alejandro Peña-Ayala

Download or read book Learning Analytics: Fundaments, Applications, and Trends written by Alejandro Peña-Ayala and published by Springer. This book was released on 2017-02-17 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a conceptual and empirical perspective on learning analytics, its goal being to disseminate the core concepts, research, and outcomes of this emergent field. Divided into nine chapters, it offers reviews oriented on selected topics, recent advances, and innovative applications. It presents the broad learning analytics landscape and in-depth studies on higher education, adaptive assessment, teaching and learning. In addition, it discusses valuable approaches to coping with personalization and huge data, as well as conceptual topics and specialized applications that have shaped the current state of the art. By identifying fundamentals, highlighting applications, and pointing out current trends, the book offers an essential overview of learning analytics to enhance learning achievement in diverse educational settings. As such, it represents a valuable resource for researchers, practitioners, and students interested in updating their knowledge and finding inspirations for their future work.

Interface Design for Learning

Author : Dorian Peters
Publisher : Pearson Education
ISBN 13 : 0321903048
Total Pages : 273 pages
Book Rating : 4.3/5 (219 download)

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Book Synopsis Interface Design for Learning by : Dorian Peters

Download or read book Interface Design for Learning written by Dorian Peters and published by Pearson Education. This book was released on 2014 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: In offices, colleges, and living rooms across the globe, learners of all ages are logging into virtual laboratories, online classrooms, and 3D worlds. Kids from kindergarten to high school are honing math and literacy skills on their phones and iPads. If that weren't enough, people worldwide are aggregating internet services (from social networks to media content) to learn from each other in "Personal Learning Environments." Strange as it sounds, the future of education is now as much in the hands of digital designers and programmers as it is in the hands of teachers. And yet, as interface designers, how much do we really know about how people learn? How does interface design actually impact learning? And how do we design environments that support both the cognitive and emotional sides of learning experiences? The answers have been hidden away in the research on education, psychology, and human computer interaction, until now. Packed with over 100 evidence-based strategies, in this book you'll learn how to: Design educational games, apps, and multimedia interfaces in ways that enhance learning Support creativity, problem-solving, and collaboration through interface design Design effective visual layouts, navigation, and multimedia for online and mobile learning Improve educational outcomes through interface design.

Foundations of Learning and Instructional Design Technology

Author : Richard E> West
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (124 download)

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Book Synopsis Foundations of Learning and Instructional Design Technology by : Richard E> West

Download or read book Foundations of Learning and Instructional Design Technology written by Richard E> West and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Online Learning Analytics

Author : Jay Liebowitz
Publisher : CRC Press
ISBN 13 : 1000539008
Total Pages : 248 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Online Learning Analytics by : Jay Liebowitz

Download or read book Online Learning Analytics written by Jay Liebowitz and published by CRC Press. This book was released on 2021-12-13 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: "In our increasingly digitally enabled education world, analytics used ethically, strategically, and with care holds the potential to help more and more diverse students be more successful on higher education journeys than ever before. Jay Liebowitz and a cadre of the fields best ‘good trouble’ makers in this space help shine a light on the possibilities, potential challenges, and the power of learning together in this work." —Mark David Milliron, Ph.D., Senior Vice President and Executive Dean of the Teachers College, Western Governors University Due to the COVID-19 pandemic and its aftereffects, we have begun to enter the "new normal" of education. Instead of online learning being an "added feature" of K–12 schools and universities worldwide, it will be incorporated as an essential feature in education. There are many questions and concerns from parents, students, teachers, professors, administrators, staff, accrediting bodies, and others regarding the quality of virtual learning and its impact on student learning outcomes. Online Learning Analytics is conceived on trying to answer the questions of those who may be skeptical about online learning. Through better understanding and applying learning analytics, we can assess how successful learning and student/faculty engagement, as examples, can contribute towards producing the educational outcomes needed to advance student learning for future generations. Learning analytics has proven to be successful in many areas, such as the impact of using learning analytics in asynchronous online discussions in higher education. To prepare for a future where online learning plays a major role, this book examines: Data insights for improving curriculum design, teaching practice, and learning Scaling up learning analytics in an evidence-informed way The role of trust in online learning. Online learning faces very real philosophical and operational challenges. This book addresses areas of concern about the future of education and learning. It also energizes the field of learning analytics by presenting research on a range of topics that is broad and recognizes the humanness and depth of educating and learning.

Advancing the Power of Learning Analytics and Big Data in Education

Author : Azevedo, Ana
Publisher : IGI Global
ISBN 13 : 1799871045
Total Pages : 296 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Advancing the Power of Learning Analytics and Big Data in Education by : Azevedo, Ana

Download or read book Advancing the Power of Learning Analytics and Big Data in Education written by Azevedo, Ana and published by IGI Global. This book was released on 2021-03-19 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: The term learning analytics is used in the context of the use of analytics in e-learning environments. Learning analytics is used to improve quality. It uses data about students and their activities to provide better understanding and to improve student learning. The use of learning management systems, where the activity of the students can be easily accessed, potentiated the use of learning analytics to understand their route during the learning process, help students be aware of their progress, and detect situations where students can give up the course before its completion, which is a growing problem in e-learning environments. Advancing the Power of Learning Analytics and Big Data in Education provides insights concerning the use of learning analytics, the role and impact of analytics on education, and how learning analytics are designed, employed, and assessed. The chapters will discuss factors affecting learning analytics such as human factors, geographical factors, technological factors, and ethical and legal factors. This book is ideal for teachers, administrators, teacher educators, practitioners, stakeholders, researchers, academicians, and students interested in the use of big data and learning analytics for improved student success and educational environments.

Data Mining and Learning Analytics

Author : Samira ElAtia
Publisher : John Wiley & Sons
ISBN 13 : 1118998219
Total Pages : 351 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Data Mining and Learning Analytics by : Samira ElAtia

Download or read book Data Mining and Learning Analytics written by Samira ElAtia and published by John Wiley & Sons. This book was released on 2016-09-20 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM’s emerging role in helping to advance educational research—from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. Includes case studies where data mining techniques have been effectively applied to advance teaching and learning Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.

Learning Science for Instructional Designers

Author : Clark N. Quinn
Publisher : Association for Talent Development
ISBN 13 : 1952157463
Total Pages : 187 pages
Book Rating : 4.9/5 (521 download)

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Book Synopsis Learning Science for Instructional Designers by : Clark N. Quinn

Download or read book Learning Science for Instructional Designers written by Clark N. Quinn and published by Association for Talent Development. This book was released on 2021-04-13 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ensure Your Instructional Design Stands Up to Learning Science Learning science is a professional imperative for instructional designers. In fact, instructional design is applied learning science. To create effective learning experiences that engage, we need to know how learning works and what facilitates and hinders it. We need to track the underlying research and articulate how our designs reflect what is known. Otherwise, how can we claim to be scrutable in our approaches? Learning Science for Instructional Designers: From Cognition to Application distills the current scope of learning science into an easy-to-read primer. Good instructional design makes learning as simple as possible by removing distractions, minimizing the cognitive load, and chunking necessary information into digestible bits. But our aim must go beyond enabling learners to recite facts to empowering them to make better decisions—decisions about what to do, when, and how. This book prepares you to design learning experiences that ensure retention over time and transfer to the appropriate situations. Gain insights into: Providing spaced practice and reflection Tapping into motivation and challenge to build learner confidence Using performance-support tools, social learning, and humor appropriately Prompts at the end of each chapter will spark your thinking about how to use these concepts and more in your daily work. Written by Clark N. Quinn, author of Millennials, Goldfish & Other Training Misconceptions: Debunking Learning Myths and Superstitions, this book is perfect for anyone who strives for their instruction to stand up to learning science.

Research Methods in Learning Design and Technology

Author : Enilda Romero-Hall
Publisher : Routledge
ISBN 13 : 042953650X
Total Pages : 207 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis Research Methods in Learning Design and Technology by : Enilda Romero-Hall

Download or read book Research Methods in Learning Design and Technology written by Enilda Romero-Hall and published by Routledge. This book was released on 2020-10-19 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research Methods in Learning Design and Technology explores the many forms, both new and established, that research takes within the field of instructional design and technology (IDT). Chapters by experienced IDT researchers address methodologies such as meta-analysis, social media research, user experience design research, eye-tracking research, and phenomenology, situating each approach within the broader context of how IDT research has evolved and continues to evolve over time. This comprehensive, up-to-date volume familiarizes graduate students, faculty, and instructional design practitioners with the full spectrum of approaches available for investigating the new and changing educational landscapes. The book also discusses the history and prospective future of research methodologies in the IDT field.

Data Analytics for Accounting

Author : Vernon J. Richardson
Publisher :
ISBN 13 : 9781260288407
Total Pages : 343 pages
Book Rating : 4.2/5 (884 download)

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Book Synopsis Data Analytics for Accounting by : Vernon J. Richardson

Download or read book Data Analytics for Accounting written by Vernon J. Richardson and published by . This book was released on 2018-05-23 with total page 343 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Creating Online Learning Experiences

Author : Matt Crosslin
Publisher :
ISBN 13 : 9780989887816
Total Pages : 214 pages
Book Rating : 4.8/5 (878 download)

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Book Synopsis Creating Online Learning Experiences by : Matt Crosslin

Download or read book Creating Online Learning Experiences written by Matt Crosslin and published by . This book was released on 2018-06-22 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an updated look at issues that comprise the online learning experience creation process. As online learning evolves, the lines and distinctions between various classifications of courses has blurred and often vanished. Classic elements of instructional design remain relevant at the same time that newer concepts of learning experience are growing in importance. However, problematic issues new and old still have to be addressed. This handbook explores many of these topics for new and experienced designers alike, whether creating traditional online courses, open learning experiences, or anything in between.

Instructional Design Competencies

Author : Dennis C. Fields
Publisher :
ISBN 13 : 9780937597521
Total Pages : 207 pages
Book Rating : 4.5/5 (975 download)

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Book Synopsis Instructional Design Competencies by : Dennis C. Fields

Download or read book Instructional Design Competencies written by Dennis C. Fields and published by . This book was released on 2001 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: In 1986, the International Board of Standards for Training, Performance, and Instruction (IBSTPI) published the first edition of "Instructional Design [ID] Competencies: The Standards." It was the culmination of work that began in 1978. In this third edition, IBSTPI presents its latest view of the competencies of instructional designers. It is a greatly expanded view that reflects the complexities of current practice and technology, theoretical advancements, and the social tenor of the times. The level of proficiency described in the 1986 Competencies was taken to represent an instructional designer who would probably have at least three years of experience in the field beyond entry-level training. The current revision takes this notion considerably further in two ways. First, it discriminates between the essential and the advanced levels. Second, it discriminates between competencies which are universally recognized as required of all practitioners and those which have broad but not universal support. The current edition has added a section called "Professional Foundations." This section explicitly recognizes the importance of a knowledge base for ID and the professional responsibility practitioners have for career-long learning and update of that knowledge base. This recognition of knowledge as a foundation to practice was left implicit in the first version. The current revision has also found a way to recognize the importance of technological competence for the practitioner while continuing to recognize both the volatility and the context-specificity of expertise with any particular technology. The section now called "Implementation and Management" represents a considerable strengthening of the intent of the original. This represents both a better awareness of the role these competencies play in ID and also the increasing importance of ID in the success of knowledge-based enterprises, especially in business environments. Chapters are: (1) "Instructional Design Competence"; (2) "The 2000 IBSTPI Instructional Design Competencies"; (3) "The ID Competencies: Discussion and Analysis"; (4) "The Role and Use of ID Competencies"; (5) "The Competencies and ID Specialization"; and (6) "The Competency Validation Research." Appendices include the 1986 ID Competencies and Performance Statements, a glossary, bibliography, IBSTPI Code of Ethical Standards for Instructional Designers, and list of organizations participating in Competency validation. (Contains 48 references.) (AEF)