Data Analytics For Instructional Designers

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Data & Analytics for Instructional Designers

Author: Megan Torrance
language: en
Publisher: Association for Talent Development
Release Date: 2023-04-11
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.
Visualizations and Dashboards for Learning Analytics

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.
Mastering the Instructional Design Process

Author: William J. Rothwell
language: en
Publisher: John Wiley & Sons
Release Date: 2015-12-29
A comprehensive framework for effective real-world instructional design Mastering the Instructional Design Process provides step-by-step guidance on the design and development of an engaging, effective training program. The focus on core competencies of instructional system design helps you develop your skills in a way that's immediately applicable to real-world settings, and this newly updated fifth edition has been revised to reflect the new IBSTPI Competencies and Standards for Instructional Design. With a solid foundation of researched and validated standards, this invaluable guide provides useful insight and a flexible framework for approaching instructional design from a practical perspective. Coverage includes the full range of design considerations concerning the learners, objectives, setting, and more, and ancillaries include design templates, PowerPoint slides, lecture notes, and a test bank help you bring these competencies to the classroom. Instructional design is always evolving, and new trends are emerging to meet the ever-changing needs of learners and exploit the newest tools at our disposal. This book brings together the latest developments and the most effective best practices to give you a foolproof framework for successfully managing instructional design projects. Detect and solve human performance problems Analyze needs, learners, work settings, and work Establish performance objectives and measurements Deliver effective instruction in a variety of scenarios Effective training programs don't just happen. Instructional design is a complex field, and practitioners must be skilled in very specific areas to deliver a training program that engages learners and makes the learning 'stick.' Mastering the Instructional Design Process is a comprehensive handbook for developing the skillset that facilitates positive training outcomes.