Big Data in Education

Big Data in Education

Author: Ben Williamson

Publisher: SAGE

Published: 2017-07-24

Total Pages: 281

ISBN-13: 1526416328

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Big data has the power to transform education and educational research. Governments, researchers and commercial companies are only beginning to understand the potential that big data offers in informing policy ideas, contributing to the development of new educational tools and innovative ways of conducting research. This cutting-edge overview explores the current state-of-play, looking at big data and the related topic of computer code to examine the implications for education and schooling for today and the near future. Key topics include: · The role of learning analytics and educational data science in schools · A critical appreciation of code, algorithms and infrastructures · The rise of ‘cognitive classrooms’, and the practical application of computational algorithms to learning environments · Important digital research methods issues for researchers This is essential reading for anyone studying or working in today′s education environment!


You Are a Data Person

You Are a Data Person

Author: Amelia Parnell

Publisher: Taylor & Francis

Published: 2023-07-03

Total Pages: 134

ISBN-13: 1000978699

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Internal and external pressure continues to mount for college professionals to provide evidence of successful activities, programs, and services, which means that, going forward, nearly every campus professional will need to approach their work with a data-informed perspective.But you find yourself thinking “I am not a data person”.Yes, you are. Or can be with the help of Amelia Parnell.You Are a Data Person provides context for the levels at which you are currently comfortable using data, helps you identify both the areas where you should strengthen your knowledge and where you can use this knowledge in your particular university role.For example, the rising cost to deliver high-quality programs and services to students has pushed many institutions to reallocate resources to find efficiencies. Also, more institutions are intentionally connecting classroom and cocurricular learning experiences which, in some instances, requires an increased gathering of evidence that students have acquired certain skills and competencies. In addition to programs, services, and pedagogy, professionals are constantly monitoring the rates at which students are entering, remaining enrolled in, and leaving the institution, as those movements impact the institution’s financial position.From teaching professors to student affairs personnel and beyond, Parnell offers tangible examples of how professionals can make data contributions at their current and future knowledge level, and will even inspire readers to take the initiative to engage in data projects.The book includes a set of self-assessment questions and a companion set of action steps and available resources to help readers accept their identity as a data person. It also includes an annotated list of at least 20 indicators that any higher education professional can examine without sophisticated data analyses.


Handbook on Using Administrative Data for Research and Evidence-based Policy

Handbook on Using Administrative Data for Research and Evidence-based Policy

Author: Shawn Cole

Publisher: Abdul Latif Jameel Poverty Action Lab

Published: 2021

Total Pages: 618

ISBN-13: 9781736021606

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This Handbook intends to inform Data Providers and researchers on how to provide privacy-protected access to, handle, and analyze administrative data, and to link them with existing resources, such as a database of data use agreements (DUA) and templates. Available publicly, the Handbook will provide guidance on data access requirements and procedures, data privacy, data security, property rights, regulations for public data use, data architecture, data use and storage, cost structure and recovery, ethics and privacy-protection, making data accessible for research, and dissemination for restricted access use. The knowledge base will serve as a resource for all researchers looking to work with administrative data and for Data Providers looking to make such data available.


Driven by Data

Driven by Data

Author: Paul Bambrick-Santoyo

Publisher: John Wiley & Sons

Published: 2010-04-12

Total Pages: 336

ISBN-13: 0470548746

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Offers a practical guide for improving schools dramatically that will enable all students from all backgrounds to achieve at high levels. Includes assessment forms, an index, and a DVD.


Street Data

Street Data

Author: Shane Safir

Publisher: Corwin

Published: 2021-02-12

Total Pages: 281

ISBN-13: 1071812661

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Radically reimagine our ways of being, learning, and doing Education can be transformed if we eradicate our fixation on big data like standardized test scores as the supreme measure of equity and learning. Instead of the focus being on "fixing" and "filling" academic gaps, we must envision and rebuild the system from the student up—with classrooms, schools and systems built around students’ brilliance, cultural wealth, and intellectual potential. Street data reminds us that what is measurable is not the same as what is valuable and that data can be humanizing, liberatory and healing. By breaking down street data fundamentals: what it is, how to gather it, and how it can complement other forms of data to guide a school or district’s equity journey, Safir and Dugan offer an actionable framework for school transformation. Written for educators and policymakers, this book · Offers fresh ideas and innovative tools to apply immediately · Provides an asset-based model to help educators look for what’s right in our students and communities instead of seeking what’s wrong · Explores a different application of data, from its capacity to help us diagnose root causes of inequity, to its potential to transform learning, and its power to reshape adult culture Now is the time to take an antiracist stance, interrogate our assumptions about knowledge, measurement, and what really matters when it comes to educating young people.


The Global Purpose Approach

The Global Purpose Approach

Author: Tarece Johnson Ed.D.

Publisher: Xlibris Corporation

Published: 2018-02-15

Total Pages: 96

ISBN-13: 1984509780

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I created The Global Purpose Approach to help people gain the interest, knowledge, and skills needed for them to become more global-minded individuals. The idea for the book evolved from the need to enhance instruction in multicultural education so that people may be more knowledgeable, respectful, and appreciative of the geographies, languages, and cultures of people across the globe. The principles, content, and strategies that result comprise The Global Purpose Approachan instructional framework to introduce and integrate multiculturalism in schools, classrooms, private corporations, public agencies, and individuals daily lives. The purpose of The Global Purpose Approach is to foster multicultural awareness and education by helping to understand, respect, and appreciate similarities and differences across cultures. It consists of six guiding principlespurpose, environment, observation, perspective, language, and exploration (PEOPLE)together with an outline (NO FEAR) and resources for interactive and immersive learning of the core elements of culture. The intended impact of The Global Purpose Approach is to develop people who have enhanced knowledge and appreciation of diverse cultures and who can, therefore, interact and contribute innovatively in an interconnected, global society. Human resource professionals, organizational leaders, school districts, and teachers may use this book as a guide to integrate multicultural education in their departments, organizations, school systems, and classrooms. It also allows for educators to easily adapt the approach to fit their curriculum requirements and existing teaching plans and to implement it within their daily teaching. In this way, The Global Purpose Approach can be seen as a way to strengthen current teaching practices by adopting a set of philosophies and utilizing activities to foster more globally connected, engaged citizens without the need to fully revise or change.


The Datafication of Education

The Datafication of Education

Author: Juliane Jarke

Publisher: Routledge

Published: 2020-05-21

Total Pages: 189

ISBN-13: 100068296X

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This book attends to the transformation of processes and practices in education, relating to its increasing digitisation and datafication. The introduction of new means to measure, capture, describe and represent social life in numbers has not only transformed the ways in which teaching and learning are organised, but also the ways in which future generations (will) construct reality with and through data. Contributions consider data practices that span across different countries, educational fields and governance levels, ranging from early childhood education, to schools, universities, educational technology providers, to educational policy making and governance. The book demonstrates how digital data not only support decision making, but also fundamentally change the organisation of learning and teaching, and how these transformation processes can have partly ambivalent consequences, such as new possibilities for participation, but also the monitoring and emergence/manifestation of inequalities. Focusing on how data can drive decision making in education and learning, this book will be of interest to those studying both educational technology and educational policy making. The chapters in this book were originally published in Learning, Media and Technology. Chapter 4 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.


DAMA-DMBOK

DAMA-DMBOK

Author: Dama International

Publisher:

Published: 2017

Total Pages: 628

ISBN-13: 9781634622349

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Defining a set of guiding principles for data management and describing how these principles can be applied within data management functional areas; Providing a functional framework for the implementation of enterprise data management practices; including widely adopted practices, methods and techniques, functions, roles, deliverables and metrics; Establishing a common vocabulary for data management concepts and serving as the basis for best practices for data management professionals. DAMA-DMBOK2 provides data management and IT professionals, executives, knowledge workers, educators, and researchers with a framework to manage their data and mature their information infrastructure, based on these principles: Data is an asset with unique properties; The value of data can be and should be expressed in economic terms; Managing data means managing the quality of data; It takes metadata to manage data; It takes planning to manage data; Data management is cross-functional and requires a range of skills and expertise; Data management requires an enterprise perspective; Data management must account for a range of perspectives; Data management is data lifecycle management; Different types of data have different lifecycle requirements; Managing data includes managing risks associated with data; Data management requirements must drive information technology decisions; Effective data management requires leadership commitment.