Learning To Live With Datafication

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Learning to Live with Datafication

Author : Luci Pangrazio
Publisher : Routledge
ISBN 13 : 1000541665
Total Pages : 272 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Learning to Live with Datafication by : Luci Pangrazio

Download or read book Learning to Live with Datafication written by Luci Pangrazio and published by Routledge. This book was released on 2022-03-13 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: As digital technologies play a key role across all aspects of our societies and in everyday life, teaching students about data is becoming increasingly important in schools and universities around the world. Bringing together international case studies of innovative responses to datafication, this book sets an agenda for how teachers, students and policy makers can best understand what kind of educational intervention works and why. Learning to Live with Datafication is unique in its focus on educational responses to datafication as well as critical analysis. Through case studies grounded in empirical research and practice, the book explores the dimensions of datafication from diverse perspectives that bring in a range of cultural aspects. It examines how educators conceptualise the social implications of datafication and what is at stake for learners and citizens as educational institutions try to define what datafication will mean for the next generation. Written by international leaders in this emerging field, this book will be of interest to teacher educators, researchers and post graduate students in education who have an interest in datafication and data literacies.

Critical Data Literacies

Author : Luci Pangrazio
Publisher : MIT Press
ISBN 13 : 0262546825
Total Pages : 217 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Critical Data Literacies by : Luci Pangrazio

Download or read book Critical Data Literacies written by Luci Pangrazio and published by MIT Press. This book was released on 2023-11-21 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: A guide to everything you need to understand to navigate a world increasingly governed by data. Data has become a defining issue of current times. Our everyday lives are shaped by the data that is produced about us (and by us) through digital technologies. In this book, Critical Data Literacies, Luci Pangrazio and Neil Selwyn introduce readers to the central concepts, ideas, and arguments required to make sense of life in the data age. The authors challenge the idea that datafication is an inevitable and inescapable condition. Drawing on emerging areas of scholarship such as data justice, data feminism, and other critical data studies approaches, they explore how individuals and communities can empower themselves to engage with data critically and creatively. Over the course of eight wide-ranging chapters, the book introduces readers to the main components of critical data literacies—from the fundamentals of identifying and understanding data to the complexities of engaging with more combative data tactics. Critical Data Literacies explores how the tradition of critical literacies can offer a powerful foundation to address the big concerns of the data age, such as issues of data justice and privacy, algorithmic bias, dataveillance, and disinformation. Bringing together cutting-edge thinking and discussion from across education, sociology, psychology, and media and communication studies, Critical Data Literacies develops a powerful argument for collectively rethinking the role that data plays in our everyday lives and re-establishing agency, free will, and the democratic public sphere.

Everyday Data Cultures

Author : Jean Burgess
Publisher : John Wiley & Sons
ISBN 13 : 1509547576
Total Pages : 119 pages
Book Rating : 4.5/5 (95 download)

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Book Synopsis Everyday Data Cultures by : Jean Burgess

Download or read book Everyday Data Cultures written by Jean Burgess and published by John Wiley & Sons. This book was released on 2022-06-08 with total page 119 pages. Available in PDF, EPUB and Kindle. Book excerpt: The AI revolution can seem powerful and unstoppable, extracting data from every aspect of our lives and subjecting us to unprecedented surveillance and control. But at ground level, even the most advanced ‘smart’ technologies are not as all-powerful as either the tech companies or their critics would have us believe. From gig worker activism to wellness tracking with sex toys and TikTokers' manipulation of the algorithm, this book shows how ordinary people are negotiating the datafication of society. The book establishes a new theoretical framework for understanding everyday experiences of data and automation, and offers guidance on the ethical responsibilities we share as we learn to live together with data-driven machines. Everyday Data Cultures is essential reading for students and researchers in digital media and communication, as well as for anyone interested in the role of data and AI in society.

Big Data

Author : Viktor Mayer-Schönberger
Publisher : Houghton Mifflin Harcourt
ISBN 13 : 0544002695
Total Pages : 257 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Big Data by : Viktor Mayer-Schönberger

Download or read book Big Data written by Viktor Mayer-Schönberger and published by Houghton Mifflin Harcourt. This book was released on 2013 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: A exploration of the latest trend in technology and the impact it will have on the economy, science, and society at large.

The Datafication of Education

Author : Juliane Jarke
Publisher : Routledge
ISBN 13 : 100068296X
Total Pages : 179 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis The Datafication of Education by : Juliane Jarke

Download or read book The Datafication of Education written by Juliane Jarke and published by Routledge. This book was released on 2020-05-21 with total page 179 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data-centric Living

Author : V. Sridhar
Publisher : Taylor & Francis
ISBN 13 : 1000483126
Total Pages : 305 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Data-centric Living by : V. Sridhar

Download or read book Data-centric Living written by V. Sridhar and published by Taylor & Francis. This book was released on 2021-11-29 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores how data about our everyday online behaviour are collected and how they are processed in various ways by algorithms powered by Artificial Intelligence (AI) and Machine Learning (ML). The book investigates the socioeconomic effects of these technologies, and the evolving regulatory landscape that is aiming to nurture the positive effects of these technology evolutions while at the same time curbing possible negative practices. The volume scrutinizes growing concerns on how algorithmic decisions can sometimes be biased and discriminative; how autonomous systems can possibly disrupt and impact the labour markets, resulting in job losses in several traditional sectors while creating unprecedented opportunities in others; the rapid evolution of social media that can be addictive at times resulting in associated mental health issues; and the way digital Identities are evolving around the world and their impact on provisioning of government services. The book also provides an in-depth understanding of regulations around the world to protect privacy of data subjects in the online world; a glimpse of how data is used as a digital public good in combating Covid pandemic; and how ethical standards in autonomous systems are evolving in the digital world. A timely intervention in this fast-evolving field, this book will be useful for scholars and researchers of digital humanities, business and management, internet studies, data sciences, political studies, urban sociology, law, media and cultural studies, sociology, cultural anthropology, and science and technology studies. It will also be of immense interest to the general readers seeking insights on daily digital lives.

Data Science Live Book

Author : Pablo Casas
Publisher :
ISBN 13 : 9789874273666
Total Pages : pages
Book Rating : 4.2/5 (736 download)

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Book Synopsis Data Science Live Book by : Pablo Casas

Download or read book Data Science Live Book written by Pablo Casas and published by . This book was released on 2018-03-16 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a practical guide to problems that commonly arise when developing a machine learning project. The book's topics are: Exploratory data analysis Data Preparation Selecting best variables Assessing Model Performance More information on predictive modeling will be included soon. This book tries to demonstrate what it says with short and well-explained examples. This is valid for both theoretical and practical aspects (through comments in the code). This book, as well as the development of a data project, is not linear. The chapters are related among them. For example, the missing values chapter can lead to the cardinality reduction in categorical variables. Or you can read the data type chapter and then change the way you deal with missing values. You¿ll find references to other websites so you can expand your study, this book is just another step in the learning journey. It's open-source and can be found at http://livebook.datascienceheroes.com

Data Lives

Author : Kitchin, Rob
Publisher : Policy Press
ISBN 13 : 1529215153
Total Pages : 274 pages
Book Rating : 4.5/5 (292 download)

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Book Synopsis Data Lives by : Kitchin, Rob

Download or read book Data Lives written by Kitchin, Rob and published by Policy Press. This book was released on 2021-02-03 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: The word ‘data’ has entered everyday conversation, but do we really understand what it means? How can we begin to grasp the scope and scale of our new data-rich world, and can we truly comprehend what is at stake? In Data Lives, renowned social scientist Rob Kitchin explores the intricacies of data creation and charts how data-driven technologies have become essential to how society, government and the economy work. Creatively blending scholarly analysis, biography and fiction, he demonstrates how data are shaped by social and political forces, and the extent to which they influence our daily lives. He reveals our data world to be one of potential danger, but also of hope.

The Data Science Workshop

Author : Anthony So
Publisher : Packt Publishing Ltd
ISBN 13 : 1838983082
Total Pages : 817 pages
Book Rating : 4.8/5 (389 download)

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Book Synopsis The Data Science Workshop by : Anthony So

Download or read book The Data Science Workshop written by Anthony So and published by Packt Publishing Ltd. This book was released on 2020-01-29 with total page 817 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cut through the noise and get real results with a step-by-step approach to data science Key Features Ideal for the data science beginner who is getting started for the first time A data science tutorial with step-by-step exercises and activities that help build key skills Structured to let you progress at your own pace, on your own terms Use your physical print copy to redeem free access to the online interactive edition Book DescriptionYou already know you want to learn data science, and a smarter way to learn data science is to learn by doing. The Data Science Workshop focuses on building up your practical skills so that you can understand how to develop simple machine learning models in Python or even build an advanced model for detecting potential bank frauds with effective modern data science. You'll learn from real examples that lead to real results. Throughout The Data Science Workshop, you'll take an engaging step-by-step approach to understanding data science. You won't have to sit through any unnecessary theory. If you're short on time you can jump into a single exercise each day or spend an entire weekend training a model using sci-kit learn. It's your choice. Learning on your terms, you'll build up and reinforce key skills in a way that feels rewarding. Every physical print copy of The Data Science Workshop unlocks access to the interactive edition. With videos detailing all exercises and activities, you'll always have a guided solution. You can also benchmark yourself against assessments, track progress, and receive content updates. You'll even earn a secure credential that you can share and verify online upon completion. It's a premium learning experience that's included with your printed copy. To redeem, follow the instructions located at the start of your data science book. Fast-paced and direct, The Data Science Workshop is the ideal companion for data science beginners. You'll learn about machine learning algorithms like a data scientist, learning along the way. This process means that you'll find that your new skills stick, embedded as best practice. A solid foundation for the years ahead.What you will learn Find out the key differences between supervised and unsupervised learning Manipulate and analyze data using scikit-learn and pandas libraries Learn about different algorithms such as regression, classification, and clustering Discover advanced techniques to improve model ensembling and accuracy Speed up the process of creating new features with automated feature tool Simplify machine learning using open source Python packages Who this book is forOur goal at Packt is to help you be successful, in whatever it is you choose to do. The Data Science Workshop is an ideal data science tutorial for the data science beginner who is just getting started. Pick up a Workshop today and let Packt help you develop skills that stick with you for life.

Big Data in Education

Author : Ben Williamson
Publisher : SAGE
ISBN 13 : 1526416328
Total Pages : 281 pages
Book Rating : 4.5/5 (264 download)

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Book Synopsis Big Data in Education by : Ben Williamson

Download or read book Big Data in Education written by Ben Williamson and published by SAGE. This book was released on 2017-07-24 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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!

Living in Data

Author : Jer Thorp
Publisher : MCD
ISBN 13 : 0374720517
Total Pages : 320 pages
Book Rating : 4.3/5 (747 download)

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Book Synopsis Living in Data by : Jer Thorp

Download or read book Living in Data written by Jer Thorp and published by MCD. This book was released on 2021-05-04 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Jer Thorp’s analysis of the word “data” in 10,325 New York Times stories written between 1984 and 2018 shows a distinct trend: among the words most closely associated with “data,” we find not only its classic companions “information” and “digital,” but also a variety of new neighbors—from “scandal” and “misinformation” to “ethics,” “friends,” and “play.” To live in data in the twenty-first century is to be incessantly extracted from, classified and categorized, statisti-fied, sold, and surveilled. Data—our data—is mined and processed for profit, power, and political gain. In Living in Data, Thorp asks a crucial question of our time: How do we stop passively inhabiting data, and instead become active citizens of it? Threading a data story through hippo attacks, glaciers, and school gymnasiums, around colossal rice piles, and over active minefields, Living in Data reminds us that the future of data is still wide open, that there are ways to transcend facts and figures and to find more visceral ways to engage with data, that there are always new stories to be told about how data can be used. Punctuated with Thorp's original and informative illustrations, Living in Data not only redefines what data is, but reimagines who gets to speak its language and how to use its power to create a more just and democratic future. Timely and inspiring, Living in Data gives us a much-needed path forward.

Digital Roots

Author : Gabriele Balbi
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110740281
Total Pages : 295 pages
Book Rating : 4.1/5 (17 download)

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Book Synopsis Digital Roots by : Gabriele Balbi

Download or read book Digital Roots written by Gabriele Balbi and published by Walter de Gruyter GmbH & Co KG. This book was released on 2021-09-07 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: As media environments and communication practices evolve over time, so do theoretical concepts. This book analyzes some of the most well-known and fiercely discussed concepts of the digital age from a historical perspective, showing how many of them have pre-digital roots and how they have changed and still are constantly changing in the digital era. Written by leading authors in media and communication studies, the chapters historicize 16 concepts that have become central in the digital media literature, focusing on three main areas. The first part, Technologies and Connections, historicises concepts like network, media convergence, multimedia, interactivity and artificial intelligence. The second one is related to Agency and Politics and explores global governance, datafication, fake news, echo chambers, digital media activism. The last one, Users and Practices, is finally devoted to telepresence, digital loneliness, amateurism, user generated content, fandom and authenticity. The book aims to shed light on how concepts emerge and are co-shaped, circulated, used and reappropriated in different contexts. It argues for the need for a conceptual media and communication history that will reveal new developments without concealing continuities and it demonstrates how the analogue/digital dichotomy is often a misleading one.

Doing Data Science

Author : Cathy O'Neil
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 144936389X
Total Pages : 408 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Doing Data Science by : Cathy O'Neil

Download or read book Doing Data Science written by Cathy O'Neil and published by "O'Reilly Media, Inc.". This book was released on 2013-10-09 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know. In many of these chapter-long lectures, data scientists from companies such as Google, Microsoft, and eBay share new algorithms, methods, and models by presenting case studies and the code they use. If you’re familiar with linear algebra, probability, and statistics, and have programming experience, this book is an ideal introduction to data science. Topics include: Statistical inference, exploratory data analysis, and the data science process Algorithms Spam filters, Naive Bayes, and data wrangling Logistic regression Financial modeling Recommendation engines and causality Data visualization Social networks and data journalism Data engineering, MapReduce, Pregel, and Hadoop Doing Data Science is collaboration between course instructor Rachel Schutt, Senior VP of Data Science at News Corp, and data science consultant Cathy O’Neil, a senior data scientist at Johnson Research Labs, who attended and blogged about the course.

Smart Business

Author : Ming Zeng
Publisher : Harvard Business Press
ISBN 13 : 1633693309
Total Pages : 383 pages
Book Rating : 4.6/5 (336 download)

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Book Synopsis Smart Business by : Ming Zeng

Download or read book Smart Business written by Ming Zeng and published by Harvard Business Press. This book was released on 2018-08-14 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: How Strategy Works in an Interconnected, Automated World Leaders already know that the classic approach to strategy--analyze, plan, execute--is losing relevance. But they don't yet know what replaces it. As everyone and everything becomes more interconnected and digitized, how do you operate, compete, and win? Ming Zeng, the former Chief of Staff and strategy adviser to Alibaba Group's founder Jack Ma, explains how the latest technological developments, such as artificial intelligence, machine learning, the mobile internet, and cloud computing are redefining how value is created. Written especially for those outside the technology industry or the startup arena, this book introduces a simple, overarching framework to guide strategy formulation and execution in this data-rich and highly interactive environment. Revealing the revolutionary practices that he and his team have developed at Alibaba, Zeng shows how to: Automate decisions through machine learning Create products informed by real-time data from customers Determine the right strategic positioning to maximize value from platforms and suppliers Repurpose your organization to further human insight and enable creativity Lead your company's transformation into a smart business With insights into the strategies and tools used by leaders at Alibaba and other companies such as Ruhan and Red Collar, in a variety of industries from furniture making to banking to custom tailoring, Smart Business outlines a radically new approach to strategy that can be applied everywhere.

The Datafication of Primary and Early Years Education

Author : Alice Bradbury
Publisher : Routledge
ISBN 13 : 1315279045
Total Pages : 158 pages
Book Rating : 4.3/5 (152 download)

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Book Synopsis The Datafication of Primary and Early Years Education by : Alice Bradbury

Download or read book The Datafication of Primary and Early Years Education written by Alice Bradbury and published by Routledge. This book was released on 2017-10-02 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Datafication of Primary and Early Years Education explores and critically analyses the growing dominance of data in schools and early childhood education settings. Recognising the shift in practice and priorities towards the production and analysis of attainment data that are compared locally, nationally and internationally, this important book explores the role and impact of digital data in the ‘data-obsessed’ school. Through insightful case studies the book critiques policy priorities which facilitate and demand the use of attainment data, within a neoliberal education system which is already heavily focused on assessment and accountability. Using an approach influenced by policy sociology and post-foundational frameworks, the book considers how data are productive of data-driven teacher and child subjectivities. The text explores how data have become an important part of making teachers’ work visible within systems which are both disciplinary and controlling, while often reducing the complexity of children’s learning to single numbers. Key ideas covered include: The impact of data on the individual teacher and their pedagogical practice, particularly in play-based early years classrooms The problems of collecting data through assessment of young children How schools respond to increased pressure to produce the ‘right’ data – or how they ‘play with numbers’ How data affect children and teachers’ identities International governance and data comparison, including international comparison of young children’s attainment Private sector involvement in data processing and analysis The Datafication of Primary and Early Years Education offers a unique insight into the links between data, policy and practice and is a crucial read for all interested in the ways in which data are affecting teachers, practitioners and children.

The Data Gaze

Author : David Beer
Publisher : SAGE
ISBN 13 : 1526463199
Total Pages : 269 pages
Book Rating : 4.5/5 (264 download)

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Book Synopsis The Data Gaze by : David Beer

Download or read book The Data Gaze written by David Beer and published by SAGE. This book was released on 2018-10-29 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: A significant new way of understanding contemporary capitalism is to understand the intensification and spread of data analytics. This text is about the powerful promises and visions that have led to the expansion of data analytics and data-led forms of social ordering. It is centrally concerned with examining the types of knowledge associated with data analytics and shows that how these analytics are envisioned is central to the emergence and prominence of data at various scales of social life. This text aims to understand the powerful role of the data analytics industry and how this industry facilitates the spread and intensification of data-led processes. As such, The Data Gaze is concerned with understanding how data-led, data-driven and data-reliant forms of capitalism pervade organisational and everyday life. Using a clear theoretical approach derived from Foucault and critical data studies, the text develops the concept of the data gaze and shows how powerful and persuasive it is. It’s an essential and subversive guide to data analytics and data capitalism.

Be Data Literate

Author : Jordan Morrow
Publisher : Kogan Page Publishers
ISBN 13 : 1789668026
Total Pages : 241 pages
Book Rating : 4.7/5 (896 download)

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Book Synopsis Be Data Literate by : Jordan Morrow

Download or read book Be Data Literate written by Jordan Morrow and published by Kogan Page Publishers. This book was released on 2021-03-03 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: WINNER: International Book Awards 2023 - Business: Technology In the fast moving world of the fourth industrial revolution not everyone needs to be a data scientist but everyone should be data literate, with the ability to read, analyze and communicate with data. It is not enough for a business to have the best data if those using it don't understand the right questions to ask or how to use the information generated to make decisions. Be Data Literate is the essential guide to developing the curiosity, creativity and critical thinking necessary to make anyone data literate, without retraining as a data scientist or statistician. With learnings to show development and real-world examples from industries implementing data literacy skills, this book explains how to confidently read and speak the 'language of data' in the modern business environment and everyday life. Be Data Literate is a practical guide to understanding the four levels of analytics, how to analyze data and the key steps to making smarter, data-informed decisions. Written by a founding pioneer and worldwide leading expert on data literacy, this book empowers professionals with the skills they need to succeed in the digital world.