Ethical Design Of Artificial Intelligence Based Systems For Decision Making

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Ethical Design of Artificial Intelligence-based Systems for Decision Making

Author : Valentina Franzoni
Publisher : Frontiers Media SA
ISBN 13 : 2832517145
Total Pages : 102 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Ethical Design of Artificial Intelligence-based Systems for Decision Making by : Valentina Franzoni

Download or read book Ethical Design of Artificial Intelligence-based Systems for Decision Making written by Valentina Franzoni and published by Frontiers Media SA. This book was released on 2023-11-29 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI), including Machine Learning with Deep Neural Networks, is making and supporting decisions in ways that increasingly affect humans in many aspects of their lives. Both autonomous and decision-support systems applying AI algorithms and data-driven models are used for decisions about justice, education, physical and psychological health, and to provide or deny access to credit, healthcare, and other essential resources, in all aspects of daily life, in increasingly ubiquitous and sometimes ambiguous ways. Too often these systems are built without considering the human factors associated with their use and the need for clarity about the correct way to use them, and possible biases. Models and systems provide results that are difficult to interpret and are accused of being good or bad, whereas good or bad is only the design of such tools, and the necessary training for them to be properly integrated into human values.

Innovation in Sustainable Management and Entrepreneurship

Author : Gabriela Prostean
Publisher : Springer Nature
ISBN 13 : 3030447111
Total Pages : 714 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Innovation in Sustainable Management and Entrepreneurship by : Gabriela Prostean

Download or read book Innovation in Sustainable Management and Entrepreneurship written by Gabriela Prostean and published by Springer Nature. This book was released on 2020-05-29 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book analyses state-of-the-art techniques in business process management as drivers of advanced entrepreneurship, financial management, supply chain management, and sustainability management. The role of management in a rapidly-changing environment and the use of innovative methods and techniques to address and solve key management problems are also explored.

AI, Ethics, and Discrimination in Business

Author : Marco Marabelli
Publisher : Springer Nature
ISBN 13 : 3031539192
Total Pages : 255 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis AI, Ethics, and Discrimination in Business by : Marco Marabelli

Download or read book AI, Ethics, and Discrimination in Business written by Marco Marabelli and published by Springer Nature. This book was released on 2024-05-03 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book takes a historical approach to explore data, algorithms, their use in practice through applications of AI in various settings, and all of the surrounding ethical and DEI implications. Summarizing our current knowledge and highlighting gaps, it offers original examples from empirical research in various settings, such as healthcare, social media, and the GIG economy. The author investigates how systems relying on a binary structure (machines) work in systems that are instead analogic (societies). Further, he examines how underrepresented populations, who have been historically penalized by technologies, can play an active role in the design of automated systems, with a specific focus on the US legal and social system. One issue is that main tasks of machines concern classification, which, while efficient for speeding up decision-making processes, are inherently biased. Ultimately, this work advocates for ethical design and responsible implementation and deployment of technology in organizations and society through through government-sponsored social justice, in contrast with free market policies. This interdisciplinary text contributes to the timely and relevant debate on algorithmic fairness, biases, and potential discriminations. It will appeal to researchers in business ethics and information systems while building on theories from anthropology, psychology, sociology, management, marketing, and economics. Marco Marabelli is a Professor of Computer Information Systems at Bentley University, USA. His research focuses on the ethical and DEI implications of the use of emerging technologies in organizations and society and on the historical and legal aspects concerning social injustice associated with the use of artificial intelligence.

The Frontlines of Artificial Intelligence Ethics

Author : Andrew J. Hampton
Publisher : Routledge
ISBN 13 : 1000576205
Total Pages : 202 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis The Frontlines of Artificial Intelligence Ethics by : Andrew J. Hampton

Download or read book The Frontlines of Artificial Intelligence Ethics written by Andrew J. Hampton and published by Routledge. This book was released on 2022-06-30 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: This foundational text examines the intersection of AI, psychology, and ethics, laying the groundwork for the importance of ethical considerations in the design and implementation of technologically supported education, decision support, and leadership training. AI already affects our lives profoundly, in ways both mundane and sensational, obvious and opaque. Much academic and industrial effort has considered the implications of this AI revolution from technical and economic perspectives, but the more personal, humanistic impact of these changes has often been relegated to anecdotal evidence in service to a broader frame of reference. Offering a unique perspective on the emerging social relationships between people and AI agents and systems, Hampton and DeFalco present cutting-edge research from leading academics, professionals, and policy standards advocates on the psychological impact of the AI revolution. Structured into three parts, the book explores the history of data science, technology in education, and combatting machine learning bias, as well as future directions for the emerging field, bringing the research into the active consideration of those in positions of authority. Exploring how AI can support expert, creative, and ethical decision making in both people and virtual human agents, this is essential reading for students, researchers, and professionals in AI, psychology, ethics, engineering education, and leadership, particularly military leadership.

Responsible AI

Author : CSIRO
Publisher : Addison-Wesley Professional
ISBN 13 : 0138073880
Total Pages : 425 pages
Book Rating : 4.1/5 (38 download)

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Book Synopsis Responsible AI by : CSIRO

Download or read book Responsible AI written by CSIRO and published by Addison-Wesley Professional. This book was released on 2023-12-08 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: THE FIRST PRACTICAL GUIDE FOR OPERATIONALIZING RESPONSIBLE AI ̃FROM MUL TI°LEVEL GOVERNANCE MECHANISMS TO CONCRETE DESIGN PATTERNS AND SOFTWARE ENGINEERING TECHNIQUES. AI is solving real-world challenges and transforming industries. Yet, there are serious concerns about its ability to behave and make decisions in a responsible way. Operationalizing responsible AI is about providing concrete guidelines to a wide range of decisionmakers and technologists on how to govern, design, and build responsible AI systems. These include governance mechanisms at the industry, organizational, and team level; software engineering best practices; architecture styles and design patterns; system-level techniques connecting code with data and models; and trade-offs in design decisions. Responsible AI includes a set of practices that technologists (for example, technology-conversant decision-makers, software developers, and AI practitioners) can undertake to ensure the AI systems they develop or adopt are trustworthy throughout the entire lifecycle and can be trusted by those who use them. The book offers guidelines and best practices not just for the AI part of a system, but also for the much larger software infrastructure that typically wraps around the AI. First book of its kind to cover the topic of operationalizing responsible AI from the perspective of the entire software development life cycle. Concrete and actionable guidelines throughout the lifecycle of AI systems, including governance mechanisms, process best practices, design patterns, and system engineering techniques. Authors are leading experts in the areas of responsible technology, AI engineering, and software engineering. Reduce the risks of AI adoption, accelerate AI adoption in responsible ways, and translate ethical principles into products, consultancy, and policy impact to support the AI industry. Online repository of patterns, techniques, examples, and playbooks kept up-to-date by the authors. Real world case studies to demonstrate responsible AI in practice. Chart the course to responsible AI excellence, from governance to design, with actionable insights and engineering prowess found in this defi nitive guide.

Artificial Intelligence for a Better Future

Author : Bernd Carsten Stahl
Publisher : Springer Nature
ISBN 13 : 3030699781
Total Pages : 128 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Artificial Intelligence for a Better Future by : Bernd Carsten Stahl

Download or read book Artificial Intelligence for a Better Future written by Bernd Carsten Stahl and published by Springer Nature. This book was released on 2021-03-17 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book proposes a novel approach to Artificial Intelligence (AI) ethics. AI offers many advantages: better and faster medical diagnoses, improved business processes and efficiency, and the automation of boring work. But undesirable and ethically problematic consequences are possible too: biases and discrimination, breaches of privacy and security, and societal distortions such as unemployment, economic exploitation and weakened democratic processes. There is even a prospect, ultimately, of super-intelligent machines replacing humans. The key question, then, is: how can we benefit from AI while addressing its ethical problems? This book presents an innovative answer to the question by presenting a different perspective on AI and its ethical consequences. Instead of looking at individual AI techniques, applications or ethical issues, we can understand AI as a system of ecosystems, consisting of numerous interdependent technologies, applications and stakeholders. Developing this idea, the book explores how AI ecosystems can be shaped to foster human flourishing. Drawing on rich empirical insights and detailed conceptual analysis, it suggests practical measures to ensure that AI is used to make the world a better place.

The Ethics Of Artificial Intelligence: Balancing Benefits and Risks

Author : Muzaffar Munshi
Publisher : Muzaffar Munshi
ISBN 13 :
Total Pages : 40 pages
Book Rating : 4./5 ( download)

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Book Synopsis The Ethics Of Artificial Intelligence: Balancing Benefits and Risks by : Muzaffar Munshi

Download or read book The Ethics Of Artificial Intelligence: Balancing Benefits and Risks written by Muzaffar Munshi and published by Muzaffar Munshi. This book was released on 2023-05-13 with total page 40 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the ethical concerns surrounding the development and deployment of artificial intelligence (AI) in modern society. It provides an in-depth analysis of the potential benefits and risks associated with AI, highlighting the importance of balancing these factors to ensure that AI is used ethically and responsibly. The book covers a wide range of topics related to AI ethics, including the definition of AI, ethical concerns surrounding AI, the importance of balancing benefits and risks, and potential unintended consequences or catastrophic outcomes. It also delves into specific ethical issues such as bias and discrimination in AI decision-making, privacy and security concerns, fairness and equity, and the regulation and governance of AI development and deployment. The book provides valuable insights into approaches to managing ethical concerns in AI, with case studies of successful implementation of ethical AI practices. It also outlines challenges and opportunities for balancing benefits and risks and discusses future directions for research and development in ethical AI. This book is an essential resource for policymakers, businesses, and individuals concerned about the ethical implications of AI. It provides a comprehensive overview of the current state of AI ethics and offers practical guidance for ensuring that AI is used ethically and responsibly.

Responsible Artificial Intelligence

Author : Virginia Dignum
Publisher : Springer Nature
ISBN 13 : 3030303713
Total Pages : 127 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Responsible Artificial Intelligence by : Virginia Dignum

Download or read book Responsible Artificial Intelligence written by Virginia Dignum and published by Springer Nature. This book was released on 2019-11-04 with total page 127 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book, the author examines the ethical implications of Artificial Intelligence systems as they integrate and replace traditional social structures in new sociocognitive-technological environments. She discusses issues related to the integrity of researchers, technologists, and manufacturers as they design, construct, use, and manage artificially intelligent systems; formalisms for reasoning about moral decisions as part of the behavior of artificial autonomous systems such as agents and robots; and design methodologies for social agents based on societal, moral, and legal values. Throughout the book the author discusses related work, conscious of both classical, philosophical treatments of ethical issues and the implications in modern, algorithmic systems, and she combines regular references and footnotes with suggestions for further reading. This short overview is suitable for undergraduate students, in both technical and non-technical courses, and for interested and concerned researchers, practitioners, and citizens.

Challenges in Large Language Model Development and AI Ethics

Author : Gupta, Brij
Publisher : IGI Global
ISBN 13 :
Total Pages : 521 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Challenges in Large Language Model Development and AI Ethics by : Gupta, Brij

Download or read book Challenges in Large Language Model Development and AI Ethics written by Gupta, Brij and published by IGI Global. This book was released on 2024-08-15 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of large language models has resulted in artificial intelligence advancements promising transformations and benefits across various industries and sectors. However, this progress is not without its challenges. The scale and complexity of these models pose significant technical hurdles, including issues related to bias, transparency, and data privacy. As these models integrate into decision-making processes, ethical concerns about their societal impact, such as potential job displacement or harmful stereotype reinforcement, become more urgent. Addressing these challenges requires a collaborative effort from business owners, computer engineers, policymakers, and sociologists. Fostering effective research for solutions to address AI ethical challenges may ensure that large language model developments benefit society in a positive way. Challenges in Large Language Model Development and AI Ethics addresses complex ethical dilemmas and challenges of the development of large language models and artificial intelligence. It analyzes ethical considerations involved in the design and implementation of large language models, while exploring aspects like bias, accountability, privacy, and social impacts. This book covers topics such as law and policy, model architecture, and machine learning, and is a useful resource for computer engineers, sociologists, policymakers, business owners, academicians, researchers, and scientists.

The Ethics of Artificial Intelligence in Education

Author : Wayne Holmes
Publisher : Taylor & Francis
ISBN 13 : 1000620700
Total Pages : 238 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis The Ethics of Artificial Intelligence in Education by : Wayne Holmes

Download or read book The Ethics of Artificial Intelligence in Education written by Wayne Holmes and published by Taylor & Francis. This book was released on 2022-08-11 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Ethics of Artificial Intelligence in Education identifies and confronts key ethical issues generated over years of AI research, development, and deployment in learning contexts. Adaptive, automated, and data-driven education systems are increasingly being implemented in universities, schools, and corporate training worldwide, but the ethical consequences of engaging with these technologies remain unexplored. Featuring expert perspectives from inside and outside the AIED scholarly community, this book provides AI researchers, learning scientists, educational technologists, and others with questions, frameworks, guidelines, policies, and regulations to ensure the positive impact of artificial intelligence in learning.

Using Traditional Design Methods to Enhance AI-Driven Decision Making

Author : Nguyen, Tien V. T.
Publisher : IGI Global
ISBN 13 :
Total Pages : 528 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Using Traditional Design Methods to Enhance AI-Driven Decision Making by : Nguyen, Tien V. T.

Download or read book Using Traditional Design Methods to Enhance AI-Driven Decision Making written by Nguyen, Tien V. T. and published by IGI Global. This book was released on 2024-01-10 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving landscape of industrial activities, artificial intelligence (AI) has emerged as a powerful force driving transformative change. Among its many applications, AI has proven to be instrumental in reducing processing costs associated with optimization challenges. The intersection of AI with optimization and multi-criteria decision making (MCDM) techniques has led to practical solutions in diverse fields such as manufacturing, transportation, finance, economics, and artificial intelligence. Using Traditional Design Methods to Enhance AI-Driven Decision Making delves into a wide array of topics related to optimization, decision-making, and their applications. Drawing on foundational contributions, system developments, and innovative techniques, the book explores the synergy between traditional design methods and AI-driven decision-making approaches. The book is ideal for higher education faculty and administrators, students of higher education, librarians, researchers, graduate students, and academicians. Contributors are invited to explore a wide range of topics, including the role of AI-driven decision-making in leadership, trends in AI-driven decision-making in Industry 5.0, applications in various industries such as manufacturing, transportation, healthcare, and banking services, as well as AI-driven optimization in mechanical engineering and materials.

Ethics in Online AI-Based Systems

Author : Santi Caballé
Publisher : Elsevier
ISBN 13 : 0443188505
Total Pages : 425 pages
Book Rating : 4.4/5 (431 download)

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Book Synopsis Ethics in Online AI-Based Systems by : Santi Caballé

Download or read book Ethics in Online AI-Based Systems written by Santi Caballé and published by Elsevier. This book was released on 2024-04-19 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent technological advancements have deeply transformed society and the way people interact with each other. Instantaneous communication platforms have allowed connections with other people, forming global communities, and creating unprecedented opportunities in many sectors, making access to online resources more ubiquitous by reducing limitations imposed by geographical distance and temporal constrains. These technological developments bear ethically relevant consequences with their deployment, and legislations often lag behind such advancements. Because the appearance and deployment of these technologies happen much faster than legislative procedures, the way these technologies affect social interactions have profound ethical effects before any legislative regulation can be built, in order to prevent and mitigate those effects. Ethics in Online AI-Based Systems: Risks and Opportunities in Current Technological Trends features a series of reflections from experts in different fields on potential ethically relevant outcomes that upcoming technological advances could bring about in our society. Creating a space to explore the ethical relevance that technologies currently still under development could have constitutes an opportunity to better understand how these technologies could or should not be used in the future in order to maximize their ethically beneficial outcomes, while avoiding potential detrimental effects. Stimulating reflection and considerations with respect to the design, deployment and use of technology will help guide current and future technological advancements from an ethically informed position in order to ensure that, tomorrow, such advancements could contribute towards solving current global and social challenges that we, as a society, have today. This will not only be useful for researchers and professional engineers, but also for educators, policy makers, and ethicists. Investigates how "intelligent" technological advances might be used, how they will affect social interactions, and what ethical consequences they might have for society Identifies and reflects on questions that need to be asked before the design, deployment, and application of upcoming technological advancements, aiming to both prevent and mitigate potential risks, as well as to identify potentially ethically-beneficial opportunities Recognizes the huge potential for ethically-relevant outcomes that technological advancements have, and take proactive steps to anticipate that they be designed from an ethically-informed position Provides reflections that highlight the importance of the relationship between technology, their users and our society, thus encouraging informed design and educational and legislative approaches that take this relationship into account

Machines We Trust

Author : Marcello Pelillo
Publisher : MIT Press
ISBN 13 : 0262542099
Total Pages : 175 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Machines We Trust by : Marcello Pelillo

Download or read book Machines We Trust written by Marcello Pelillo and published by MIT Press. This book was released on 2021-08-24 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experts from disciplines that range from computer science to philosophy consider the challenges of building AI systems that humans can trust. Artificial intelligence-based algorithms now marshal an astonishing range of our daily activities, from driving a car ("turn left in 400 yards") to making a purchase ("products recommended for you"). How can we design AI technologies that humans can trust, especially in such areas of application as law enforcement and the recruitment and hiring process? In this volume, experts from a range of disciplines discuss the ethical and social implications of the proliferation of AI systems, considering bias, transparency, and other issues. The contributors, offering perspectives from computer science, engineering, law, and philosophy, first lay out the terms of the discussion, considering the "ethical debts" of AI systems, the evolution of the AI field, and the problems of trust and trustworthiness in the context of AI. They go on to discuss specific ethical issues and present case studies of such applications as medicine and robotics, inviting us to shift the focus from the perspective of a "human-centered AI" to that of an "AI-decentered humanity." Finally, they consider the future of AI, arguing that, as we move toward a hybrid society of cohabiting humans and machines, AI technologies can become humanity's allies.

Decision Intelligence

Author : Miriam O'Callaghan
Publisher : CRC Press
ISBN 13 : 1000880001
Total Pages : 280 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Decision Intelligence by : Miriam O'Callaghan

Download or read book Decision Intelligence written by Miriam O'Callaghan and published by CRC Press. This book was released on 2023-04-26 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: 1. Provides a multidisciplinary approach of building knowledge on DI; 2. Discusses the limits of the human brain and why computer models are better at making decisions; 3. Covers agent programs for AI-powered decision-making agents; 4. Presents a DI framework - flowchart and figures; 5. Includes detailed and comprehensive information on DI tools and technologies; 6. Gives an ethics-focused approach to building DI systems for the protection of human rights and wellbeing.

The Oxford Handbook of Ethics of AI

Author : Markus Dirk Dubber
Publisher : Oxford Handbooks
ISBN 13 : 019006739X
Total Pages : 896 pages
Book Rating : 4.1/5 (9 download)

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Book Synopsis The Oxford Handbook of Ethics of AI by : Markus Dirk Dubber

Download or read book The Oxford Handbook of Ethics of AI written by Markus Dirk Dubber and published by Oxford Handbooks. This book was released on 2020 with total page 896 pages. Available in PDF, EPUB and Kindle. Book excerpt: This interdisciplinary and international handbook captures and shapes much needed reflection on normative frameworks for the production, application, and use of artificial intelligence in all spheres of individual, commercial, social, and public life.

Cognitive, Emotive and Ethical Aspects of Decision Making in Humans and in Artificial Intelligence

Author : George Eric Lasker
Publisher : Windsor, Ont. : International Institute for Advanced Studies in Systems Research and Cybernetics
ISBN 13 : 9781894613958
Total Pages : 104 pages
Book Rating : 4.6/5 (139 download)

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Book Synopsis Cognitive, Emotive and Ethical Aspects of Decision Making in Humans and in Artificial Intelligence by : George Eric Lasker

Download or read book Cognitive, Emotive and Ethical Aspects of Decision Making in Humans and in Artificial Intelligence written by George Eric Lasker and published by Windsor, Ont. : International Institute for Advanced Studies in Systems Research and Cybernetics. This book was released on 2004 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Ethical Algorithm

Author : Michael Kearns
Publisher : Oxford University Press
ISBN 13 : 0190948221
Total Pages : 288 pages
Book Rating : 4.1/5 (99 download)

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Book Synopsis The Ethical Algorithm by : Michael Kearns

Download or read book The Ethical Algorithm written by Michael Kearns and published by Oxford University Press. This book was released on 2019-10-04 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps. Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.