Download or read book Behavior Based Price Discrimination and Consumer Protection in the Age of Algorithms written by Haggai Porat and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The legal literature on price discrimination focuses primarily on consumers' immutable features, like when higher interest rates are offered to black borrowers and higher prices to women at car dealerships. This paper examines a different type of discriminatory pricing practice: behavior-based pricing (BBP), where prices are set based on consumers' behavior, most prominently their prior purchasing decisions. The increased use of artificial intelligence and machine learning algorithms to set prices has facilitated the growing penetration of BBP in various markets. Unlike race-based and sex-based discrimination, with BBP, consumers can strategically adjust their behavior to impact the prices they will be offered in the future. Sellers, in turn, can adjust prices in early periods to influence consumers' purchasing decisions so as to increase the informational value of these decisions and thereby maximize profits. This paper analyzes possible legal responses to BBP and arrives at three surprising policy implications: One, when non-BBP discrimination is efficient but with potentially problematic distributional implications, BBP can either increase or decrease efficiency. Two, even if BBP is desirable, mandating its disclosure may reduce overall welfare even though this would reduce informational asymmetry in the market. Three, a right to be forgotten (a right to erasure) may be desirable even though it increases informational asymmetry.
Download or read book Behavior Based Price Discrimination with a General Demand written by Rosa Branca Esteves and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper offers a complete picture of the impact of behavior-based price discrimination on profits, consumer surplus, and welfare in markets with a general demand function, where consumers and firms can discount the future at different discount factors. Regardless of the demand function considered, in comparison to uniform pricing, BBPD reduces firmsí second-period prices and profits. In contrast, we show that new results arise regarding the impact of BBPD on first-period prices. Under perfectly inelastic and CES demand, the firm-side e§ect is null and the consumer-side e§ect fully explains the increase in first-period prices. This is no longer the case when the price elasticity of demand varies with price level. Specifically, we show that the firm-side effect can lead firms to raise first-period prices, even when consumers are myopic. We also show that, depending on the demand function considered, the consumer side effect can act to reduce or increase first-period prices. The overall impact of BBPD on first-period prices depends on the interplay between these two effects. Our analysis reveals that the output effect and consumer switching play an important role in explaining the impact of BBPD on welfare. When discount factors are equal, BBPD may have a positive or negative impact on consumer surplus and social welfare, which contrasts with the result that BBPD is beneficial for consumers under a unit and CES demand. For a linear demand function, we identify the regions for firms and consumers discount factors where BBPD can simultaneously enhance or reduce total discounted profits, consumer surplus, and social welfare.
Download or read book Algorithms and Fairness written by Inge Graef and published by . This book was released on 2018 with total page 20 pages. Available in PDF, EPUB and Kindle. Book excerpt: While algorithms bring about benefits for consumers in the form of more efficient price setting, concerns have also been expressed about possible adverse effects including discrimination. The paper takes a competition law perspective in analysing a type of discrimination that is said to be facilitated by the use of algorithms, namely personalised pricing. This is a form of price discrimination between consumers whereby a firm charges each consumer a different price depending on willingness to pay. As the advent of data analytics and algorithm-based services has made it easier for firms to engage in price discrimination, a clarification of the latter's legality under competition law is to be welcomed. As such, the paper discusses the extent to which competition enforcement can be considered desirable to target price discrimination towards end consumers. In this regard, attention is also paid to the interaction with other regimes such as data protection, consumer protection and antidiscrimination law.
Download or read book Imperfect Behavior Based Price Discrimination written by Stefano Colombo and published by . This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this article, we develop a model encompassing behavior-based discriminatory pricing as a limit case of a more general framework where firms have incomplete information about consumers' purchase histories. We show that information accuracy has a nonmonotonic impact on profits and the worst situation for firms is when information accuracy is intermediate. We also discuss welfare and consumer surplus implications of information accuracy. Although welfare monotonically decreases with the level of information accuracy, there is an inverse U-shape relationship between consumers surplus and information accuracy.
Download or read book Virtual Competition written by Ariel Ezrachi and published by Harvard University Press. This book was released on 2016-11-14 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: “A fascinating book about how platform internet companies (Amazon, Facebook, and so on) are changing the norms of economic competition.” —Fast Company Shoppers with a bargain-hunting impulse and internet access can find a universe of products at their fingertips. But is there a dark side to internet commerce? This thought-provoking exposé invites us to explore how sophisticated algorithms and data-crunching are changing the nature of market competition, and not always for the better. Introducing into the policy lexicon terms such as algorithmic collusion, behavioral discrimination, and super-platforms, Ariel Ezrachi and Maurice E. Stucke explore the resulting impact on competition, our democratic ideals, our wallets, and our well-being. “We owe the authors our deep gratitude for anticipating and explaining the consequences of living in a world in which black boxes collude and leave no trails behind. They make it clear that in a world of big data and algorithmic pricing, consumers are outgunned and antitrust laws are outdated, especially in the United States.” —Science “A convincing argument that there can be a darker side to the growth of digital commerce. The replacement of the invisible hand of competition by the digitized hand of internet commerce can give rise to anticompetitive behavior that the competition authorities are ill equipped to deal with.” —Burton G. Malkiel, Wall Street Journal “A convincing case for the need to rethink competition law to cope with algorithmic capitalism’s potential for malfeasance.” —John Naughton, The Observer
Download or read book Behavior and Characteristic Based Price Discrimination written by Stefano Colombo and published by . This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We develop a model of behavior- and characteristic-based discriminatory pricing where consumers are heterogeneous both in tastes and in price sensitivity. Each firm is able to distinguish between the consumers that have bought from it and those that have bought from the rival. Furthermore, each firm learns the price sensitivity of their own consumers. We show that using this additional information may yield higher profits than uniform pricing provided that consumers are heterogeneous enough with respect to price sensitivity. We also discuss consumer surplus implications of such behavior- and characteristic-based price discrimination, and we show that the impact of price discrimination depends on both the consumer type and the level of consumers' heterogeneity.
Download or read book The Cambridge Handbook of Algorithmic Price Personalization and the Law written by Fabrizio Esposito and published by . This book was released on 2025 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This Handbook is the only book covering all aspects of algorithmic price personalization. It is a one-stop reference for the political and legal community interested in digital markets, competition, privacy, and consumer protection. The book will be useful for policymakers, stakeholders, academics, and students working in digital market policy"--
Download or read book Algorithms and Law written by Martin Ebers and published by Cambridge University Press. This book was released on 2020-07-23 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exploring issues from big-data to robotics, this volume is the first to comprehensively examine the regulatory implications of AI technology.
Download or read book The Cambridge Handbook of the Law of Algorithms written by Woodrow Barfield and published by Cambridge University Press. This book was released on 2020-11-05 with total page 1327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms are a fundamental building block of artificial intelligence - and, increasingly, society - but our legal institutions have largely failed to recognize or respond to this reality. The Cambridge Handbook of the Law of Algorithms, which features contributions from US, EU, and Asian legal scholars, discusses the specific challenges algorithms pose not only to current law, but also - as algorithms replace people as decision makers - to the foundations of society itself. The work includes wide coverage of the law as it relates to algorithms, with chapters analyzing how human biases have crept into algorithmic decision-making about who receives housing or credit, the length of sentences for defendants convicted of crimes, and many other decisions that impact constitutionally protected groups. Other issues covered in the work include the impact of algorithms on the law of free speech, intellectual property, and commercial and human rights law.
Download or read book The Antitrust Paradox written by Robert Bork and published by . This book was released on 2021-02-22 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: The most important book on antitrust ever written. It shows how antitrust suits adversely affect the consumer by encouraging a costly form of protection for inefficient and uncompetitive small businesses.
Download or read book Artificial Intelligence and Human Rights written by and published by Oxford University Press. This book was released on 2023-09-01 with total page 689 pages. Available in PDF, EPUB and Kindle. Book excerpt: The scope of Artificial Intelligence's (AI) hold on modern life is only just beginning to be fully understood. Academics, professionals, policymakers, and legislators are analysing the effects of AI in the legal realm, notably in human rights work. Artificial Intelligence technologies and modern human rights have lived parallel lives for the last sixty years, and they continue to evolve with one another as both fields take shape. Human Rights and Artificial Intelligence explores the effects of AI on both the concept of human rights and on specific topics, including civil and political rights, privacy, non-discrimination, fair procedure, and asylum. Second- and third-generation human rights are also addressed. By mapping this relationship, the book clarifies the benefits and risks for human rights as new AI applications are designed and deployed. Its granular perspective makes Human Rights and Artificial Intelligence a seminal text on the legal ramifications of machine learning. This expansive volume will be useful to academics and professionals navigating the complex relationship between AI and human rights.
Download or read book Section 1557 of the Affordable Care Act written by American Dental Association and published by American Dental Association. This book was released on 2017-05-24 with total page 60 pages. Available in PDF, EPUB and Kindle. Book excerpt: Section 1557 is the nondiscrimination provision of the Affordable Care Act (ACA). This brief guide explains Section 1557 in more detail and what your practice needs to do to meet the requirements of this federal law. Includes sample notices of nondiscrimination, as well as taglines translated for the top 15 languages by state.
Download or read book Between Truth and Power written by Julie E. Cohen and published by Oxford University Press. This book was released on 2019 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work explores the relationships between legal institutions and political and economic transformation. It argues that as law is enlisted to help produce the profound economic and sociotechnical shifts that have accompanied the emergence of the informational economy, it is changing in fundamental ways.
Download or read book Contracting and Contract Law in the Age of Artificial Intelligence written by Martin Ebers and published by Bloomsbury Publishing. This book was released on 2022-06-30 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides original, diverse, and timely insights into the nature, scope, and implications of Artificial Intelligence (AI), especially machine learning and natural language processing, in relation to contracting practices and contract law. The chapters feature unique, critical, and in-depth analysis of a range of topical issues, including how the use of AI in contracting affects key principles of contract law (from formation to remedies), the implications for autonomy, consent, and information asymmetries in contracting, and how AI is shaping contracting practices and the laws relating to specific types of contracts and sectors. The contributors represent an interdisciplinary team of lawyers, computer scientists, economists, political scientists, and linguists from academia, legal practice, policy, and the technology sector. The chapters not only engage with salient theories from different disciplines, but also examine current and potential real-world applications and implications of AI in contracting and explore feasible legal, policy, and technological responses to address the challenges presented by AI in this field. The book covers major common and civil law jurisdictions, including the EU, Italy, Germany, UK, US, and China. It should be read by anyone interested in the complex and fast-evolving relationship between AI, contract law, and related areas of law such as business, commercial, consumer, competition, and data protection laws.
Download or read book Market Definition in Antitrust written by and published by American Bar Association. This book was released on 2012 with total page 566 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Big Data a Tool for Inclusion Or Exclusion Understanding the Issues written by Federal Trade Federal Trade Commission and published by Createspace Independent Publishing Platform. This book was released on 2016-07-18 with total page 48 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are in the era of big data. With a smartphone now in nearly every pocket, a computer in nearly every household, and an ever-increasing number of Internet-connected devices in the marketplace, the amount of consumer data flowing throughout the economy continues to increase rapidly. The analysis of this data is often valuable to companies and to consumers, as it can guide the development of new products and services, predict the preferences of individuals, help tailor services and opportunities, and guide individualized marketing. At the same time, advocates, academics, and others have raised concerns about whether certain uses of big data analytics may harm consumers, particularly lowincome and underserved populations. To explore these issues, the Federal Trade Commission ("FTC" or "the Commission") held a public workshop, Big Data: A Tool for Inclusion or Exclusion?, on September 15, 2014. The workshop brought together stakeholders to discuss both the potential of big data to create opportunities for consumers and to exclude them from such opportunities. The Commission has synthesized the information from the workshop, a prior FTC seminar on alternative scoring products, and recent research to create this report. Though "big data" encompasses a wide range of analytics, this report addresses only the commercial use of big data consisting of consumer information and focuses on the impact of big data on low-income and underserved populations. Of course, big data also raises a host of other important policy issues, such as notice, choice, and security, among others. Those, however, are not the primary focus of this report. As "little" data becomes "big" data, it goes through several phases. The life cycle of big data can be divided into four phases: (1) collection; (2) compilation and consolidation; (3) analysis; and (4) use. This report focuses on the fourth phase and discusses the benefits and risks created by the use of big data analytics; the consumer protection and equal opportunity laws that currently apply to big data; research in the field of big data; and lessons that companies should take from the research. Ultimately, this report is intended to educate businesses on important laws and research that are relevant to big data analytics and provide suggestions aimed at maximizing the benefits and minimizing its risks.
Download or read book Digital and Social Media Marketing written by Nripendra P. Rana and published by Springer Nature. This book was released on 2019-11-11 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines issues and implications of digital and social media marketing for emerging markets. These markets necessitate substantial adaptations of developed theories and approaches employed in the Western world. The book investigates problems specific to emerging markets, while identifying new theoretical constructs and practical applications of digital marketing. It addresses topics such as electronic word of mouth (eWOM), demographic differences in digital marketing, mobile marketing, search engine advertising, among others. A radical increase in both temporal and geographical reach is empowering consumers to exert influence on brands, products, and services. Information and Communication Technologies (ICTs) and digital media are having a significant impact on the way people communicate and fulfil their socio-economic, emotional and material needs. These technologies are also being harnessed by businesses for various purposes including distribution and selling of goods, retailing of consumer services, customer relationship management, and influencing consumer behaviour by employing digital marketing practices. This book considers this, as it examines the practice and research related to digital and social media marketing.
