Acknowledgements |
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v | |
Abbreviations |
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vii | |
Foreword |
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ix | |
General Introduction |
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1 | (1) |
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1 | (4) |
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2 Challenges to the Principle of Equality |
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5 | (2) |
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7 | (17) |
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3.1 Selected Litigation on Housing and Accommodation |
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12 | (4) |
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3.2 Selected Litigation on Targeted Advertising |
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16 | (1) |
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3.3 Selected Litigation on Labor Matters |
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17 | (3) |
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3.4 Representativeness of the Housing, Accommodation, Targeted Advertising, and Labor Markets in Online Platforms |
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20 | (4) |
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3.4.1 Accommodation and Housing Markets |
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20 | (1) |
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3.4.2 Targeted Advertising Market |
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21 | (1) |
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22 | (2) |
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4 Defining Online Platforms |
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24 | (4) |
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4.1 The Rise of the Digital Information Society: From "Read Only" to "Read-Write-Execute" |
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24 | (2) |
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4.2 A Broad Approach of Online Platforms |
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26 | (2) |
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28 | (3) |
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TITLE I ONLINE HOUSING AND ACCOMMODATION MARKETS: THE CROSSROADS OF INTERMEDIARY LIABILITY AND ANTIDISCRIMINATION LAW |
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31 | (10) |
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33 | (8) |
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Chapter 1 Fighting Against Discrimination in the Housing and Accommodation Markets |
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41 | (1) |
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Section I Equal Access to Housing and Accommodation: Transition to a Digital World |
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41 | (4) |
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1 Types of Online Housing and Accommodation Marketplaces |
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41 | (2) |
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2 Discrimination in the Housing and Accommodation Sectors: New Spaces But Same Biases |
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43 | (2) |
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Section II Legal Framework Against Discrimination in Housing and Public Accommodation Transactions |
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45 | (70) |
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45 | (13) |
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1.1 Equal Access to Places of Public Accommodation: Framework Against Discrimination |
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45 | (2) |
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1.2 Antidiscrimination Versus Freedom of Association |
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47 | (1) |
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1.3 Equal Access to Housing Opportunities: Framework Against Discrimination |
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48 | (1) |
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1.4 Antidiscrimination Versus Freedom of Association |
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49 | (1) |
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1.5 The Fight Against Housing Discriminatory Advertisements: Liability of Publishers |
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50 | (2) |
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1.6 Immunity for Online Platforms for Discriminatory Advertisements with Housing Offers |
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52 | (1) |
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1.6.1 Back to the Past: Early Cases |
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52 | (2) |
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1.6.2 Communications Decency Act, 1996 |
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54 | (2) |
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1.7 Theory of Vicarious Liability Applied to Companies: Liability for Third-Party Discrimination |
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56 | (2) |
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58 | (25) |
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2.1 Equal Access to Housing Opportunities and Accommodation Services |
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59 | (5) |
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2.2 Antidiscrimination Versus the Right to Private and Family Life |
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64 | (2) |
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2.3 The Fight Against Discriminatory Advertisements: Liability of Publishers |
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66 | (3) |
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2.4 Online Platforms' Immunity for Discriminatory Advertisements |
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69 | (1) |
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2.4.1 Back to the Past: Early Cases |
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69 | (3) |
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2.4.2 Directive on Electronic Commerce (2000) |
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72 | (4) |
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2.4.3 Digital Services Act: Liability and the Future of Online Platforms' Accountability |
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76 | (3) |
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2.5 Theories of Vicarious Liability Applied to Companies: Liability for Third-Party Discrimination |
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79 | (4) |
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Chapter 2 Housing and Public Accommodation Online Platforms |
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83 | (32) |
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83 | (4) |
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83 | (1) |
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1.2 Litigation: Liability Immunity for Internet Service Providers |
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84 | (2) |
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1.3 Self-Regulatory Measures: A New Fair Housing Forum |
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86 | (1) |
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87 | (4) |
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87 | (1) |
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2.2 Litigation: Design at Stake in Cases of Immunity for ISPs |
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88 | (3) |
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91 | (2) |
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91 | (1) |
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3.2 Litigation: Online Platforms as Real Estate Companies |
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91 | (2) |
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93 | (22) |
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93 | (2) |
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95 | (1) |
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4.3 Litigation: Online Platforms as Places of Public Accommodations? |
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96 | (4) |
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4.4 Airbnb Global Antidiscrimination Policy: An Outcome of Litigation and Research |
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100 | (4) |
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4.5 Considering Further Solutions: Situation Tests? |
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104 | (2) |
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4.6 Airbnb in the European Union: An Internet Service Provider |
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106 | (7) |
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113 | (2) |
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TITLE II ONLINE ADVERTISING MARKETS: WIDESPREAD DATA COLLECTION AND UNEQUAL ACCESS TO EMPLOYMENT, GOODS, AND SERVICES |
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115 | (12) |
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117 | (10) |
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Chapter 3 Discrimination in Targeted Advertising: A Path Through Data Collection and Profiling |
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127 | (1) |
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Section I Definitions and Context |
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127 | (8) |
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1 Monitoring, Profiling, and Delivering |
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128 | (3) |
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1.1 Monitoring and Collection of Data |
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128 | (1) |
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1.2 The Creation of Profiles and Profiling Techniques |
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129 | (1) |
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1.3 Advertisement Delivery |
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130 | (1) |
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2 The Role of Online Platforms in the Advertisement Sector |
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131 | (1) |
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3 Documented Discrimination Against Protected Classes |
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132 | (3) |
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Section II When Targeting Does Not Account for Equality: Legal Boundaries |
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135 | (36) |
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1 Privacy Legal Framework in the United States |
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137 | (8) |
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1.1 Regulating the Use of Personally Identifiable Information: A Fragmented and Self-Regulatory Approach Towards Privacy |
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137 | (1) |
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1.1.1 Fragmented Approach |
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137 | (1) |
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1.1.2 Defining Personally Identifiable Information |
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138 | (1) |
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1.2 Legal Framework for Online Targeted Advertisement: Optional Privacy |
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139 | (1) |
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1.2.1 The Role of the Federal Trade Commission |
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139 | (2) |
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1.2.2 Optional Privacy and Online Targeted Advertising |
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141 | (2) |
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1.3 Regulating Tracking Cookies |
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143 | (1) |
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143 | (1) |
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1.3.2 Self-Regulatory Initiatives |
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144 | (1) |
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2 Data Protection Legal Framework in the European Union |
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145 | (10) |
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2.1 The Use of Personal Data: Overarching and Mandatory Legal Approach to Enforce Data Protection and Prevent Discrimination |
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145 | (1) |
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2.1.1 Personal Data as a Fundamental Right |
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146 | (1) |
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2.1.2 Defining Personal Data |
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147 | (1) |
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147 | (1) |
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2.3 Legal Framework for Online Targeted Advertisement: Privacy and Non-Discrimination |
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148 | (3) |
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2.4 Digital Services Act: Further Requirements for Targeted Advertising |
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151 | (4) |
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3 Antidiscrimination Law Approach to Advertising in the United States |
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155 | (9) |
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3.1 Targeting Employment Advertisements |
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155 | (1) |
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3.1.1 Protection of Prospective Employees in Employment Recruitment |
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156 | (3) |
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3.1.2 Exceptions to Discrimination Liability in Employment Recruitment |
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159 | (2) |
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3.2 Targeting Credit and Housing Advertisements |
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161 | (1) |
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3.3 Protection of Credit Applicants Against Discrimination |
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161 | (3) |
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4 Antidiscrimination Law Approach to Advertising in the European Union |
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164 | (7) |
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4.1 Targeted Employment Advertisements |
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165 | (1) |
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4.1.1 Protection of Prospective Employees in Employment Recruitment |
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165 | (2) |
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4.1.2 Exceptions to Discrimination in Employment Recruitment |
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167 | (1) |
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4.2 Targeting Insurance Offers |
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168 | (3) |
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Chapter 4 Online Platforms: Gatekeepers of Advertisements |
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171 | (1) |
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Section I Social Network and Search Engine Platforms |
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171 | (9) |
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1 From Face Mash to Facebook |
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171 | (5) |
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172 | (2) |
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174 | (2) |
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2 From Google to Alphabet |
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176 | (4) |
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177 | (1) |
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178 | (2) |
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Section II Fighting for Privacy and Equality: Litigation |
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180 | (19) |
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1 Litigation Against Data Misuse and Discrimination in Advertising Practices |
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180 | (5) |
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1.1 United States: Tracking Cookies |
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180 | (1) |
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180 | (1) |
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181 | (2) |
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1.2 Europe: Tracking Cookies Breach Privacy and Foster Discrimination in Europe |
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183 | (1) |
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183 | (1) |
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184 | (1) |
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2 Litigation Against Targeted Advertisements: Employment, Credit, and Housing Offers |
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185 | (14) |
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2.1 Ethnic Affinity and Geographic Location Targets |
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186 | (3) |
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189 | (3) |
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192 | (1) |
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2.4 Defense Strategies: Liabilities |
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192 | (1) |
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2.5 Facebook's Ad Policy Changes: Class Actions Settlement |
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193 | (4) |
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197 | (2) |
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TITLE III ONLINE LABOR MARKETS: PERFORMANCE EVALUATION AND DISCRIMINATORY TERMINATION OF PLATFORM WORKERS |
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199 | (10) |
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201 | (8) |
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Chapter 5 Labor Relations in the Platform Economy |
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209 | (1) |
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Section I Defining Labor Platforms and Worker Evaluation Systems |
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209 | (9) |
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1 Types of Online Labor Platforms |
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209 | (3) |
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2 Evaluation Systems: Ratings, Scores, and Feedback |
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212 | (3) |
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3 Biased Evaluation of Workers' Performance |
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215 | (3) |
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Section II Legal Framework for the Evaluation System of Platform Workers |
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218 | (27) |
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218 | (12) |
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1.1 Employment Classification and Personal Scope of Non-Discrimination Rights |
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218 | (3) |
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1.2 Discriminatory Rating Systems: Laws and Precedents |
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221 | (1) |
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1.2.1 Direct Discrimination Based on Clients' Preferences (Disparate Treatment) |
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222 | (4) |
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1.2.2 Indirect Discrimination Based on Clients' Preferences (Disparate Impact) |
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226 | (1) |
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1.2.3 Rating Systems: Direct and Indirect Discrimination Under Federal Law |
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227 | (1) |
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228 | (2) |
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230 | (13) |
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2.1 Employment Classification and Personal Scope of Antidiscrimination Rights |
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230 | (5) |
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2.2 Discriminatory Rating Systems: Laws and Precedents |
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235 | (1) |
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2.2.1 Client's Preferences as a Basis for Direct Discrimination |
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235 | (3) |
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2.2.2 The Crossroads Between Clients' Preferences and Neutrality Policies: A Real Basis for Indirect Discrimination? |
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238 | (2) |
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2.2.3 Rating Systems: Direct and Indirect Discrimination Under EU Law |
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240 | (1) |
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241 | (2) |
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Chapter 6 Transportation Network Companies: A Case-Based Analysis |
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243 | (2) |
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Section I Uber's Operational Configuration: From Ridesharing to Temporary Work |
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245 | (3) |
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245 | (2) |
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247 | (1) |
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3 Consequences of Ratings for Riders and Drivers |
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247 | (1) |
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Section II Uber Labor Litigation |
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248 | (67) |
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248 | (13) |
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1.1 Misclassification of Employment Status |
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248 | (2) |
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1.2 Driver's Recruitment and Monitoring |
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250 | (3) |
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1.3 Legal Approaches to Tackle Misclassification Challenges |
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253 | (2) |
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1.4 Arbitration Clauses: Undermining Antidiscrimination Law and Judicial Trials |
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255 | (5) |
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1.5 Discrimination by Design: Objection to the Rating System as Grounds for Termination |
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260 | (1) |
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261 | (10) |
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2.1 Misclassification of Employment Status |
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263 | (1) |
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2.2 Employment (Mis)Classification in the UK |
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264 | (3) |
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2.3 Discrimination by Design: Objection to the Rating System as a Ground for Termination |
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267 | (2) |
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269 | (2) |
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271 | (1) |
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271 | (2) |
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2 Structural Challenges: Design, Network Effect, and Discrimination |
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273 | (10) |
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2.1 Aesthetic Design Choices |
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275 | (1) |
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276 | (2) |
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278 | (4) |
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2.4 Scale, Network Effect, and Lack of Business Control |
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282 | (1) |
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3 Legal Challenges: Liability of Online Platform Businesses, Purposes of Antidiscrimination Laws, and Business Necessity |
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283 | (26) |
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3.1 Aesthetic Design Choices: Salience of Protected Markers |
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283 | (8) |
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3.2 Matching Tools: Platforms as Content Providers |
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291 | (12) |
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3.3 Evaluation Tools: Business Necessity |
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303 | (6) |
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4 Transparency, Fairness, and Businesses Cooperation: An Alternative Path |
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309 | (6) |
Bibliography |
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315 | (52) |
Annexes |
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367 | |