Children's perceptions of fairness in a data disclosure context: The effect of a reward on the relationship between privacy literacy and disclosure behavior

Abstract Children have increasingly become the target of commercial entities that seek their customer data. This study examines how young children deal with these requests and explores how enhancing their privacy literacy is related to real disclosure behavior. Additionally, the paper explores how this relationship is affected when companies provide a reward in exchange for the data and how it is mediated by how fair children think data practices are. An experiment with 496 children (9−13 years old) shows that privacy literacy negatively influences disclosure behavior. However, there is an interaction effect between privacy literacy and reward on perceived fairness, eventually affecting disclosure behavior. More specifically, children who are more literate find data practices to be fairer when a reward is provided, which in turn leads to greater data disclosure. Implications of the findings and directions for future research are discussed.

[1]  Rathindra Sarathy,et al.  Understanding Situational Online Information Disclosure as a Privacy Calculus , 2010, J. Comput. Inf. Syst..

[2]  Dieneke Van de Sompel,et al.  Children’s and Parents’ Perceptions of Online Commercial Data Practices: A Qualitative Study , 2020 .

[3]  Leah Zhang-Kennedy,et al.  From Nosy Little Brothers to Stranger-Danger: Children and Parents' Perception of Mobile Threats , 2016, IDC.

[4]  P. Valkenburg,et al.  Comparing Children's and Adults' Cognitive Advertising Competences in the Netherlands , 2010 .

[5]  Arieh Waldman Cognitive Biases, Dark Patterns, and the 'Privacy Paradox' , 2019, Current opinion in psychology.

[6]  Miriam J. Metzger Making sense of credibility on the Web: Models for evaluating online information and recommendations for future research , 2007, J. Assoc. Inf. Sci. Technol..

[7]  K. Montgomery,et al.  Children’s Privacy in the Big Data Era: Research Opportunities , 2017, Pediatrics.

[8]  Ronald J. Faber,et al.  Tweens' Online Privacy Risks and the Role of Parental Mediation , 2012 .

[9]  M. Angela Sasse,et al.  "Fairly Truthful": The Impact of Perceived Effort, Fairness, Relevance, and Sensitivity on Personal Data Disclosure , 2013, TRUST.

[10]  Leah Zhang-Kennedy,et al.  Engaging Children About Online Privacy Through Storytelling in an Interactive Comic , 2017, BCS HCI.

[11]  S. Whiteside,et al.  Utility of a Single-Item Child Anxiety Rating for Use in Community Practice , 2017 .

[12]  Menno D. T. de Jong,et al.  The privacy paradox - Investigating discrepancies between expressed privacy concerns and actual online behavior - A systematic literature review , 2017, Telematics Informatics.

[13]  Yuan Li,et al.  Theories in online information privacy research: A critical review and an integrated framework , 2012, Decis. Support Syst..

[14]  C. Ham Exploring how consumers cope with online behavioral advertising , 2017 .

[15]  BartschMiriam,et al.  Control your Facebook , 2016 .

[16]  Piet de Pauw,et al.  From persuasive messages to tactics: Exploring children’s knowledge and judgement of new advertising formats , 2018, New Media & Society.

[17]  M. Culnan,et al.  Information Privacy Concerns, Procedural Fairness, and Impersonal Trust: An Empirical Investigation , 1999 .

[18]  Zeynep Cemalcilar,et al.  Age differences in privacy attitudes, literacy and privacy management on Facebook , 2016 .

[19]  Andrew J. Rohm,et al.  Consumers' Protection of Online Privacy and Identity , 2004 .

[20]  Jenny S. Radesky,et al.  Data Collection Practices of Mobile Applications Played by Preschool-Aged Children. , 2020, JAMA pediatrics.

[21]  Elgar Fleisch,et al.  Blissfully ignorant: the effects of general privacy concerns, general institutional trust, and affect in the privacy calculus , 2015, Inf. Syst. J..

[22]  S. C. Boerman,et al.  Breaching the contract? Using social contract theory to explain individuals’ online behavior to safeguard privacy , 2019, Media Psychology.

[23]  Anthony D. Miyazaki,et al.  Online usage motive and information disclosure for preteen children , 2012 .

[24]  M. V. van Aken,et al.  A meta-analysis on age differences in risky decision making: adolescents versus children and adults. , 2015, Psychological bulletin.

[25]  Charles F. Hofacker,et al.  Customer Information Sharing with E-Vendors: The Roles of Incentives and Trust , 2010, Int. J. Electron. Commer..

[26]  Patrali Chatterjee,et al.  Customized Online Promotions: Moderating Effect Of Promotion Type On Deal Value, Perceived Fairness, And Purchase Intent , 2010 .

[27]  Deborah Roedder John Consumer Socialization of Children: A Retrospective Look at Twenty-Five Years of Research , 1999 .

[28]  Tamara Dinev,et al.  An Extended Privacy Calculus Model for E-Commerce Transactions , 2006, Inf. Syst. Res..

[29]  Seounmi Youn Teenagers' Perceptions of Online Privacy and Coping Behaviors: A Risk–Benefit Appraisal Approach , 2005 .

[30]  K. Poels,et al.  Considering Children’s Advertising Literacy From a Methodological Point of View: Past Practices and Future Recommendations , 2018, Journal of Current Issues & Research in Advertising.

[31]  Maayan Zhitomirsky-Geffet,et al.  Factors affecting users' online privacy literacy among students in Israel , 2017, Online Inf. Rev..

[32]  David M. Boush,et al.  The Development of Marketplace Persuasion Knowledge in Children, Adolescents, and Young Adults , 2005 .

[33]  W. Heirman,et al.  Adolescents, Online Marketing and Privacy: Predicting Adolescents’ Willingness to Disclose Personal Information for Marketing Purposes , 2013 .

[34]  Seounmi Youn,et al.  Adolescents’ responses to social media newsfeed advertising: the interplay of persuasion knowledge, benefit-risk assessment, and ad scepticism in explaining information disclosure , 2020, International Journal of Advertising.

[35]  Steffi De Jans,et al.  Adolescents’ self-reported level of dispositional advertising literacy: how do adolescents resist advertising in the current commercial media environment? , 2018, Young Consumers.

[36]  Jun Zhao,et al.  `I make up a silly name': Understanding Children's Perception of Privacy Risks Online , 2019, CHI.

[37]  A. Hayes Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach , 2013 .

[38]  Spyros Kokolakis,et al.  Privacy attitudes and privacy behaviour: A review of current research on the privacy paradox phenomenon , 2017, Comput. Secur..

[39]  Philipp K. Masur,et al.  Do People Know About Privacy and Data Protection Strategies? Towards the “Online Privacy Literacy Scale” (OPLIS) , 2015 .

[40]  Xiangbin Yan,et al.  Investigating Effects of Monetary Reward on Information Disclosure by Online Social Networks Users , 2014, 2014 47th Hawaii International Conference on System Sciences.

[41]  M. Chandler,et al.  On the Distinction between False Belief Understanding and Subscribing to an Interpretive Theory of Mind , 1996 .

[42]  M. Mpinganjira,et al.  Ethics of mobile behavioral advertising: Antecedents and outcomes of perceived ethical value of advertised brands , 2019, Journal of Business Research.

[43]  John Snarey,et al.  Childhood development as a predictor of adaptation in adulthood. , 1984 .

[44]  David L. Mothersbaugh,et al.  Disclosure Antecedents in an Online Service Context , 2012 .

[45]  R. Laufer,et al.  Privacy as a Concept and a Social Issue: A Multidimensional Developmental Theory , 1977 .

[46]  Seounmi Youn Determinants of Online Privacy Concern and Its Influence on Privacy Protection Behaviors Among Young Adolescents , 2009 .

[47]  Michael Scharkow,et al.  The privacy calculus contextualized: The influence of affordances , 2020, Comput. Hum. Behav..

[48]  Peter Wright,et al.  Persuasion Knowledge , 2022 .

[49]  Steffi De Jans,et al.  Serious games going beyond the Call of Duty: Impact of an advertising literacy mini-game platform on adolescents’ motivational outcomes through user experiences and learning outcomes , 2019, Cyberpsychology: Journal of Psychosocial Research on Cyberspace.

[50]  J. Rossiter,et al.  The Predictive Validity of Multiple-Item versus Single-Item Measures of the Same Constructs , 2007 .

[51]  Margaret C. Campbell Perceptions of Price Unfairness: Antecedents and Consequences , 1999 .

[52]  Ofcom,et al.  Children and parents: media use and attitudes report , 2015 .

[53]  Pamela E. Grimm,et al.  The Challenges Native Advertising Poses: Exploring Potential Federal Trade Commission Responses and Identifying Research Needs , 2018, Journal of Public Policy & Marketing.

[54]  Tamara L. Clegg,et al.  'No Telling Passcodes Out Because They're Private' , 2017, Proc. ACM Hum. Comput. Interact..

[55]  Robert E. Crossler,et al.  Disclosing too much? Situational factors affecting information disclosure in social commerce environment , 2014, Electron. Commer. Res. Appl..

[56]  Michel Walrave,et al.  Predicting Adolescents' Disclosure of Personal Information in Exchange for Commercial Incentives: An Application of an Extended Theory of Planned Behavior , 2013, Cyberpsychology Behav. Soc. Netw..

[57]  Eva Lievens,et al.  Looking for needles in a haystack: Key issues affecting children's rights in the General Data Protection Regulation , 2017, Comput. Law Secur. Rev..

[58]  Mary Beth Rosson,et al.  The personalization privacy paradox: An exploratory study of decision making process for location-aware marketing , 2011, Decis. Support Syst..

[59]  S. Livingstone,et al.  Children ' s data and privacy online : growing up in a digital age : an evidence , 2019 .

[60]  Tobias Dienlin,et al.  Control your Facebook: An analysis of online privacy literacy , 2016, Comput. Hum. Behav..

[61]  Liselot Hudders,et al.  Knowledge as a strategy for privacy protection: How a privacy literacy training affects children's online disclosure behavior , 2020, Comput. Hum. Behav..

[62]  R. D. Wolf,et al.  Editorial: Children’s Voices on Privacy Management and Data Responsibilization , 2020 .

[63]  Jae-Hyeon Ahn,et al.  Willingness to provide personal information: Perspective of privacy calculus in IoT services , 2019, Comput. Hum. Behav..

[64]  Romain Martin,et al.  “My Questionnaire is Too Long!” The assessments of motivational-affective constructs with three-item and single-item measures , 2014 .

[65]  Urszula Mrzygłód,et al.  Consumers' Need of Privacy Protection - Experimental Results , 2017 .

[66]  Yong Jin Park,et al.  Digital Literacy and Privacy Behavior Online , 2013, Commun. Res..

[67]  Thomas W. Dunfee,et al.  Toward A Unified Conception Of Business Ethics: Integrative Social Contracts Theory , 1994 .

[68]  K. Vohs,et al.  Psychology as the Science of Self-reports and Finger Movements Whatever Happened to Actual Behavior? , 2022 .

[69]  S. Livingstone,et al.  Children’s understanding of personal data and privacy online – a systematic evidence mapping , 2019, Information, Communication & Society.

[70]  Leigh Thompson,et al.  Primacy Effects in Justice Judgments: Testing Predictions from Fairness Heuristic Theory. , 2001, Organizational behavior and human decision processes.