Nature or Nurture? A Meta-Analysis of the Factors That Maximize the Prediction of Digital Piracy by Using Social Cognitive Theory as a Framework

Abstract Digital piracy has permeated virtually every country and costs the global economy many billions of dollars annually. Digital piracy is the unauthorized and illegal digital copying or distribution of digital goods, such as music, movies, and software. To date, researchers have used disparate theories and models to understand individuals' motivations for stealing and sharing digital content. To establish a unified understanding of digital piracy research in order to set an agenda for future studies, we conducted a meta-analysis of the literature. We analyzed 257 unique studies with a total of 126,622 participants to examine all the major constructs and covariates used in the literature. Using social cognitive theory, we were able to resolve several contradictions and trade-offs found in the digital piracy literature. Further, our meta-analytic results suggest that four key sets of factors maximize prediction: (1) outcome expectancies (considerations of rewards, perceived risks, and perceived sanctions), (2) social learning (positive and negative social influence and piracy habit), (3) self-efficacy and self-regulation (perceived behavioral control and low self-control), and (4) moral disengagement (morality, immorality, and neutralization). Based on our results, we describe several patterns in the literature that suggest opportunities to further synthesize the literature and expand the boundaries of digital piracy research.

[1]  David M. Hardesty,et al.  The effects of consumers’ ethical beliefs on copying behaviour , 2006 .

[2]  Robert LaRose,et al.  Share, Steal, or Buy? A Social Cognitive Perspective of Music Downloading , 2007, Cyberpsychology Behav. Soc. Netw..

[3]  Andrew Thatcher,et al.  Comparing software piracy in South Africa and Zambia using social cognitive theory , 2012 .

[4]  I. Ajzen The theory of planned behavior , 1991 .

[5]  Cheolho Yoon,et al.  Digital piracy intention: a comparison of theoretical models , 2012, Behav. Inf. Technol..

[6]  Kitae Kim,et al.  A normative approach to reducing illegal music downloading: The persuasive effects of normative message framing , 2015, Telematics Informatics.

[7]  Cheolho Yoon Theory of Planned Behavior and Ethics Theory in Digital Piracy: An Integrated Model , 2011 .

[8]  A. d’Astous,et al.  Music Piracy on the Web – How Effective are Anti-Piracy Arguments? Evidence from the Theory of Planned Behaviour , 2005 .

[9]  William R. King,et al.  The Role of User Participation in Information Systems Development: Implications from a Meta-Analysis , 2008, J. Manag. Inf. Syst..

[10]  William R. King,et al.  Understanding the Role and Methods of Meta-Analysis in IS Research , 2005, Commun. Assoc. Inf. Syst..

[11]  George E. Higgins,et al.  Criminological theory in the digital age: The case of social learning theory and digital piracy☆ , 2010 .

[12]  Rajeev Sharma,et al.  Top management support and IS implementation: further support for the moderating role of task interdependence , 2011, Eur. J. Inf. Syst..

[13]  Ali Dashti,et al.  A Cross Cultural Comparison of the Extended TPB: The Case of Digital Piracy , 2012 .

[14]  Aviv Shoham,et al.  (Un)ethical consumer behavior: Robin Hoods or plain hoods? , 2008 .

[15]  David A. Makin,et al.  Does Social Learning Theory Condition the Effects of Low Self-Control on College Students' Software Piracy? , 2004 .

[16]  Fandy Tjiptono,et al.  Determinants of Consumer Intention to Pirate Digital Products , 2013 .

[17]  John E. Hunter,et al.  Methods of Meta-Analysis: Correcting Error and Bias in Research Findings , 1991 .

[18]  T. Hennig-Thurau,et al.  Consumer File Sharing of Motion Pictures , 2007 .

[19]  B. Verplanken Beyond frequency: habit as mental construct. , 2006, The British journal of social psychology.

[20]  Bandula Jayatilaka,et al.  Softlifting: Exploring Determinants of Attitude , 2008 .

[21]  Y. H. Wong,et al.  The Software Piracy Decision-Making Process of Chinese Computer Users , 2013, Inf. Soc..

[22]  Ranjan B. Kini,et al.  Shaping of Moral Intensity Regarding Software Piracy: A Comparison Between Thailand and U.S. Students , 2004 .

[23]  Michael R. Gottfredson,et al.  A general theory of crime. , 1992 .

[24]  G. Lawrence Sanders,et al.  Considerations in Ethical Decision-Making and Software Piracy , 2001 .

[25]  Ranjan B. Kini,et al.  Shaping of Moral Intensity regarding Software Piracy in University Students: Immediate Community Effects , 2001, J. Comput. Inf. Syst..

[26]  Yu-Ping Liu,et al.  Predicting the Use of Pirated Software: A Contingency Model Integrating Perceived Risk with the Theory of Planned Behavior , 2010 .

[27]  GEORGE E. HIGGINS Digital Piracy: An Examination of Low Self-Control and Motivation Using Short-Term Longitudinal Data , 2007, Cyberpsychology Behav. Soc. Netw..

[28]  Sacha Plowman,et al.  Factors Affecting the Intention to Download Music: Quality Perceptions and Downloading Intensity , 2009, J. Comput. Inf. Syst..

[29]  Brian Sheehan,et al.  Motivations for Gratifications of Digital Music Piracy Among College Students , 2010 .

[30]  Dennis F. Galletta,et al.  Software Piracy in the Workplace: A Model and Empirical Test , 2003, J. Manag. Inf. Syst..

[31]  Catherine D. Marcum,et al.  Examining the Intersection of Self-Control, Peer Association and Neutralization in Explaining Digital Piracy , 2011 .

[32]  Michael E. Brown,et al.  Ethical leadership: A social learning perspective for construct development and testing , 2005 .

[33]  Jon Heales,et al.  Is Music Piracy Normal? Behavioral Effects of Social and Technological Barriers , 2006, ICIS.

[34]  Lisa R. Muftić,et al.  Swashbuckling Students: An Exploratory Study of Internet Piracy , 2006 .

[35]  S. Sutton Predicting and Explaining Intentions and Behavior: How Well Are We Doing? , 1998 .

[36]  Steven P. Brown,et al.  On the use of beta coefficients in meta-analysis. , 2005, The Journal of applied psychology.

[37]  Xiao Wang,et al.  The immorality of illegal downloading: The role of anticipated guilt and general emotions , 2012, Comput. Hum. Behav..

[38]  Monika Kukar-Kinney,et al.  Three-Level Mechanism of Consumer Digital Piracy: Development and Cross-Cultural Validation , 2014, Journal of Business Ethics.

[39]  Joshua J. Lewer,et al.  Illegal Media File Sharing: The Impact of Cultural and Demographic Factors , 2010 .

[40]  A. Bandura Social Foundations of Thought and Action , 1986 .

[41]  Mikko T. Siponen,et al.  Neutralization: New Insights into the Problem of Employee Systems Security Policy Violations , 2010, MIS Q..

[42]  Noel A. Card Applied Meta-Analysis for Social Science Research , 2011 .

[43]  Jiming Wu,et al.  Effects of Extrinsic and Intrinsic Motivators on Using Utilitarian, Hedonic, and Dual-Purposed Information Systems: A Meta-Analysis , 2013, J. Assoc. Inf. Syst..

[44]  Herman Aguinis,et al.  Meta-Analytic Choices and Judgment Calls: Implications for Theory Building and Testing, Obtained Effect Sizes, and Scholarly Impact , 2011 .

[45]  David A. Makin,et al.  Self-Control, Deviant Peers, and Software Piracy , 2004, Psychological reports.

[46]  Ranjan B. Kini,et al.  An exploratory study of moral intensity regarding software piracy of students in Thailand , 2003, Behav. Inf. Technol..

[47]  George W. Burruss,et al.  Assessing the Mediation of a Fuller Social Learning Model on Low Self-Control’s Influence on Software Piracy , 2013 .

[48]  Claudia Löbbecke,et al.  Preventing application software piracy: An empirical investigation of technical copy protections , 2007, J. Strateg. Inf. Syst..

[49]  Sohail S. Chaudhry,et al.  Piracy in cyber space: consumer complicity, pirates and enterprise enforcement , 2011, Enterp. Inf. Syst..

[50]  Yavuz Akbulut,et al.  Exploration of the antecedents of digital piracy through a structural equation model , 2014, Comput. Educ..

[51]  Jacques Nel,et al.  Towards Understanding Intention to Purchase Online Music Downloads: A South African Survey , 2009 .

[52]  Whitney D. Gunter,et al.  Pirating Youth: Examining the Correlates of Digital Music Piracy among Adolescents , 2010 .

[53]  David M. Hardesty,et al.  The Relationship Between General Ethical Judgments and Copying Behavior at Work , 2004 .

[54]  Gurpreet Dhillon,et al.  Software piracy: a view from Hong Kong , 2000, CACM.

[55]  L. Lanza-Kaduce,et al.  Social learning and deviant behavior: a specific test of a general theory. , 1979, American sociological review.

[56]  Whitney D. Gunter,et al.  Piracy on the High Speeds: A Test of Social Learning Theory on Digital Piracy among College Students , 2008 .

[57]  Xiao Wang,et al.  Toward a detailed understanding of illegal digital downloading intentions: An extended theory of planned behavior approach , 2011, New Media Soc..

[58]  Deborah Compeau,et al.  Social Cognitive Theory and Individual Reactions to Computing Technology: A Longitudinal Study , 1999, MIS Q..

[59]  Catherine D. Marcum,et al.  Music Piracy and Neutralization: A Preliminary Trajectory Analysis from Short-Term Longitudinal Data , 2008 .

[60]  S. Durvasula,et al.  Digital piracy of MP3s: consumer and ethical predispositions , 2008 .

[61]  Kenneth Shemroske THE ETHICAL USE OF IT: A STUDY OF TWO MODELS FOR EXPLAINING ONLINE FILE SHARING BEHAVIOR , 2011 .

[62]  Matthew K. O. Lee,et al.  Behavioral intention model for the exchange mode Internet music piracy , 2002, Proceedings of the 35th Annual Hawaii International Conference on System Sciences.

[63]  Xiaorui Hu,et al.  A COMPARATIVE STUDY ON SOFTWARE PIRACY BETWEEN CHINA AND AMERICA , 2010 .

[64]  Hui Liao,et al.  Interpersonal aggression in work groups: Social influence, reciprocal, and individual effects , 2003 .

[65]  M. Chang Predicting Unethical Behavior: A Comparison of the Theory of Reasoned Action and the Theory of Planned Behavior , 1998 .

[66]  Vishal Midha,et al.  It won't happen to me: An assessment of optimism bias in music piracy , 2012, Comput. Hum. Behav..

[67]  Hélia Gonçalves Pereira,et al.  Piracy Among Undergraduate and Graduate Students , 2013 .

[68]  Steven McClung,et al.  Getting up on the download: college students' motivations for acquiring music via the web , 2008, New Media Soc..

[69]  Jean-Paul Van Belle,et al.  Determinants of Digital Piracy among Youth in South Africa , 2007, Communications of the IIMA.

[70]  A. Bandura Perceived self-efficacy in the exercise of control over AIDS infection , 1990 .

[71]  Eric K W Lau,et al.  Interaction effects in software piracy. , 2007 .

[72]  Christopher R. Plouffe Examining “peer‐to‐peer” (P2P) systems as consumer‐to‐consumer (C2C) exchange , 2008 .

[73]  Rajeev Sharma,et al.  The Contingent Effects of Training, Technical Complexity, and Task Interdependence on Successful Information Systems Implementation , 2007, MIS Q..

[74]  Feng-Yang Kuo,et al.  Development and Validation of Ethical Computer Self-Efficacy Measure: The Case of Softlifting , 2001 .

[75]  George E. Higgins,et al.  Low Self-Control and Social Learning in Understanding Students' Intentions to Pirate Movies in the United States , 2007 .

[76]  Dennis F. Galletta,et al.  Developing a Predictive Model of Software Piracy Behavior: An Empirical Study , 1996, ICIS.

[77]  Marc Fetscherin,et al.  Importance of Cultural and Risk Aspects in Music Piacy: A Cross-National Comparison among University Students , 2009 .

[78]  George E. Higgins can low self-control help with the understanding of the software piracy problem? , 2004 .

[79]  Joshua L. Smallridge,et al.  Social Learning and Digital Piracy: Do Online Peers Matter? , 2012 .

[80]  Catherine D. Marcum,et al.  Deterrence and Digital Piracy , 2008 .

[81]  Trevor T. Moores,et al.  Knowledge of Software Piracy as an Antecedent to Reducing Pirating Behavior , 2009, J. Comput. Inf. Syst..

[82]  George E. Higgins Gender Differences in Software Piracy: The Mediating Roles of Self-Control Theory and Social Learning Theory , 2006 .

[83]  Cheolho Yoon,et al.  Ethical decision-making in the Internet context: Development and test of an initial model based on moral philosophy , 2011, Comput. Hum. Behav..

[84]  T. P. Cronan,et al.  Factors that Influence the Intention to Pirate Software and Media , 2008 .

[85]  S. Hinduja,et al.  Social learning theory and music piracy: the differential role of online and offline peer influences , 2009 .

[86]  Ming-Chuan Pan,et al.  The Joint Moderating Impact of Moral Intensity and Moral Judgment on Consumer’s Use Intention of Pirated Software , 2009 .

[87]  Richard G. Taylor Getting Employees Involved in Information Security: The Case of Strong Passwords. , 2009 .

[88]  Shu-Chen Yang,et al.  Pirate or Buy? The Moderating Effect of Idolatry , 2009 .

[89]  Thomas Case,et al.  Music Sharing in Russia: Understanding Behavioral Intention and Use of Music Downloading , 2007, AMCIS.

[90]  Johan Liang,et al.  Engaging in digital piracy of movies: a theory of planned behaviour approach , 2014, Internet Res..

[91]  Paul Benjamin Lowry,et al.  Proposing the Multimotive Information Systems Continuance Model (MISC) to Better Explain End-User System Evaluations and Continuance Intentions , 2015, J. Assoc. Inf. Syst..

[92]  Johan Liang,et al.  Downloading digital video games: predictors, moderators and consequences , 2012 .

[93]  Yoonmo Sang,et al.  Understanding the intentions behind illegal downloading: A comparative study of American and Korean college students , 2015, Telematics Informatics.

[94]  Mikko T. Siponen,et al.  New insights into the problem of software piracy: The effects of neutralization, shame, and moral beliefs , 2012, Inf. Manag..

[95]  Lori N. K. Leonard,et al.  Illegal, Inappropriate, And Unethical Behavior In An Information Technology Context: A Study To Explain Influences , 2001, J. Assoc. Inf. Syst..

[96]  Alan Graham Peace A predictive model of software piracy: an empirical validation , 1995 .

[97]  Eric S. Kyper,et al.  An investigation of the intention to share media files over peer-to-peer networks , 2013, Behav. Inf. Technol..

[98]  Steven A. Taylor,et al.  A meta-analytic investigation of the antecedents of digital piracy , 2014 .

[99]  Rong-An Shang,et al.  Ethical Decisions About Sharing Music Files in the P2P Environment , 2008 .

[100]  Lichun Chiang,et al.  Use of Pirated Compact Discs on Four College Campuses: A Perspective from Theory of Planned Behavior , 2007, Psychological reports.

[101]  David R. Rawlinson,et al.  Cross-National Attitudes and Perceptions Concerning Software Piracy: A Comparative Study of Students From the United States and China , 2007 .

[102]  Catherine D. Marcum,et al.  Examining the Role of Peer Influence and Self-Control on Downloading Behavior , 2012 .

[103]  Jan U. Becker,et al.  Dynamics of Illegal Participation in Peer-to-Peer Networks—Why Do People Illegally Share Media Files? , 2006 .

[104]  Kevin J. Shanahan,et al.  Motivators and enablers of SCOURing: A study of online piracy in the US and UK , 2010 .

[105]  D. Rubin,et al.  Comparing Effect Sizes of Independent Studies , 1982 .

[106]  L. Hedges,et al.  Introduction to Meta‐Analysis , 2009, International Coaching Psychology Review.

[107]  Abbe E. Forman,et al.  An Exploratory Study on the Factors Associated with Ethical Intention of Digital Piracy , 2009 .

[108]  Jenessa Malin,et al.  Adolescent self-control and music and movie piracy , 2009, Comput. Hum. Behav..

[109]  Chih-Chung Chen,et al.  Music piracy behaviors of university students in view of consumption value , 2013 .

[110]  Robert LaRose,et al.  Sharing or Piracy? An Exploration of Downloading Behavior , 2005, J. Comput. Mediat. Commun..

[111]  Insung Jung,et al.  Ethical judgments and behaviors: Applying a multidimensional ethics scale to measuring ICT ethics of college students , 2009, Comput. Educ..

[112]  Ronald T. Cenfetelli,et al.  Interpretation of Formative Measurement in Information Systems Research , 2009, MIS Q..

[113]  George E. Higgins,et al.  Neutralizing Potential and Self-Reported Digital Piracy , 2009 .

[114]  Andrew Thatcher,et al.  Modelling Social Cognitive Theory to Explain Software Piracy Intention , 2011, HCI.

[115]  A. Collins,et al.  Sailing in the same ship? differences in factors motivating piracy of music and movie content. , 2014 .

[116]  Zhiyong Yang,et al.  Effect of Peer Influence on Unauthorized Music Downloading and Sharing: The Moderating Role of Self-Construal , 2015 .

[117]  Houston H. Carr,et al.  Threats to Information Systems: Today's Reality, Yesterday's Understanding , 1992, MIS Q..

[118]  James H. Gerlach,et al.  Self sanction and regulative sanction against copyright infringement: A comparison between U.S. and China college students , 2009 .

[119]  Albert L. Lederer,et al.  A Meta-Analysis of the Role of Environment-Based Voluntariness in Information Technology Acceptance , 2009, MIS Q..

[120]  K. Glanz,et al.  Health behavior and health education : theory, research, and practice , 1991 .

[121]  A. Bandura Social Cognitive Theory of Mass Communication , 2001 .

[122]  Darryl A. Seale Why Do We Do It If We Know It's Wrong? A Structural Model of Software Piracy , 2002 .

[123]  Oscar Peters,et al.  Digital movie piracy: A perspective on downloading behavior through social cognitive theory , 2012, Comput. Hum. Behav..

[124]  B. Verplanken,et al.  Habit, attitude, and planned behaviour : is habit an empty construct or an interesting case of goal-directed automaticity? , 1999 .

[125]  Mark M.H. Goode,et al.  DVD Pirating Intentions: Angels, Devils, Chancers and Receivers , 2012 .

[126]  Thomas J. Holt,et al.  Examining Willingness to Attack Critical Infrastructure Online and Offline , 2012 .

[127]  Robert G. Morris,et al.  An exploration of the relationship between MP3 player ownership and digital piracy , 2009 .

[128]  Robert L. Akers,et al.  A Differential Association-Reinforcement Theory of Criminal Behavior , 1966 .

[129]  George E. Higgins,et al.  Digital Piracy: Assessing the Contributions of an Integrated Self‐Control Theory and Social Learning Theory Using Structural Equation Modeling , 2006 .

[130]  S. Hinduja,et al.  Neutralizing Music Piracy: An Empirical Examination , 2008 .

[131]  Musa Karakaya Analysis of the key reasons behind the pirated software usage of Turkish Internet users: Application of Routine Activities Theory , 2010 .

[132]  Kexin Zhao,et al.  Consumer Piracy Risk: Conceptualization and Measurement in Music Sharing , 2012, Int. J. Electron. Commer..

[133]  Whitney D. Gunter,et al.  Internet Scallywags: A Comparative Analysis of Multiple Forms and Measurements of Digital Piracy , 2009 .

[134]  Nathan W. Twyman,et al.  Taking "Fun and Games" Seriously: Proposing the Hedonic-Motivation System Adoption Model (HMSAM) , 2012, J. Assoc. Inf. Syst..

[135]  J. Chiou,et al.  The Effects of Artist Adoration and Perceived Risk of Getting Caught on Attitude and Intention to Pirate Music in the United States and Taiwan , 2011 .

[136]  Mateja Kos Koklic,et al.  Predicting consumer digital piracy behavior , 2012 .

[137]  Steven A. Taylor,et al.  Intention to Engage in Digital Piracy , 2009 .

[138]  Eleanor O'Higgins,et al.  Music piracy: ethical perspectives , 2010 .

[139]  Catherine D. Marcum,et al.  Digital Piracy: An Examination of Three Measurements of Self-Control , 2008 .

[140]  Hassan Aleassa,et al.  Investigating Software Piracy in Jordan: An Extension of the Theory of Reasoned Action , 2011 .

[141]  L. Hedges,et al.  Statistical Methods for Meta-Analysis , 1987 .

[142]  R. Rosenthal The file drawer problem and tolerance for null results , 1979 .

[143]  Yi-Shun Wang,et al.  What drives purchase intention in the context of online content services? The moderating role of ethical self-efficacy for online piracy , 2013, Int. J. Inf. Manag..

[144]  Chee-Sing Yap,et al.  Testing an Ethical Decision-Making Theory: The Case of Softlifting , 1998, J. Manag. Inf. Syst..

[145]  Szde Yu,et al.  College Students’ Justification for Digital Piracy , 2012 .