Combating Procrastination on Massive Online Open Courses via Optimal Calls to Action

References

• Ahern A (2017) The flip side of abysmal MOOC completion rates? Discovering the most tenacious learners. EdSurge (February 22), https://www.edsurge.com/news/2017-02-22-the-flip-side-of-abysmal-mooc-completion-rates-discovering-the-most-tenacious-learners .Google Scholar
• Akerlof GA (1991) Procrastination and obedience. Amer. Econom. Rev. 81(2):1–19.Google Scholar
• Akinsola MK , Tella A , Tella A (2007) Correlates of academic procrastination and mathematics achievement of university undergraduate students. Eurasia J. Math. Sci. Tech. Ed. 3(4):363–370.Crossref, Google Scholar
• Alavi M , Yoo Y , Vogel DR (1997) Using information technology to add value to management education. Acad. Management J. 40(6):1310–1333.Crossref, Google Scholar
• Allcott H (2011) Social norms and energy conservation. J. Public Econom. 95(9):1082–1095.Crossref, Google Scholar
• Amir O , Ariely D (2008) Resting on laurels: The effects of discrete progress markers as subgoals on task performance and preferences. J. Experiment. Psych. Learn. Memory Cognition 34(5):1158–1171.Crossref, Google Scholar
• Anderson CL , Agarwal R (2010) Practicing safe computing: A multimedia empirical examination of home computer user security behavioral intentions. MIS Quart. 34(3):613–643.Crossref, Google Scholar
• Ariely D , Wertenbroch K (2002) Procrastination, deadlines, and performance: Self-control by precommitment. Psych. Sci. 13(3):219–224.Crossref, Google Scholar
• Ariely D , Bracha A , Meier S (2009) Doing good or doing well? Image motivation and financial incentives in behaving prosocially. Amer. Econom. Rev. 99(1):544–555.Crossref, Google Scholar
• Athey S , Gans JS (2010) The impact of targeting technology on advertising markets and media competition. Amer. Econom. Rev. 100(2):608–613.Crossref, Google Scholar
• Ayabakan S , Bardhan IR , Zheng ZE (2017) A data envelopment analysis approach to estimate IT-enabled production capability. MIS Quart. 41(1):189–205.Crossref, Google Scholar
• Baek J , Shore J (2016) Promoting student engagement in MOOCs. Proc. Third ACM Conf. Learn.@Scale (Association for Computing Machinery, New York), 293–296.Google Scholar
• Bamberg S (2002) Implementation intention vs. monetary incentive comparing the effects of interventions to promote the purchase of organically produced food. J. Econom. Psych. 23(5):573–587.Crossref, Google Scholar
• Bandura A (1997) Self-Efficacy: The Exercise of Control (W.H. Freeman, New York).Google Scholar
• Banerjee AV , Duflo E (2014) (Dis)organization and success in an economics MOOC. Amer. Econom. Rev. 104(5):514–518.Crossref, Google Scholar
• Bateman PJ , Gray PH , Butler BS (2011) Research note: The impact of community commitment on participation in online communities. Inform. Systems Res. 22(4):841–854.Link, Google Scholar
• Belo R , Ferreira P , Telang R (2013) Broadband in school: Impact on student performance. Management Sci. 60(2):265–282.Link, Google Scholar
• Bettinger EP (2012) Paying to learn: The effect of financial incentives on elementary school test scores. Rev. Econom. Statist. 94(3):686–698.Crossref, Google Scholar
• Boice R (1989) Procrastination, busyness and bingeing. Behav. Res. Therapy 27(6):605–611.Crossref, Google Scholar
• Bond MJ , Feather NT (1988) Some correlates of structure and purpose in the use of time. J. Personality Soc. Psych. 55(2):321–329.Crossref, Google Scholar
• Brooke RR , Ruthven AJ (1984) The effects of contingency contracting on student performance in a PSI class. Teaching Psych. 11(2):87–89.Crossref, Google Scholar
• Burger N , Charness G , Lynham J (2011) Field and online experiments on self-control. J. Econom. Behav. Organ. 77(3):393–404.Crossref, Google Scholar
• Burka JB , Yuen LM (2008) Procrastination: Why You Do It, What to Do about It Now (DaCapo Press, Cambridge, MA).Google Scholar
• Burtch G , Hong Y , Bapna R , Griskevicius V (2017) Stimulating online reviews by combining financial incentives and social norms. Management Sci. 64(5):2065–2082.Link, Google Scholar
• Carden R , Bryant C , Moss R (2004) Locus of control, test anxiety, academic procrastination, and achievement among college students. Psych. Rep. 95(2):581–582.Crossref, Google Scholar
• Chen A , Karahanna E (2018) Life interrupted: The effects of technology-mediated work interruptions on work and nonwork outcomes. MIS Quart. 42(4):1023–1042.Crossref, Google Scholar
• Chen Y , Harper FM , Konstan J , Sherry Xin S (2010) Social comparisons and contributions to online communities: A field experiment on Movielens. Amer. Econom. Rev. 100(4):1358–1398.Crossref, Google Scholar
• Chiasson MW , Davidson E (2005) Taking industry seriously in information systems research. MIS Quart. 29(4):591–605.Crossref, Google Scholar
• Chun Chu AH , Choi JN (2005) Rethinking procrastination: Positive effects of “active” procrastination behavior on attitudes and performance. J. Soc. Psych. 145(3):245–264.Crossref, Google Scholar
• Cox DR (1972) Models and life-tables regression. J. Roy. Statist. Soc. 34:187–220.Google Scholar
• Dahlstrom E , Brooks DC , Bichsel J (2014) The current ecosystem of learning management systems in higher education: Student, faculty, and IT perspectives. Research report, Educause Center for Analysis and Research (ECAR), Louisville, CO, http://www.educause.edu/ecar.Google Scholar
• Dai H , Milkman KL , Beshears J , Choi JJ , Laibson D , Madrian BC (2012) Planning prompts as a means of increasing rates of immunization and preventive screening. Public Policy Aging Rep. 22(4):16–19.Crossref, Google Scholar
• Diver P , Martinez I (2015) MOOCs as a massive research laboratory: Opportunities and challenges. Distance Ed. 36(1):5–25.Crossref, Google Scholar
• Dreher MJ , Brown RF (1993) Planning prompts and indexed terms in textbook search tasks. J. Educational Psych. 85(4):662–669.Crossref, Google Scholar
• Eisenberg B , Eisenberg J (2006) Call-to-Action: Secret Formulas to Improve Online Results (Thomas Nelson, Nashville, TN).Google Scholar
• Ellis A , Knaus WJ (1977) Overcoming Procrastination (Signet, New York).Google Scholar
• Elvers GC , Polzella DJ , Graetz K (2003) Procrastination in online courses: Performance and attitudinal differences. Teaching Psych. 30(2):159–162.Crossref, Google Scholar
• Fazio RH (1990) Multiple processes by which attitudes guide behaviors: The MODE model as an integrative framework. Zanna MP , ed. Advances in Experimental Social Psychology (Academic Press, Cambridge, MA), 23:75–109.Google Scholar
• Ferrari JR (1992) Procrastinators and perfect behavior: An exploratory factor analysis of self-presentation, self-awareness, and self-handicapping components. J. Res. Personality 26(1):75–84.Crossref, Google Scholar
• Ferrari JR (2001) Procrastination as self‐regulation failure of performance: Effects of cognitive load, self‐awareness, and time limits on ‘working best under pressure’. Eur. J. Personality 15(5):391–406.Crossref, Google Scholar
• Ferraro PJ , Price MK (2013) Using nonpecuniary strategies to influence behavior: Evidence from a large-scale field experiment. Rev. Econom. Statist. 95(1):64–73.Crossref, Google Scholar
• Fichman R , Dos-Santos B , Zheng Z (2014) Digital innovation as a fundamental and powerful concept in the information systems curriculum. MIS Quart. 38(2):329–353.Crossref, Google Scholar
• Fritzsche BA , Young BR , Hickson KC (2003) Individual differences in academic procrastination tendency and writing success. Personality Individual Differences 35(7):1549–1557.Crossref, Google Scholar
• Fryer RG Jr (2011) Financial incentives and student achievement: Evidence from randomized trials. Quart. J. Econom. 126(4):1755–1798.Crossref, Google Scholar
• Ganju KK , Pavlou PA , Banker RD (2016) Does information and communication technology lead to the well-being of nations? A country-level empirical investigation. MIS Quart. 40(2):417–430.Crossref, Google Scholar
• Gentzkow M (2014) Trading dollars for dollars: The price of attention online and offline. Amer. Econom. Rev. 104(5):481–488.Crossref, Google Scholar
• Gerber AS , Rogers T (2009) Descriptive social norms and motivation to vote: Everybody’s voting and so should you. J. Politics 71(1):178–191.Crossref, Google Scholar
• Gerber AS , Green DP , Larimer CW (2008) Social pressure and voter turnout: Evidence from a large-scale field experiment. Amer. Political Sci. Rev. 102(1):33–48.journalCrossref, Google Scholar
• Ghose A , Kwon HE , Lee D , Oh W (2019) Seizing the commuting moment: Contextual targeting based on mobile transportation apps. Inform. Systems Res. 30(1):154–174.Link, Google Scholar
• Goldstein NJ , Cialdini RB , Griskevicius V (2008) A room with a viewpoint: Using social norms to motivate environmental conservation in hotels. J. Consumer Res. 35(3):472–482.Crossref, Google Scholar
• Gollwitzer PM (1999) Implementation intentions: Strong effects of simple plans. Amer. Psychologist 54(7):493–503.Crossref, Google Scholar
• Guo Z , Ma D (2018) A model of competition between perpetual software and software as a service. MIS Quart. 42(1):1–20.Crossref, Google Scholar
• Gupta S , Bostrom R (2009) Technology-mediated learning: A comprehensive theoretical model. J. Assoc. Inform. Systems 10(9):686–714.Google Scholar
• Gupta S , Bostrom R (2013) Research note: An investigation of the appropriation of technology-mediated training methods incorporating enactive and collaborative learning. Inform. Systems Res. 24(2):454–469.Link, Google Scholar
• Harriott J , Ferrari JR (1996) Prevalence of procrastination among samples of adults. Psych. Rep. 78(2):611–616.Crossref, Google Scholar
• Huang N , Burtch G , Gu B , Hong Y , Liang C , Wang K , Fu D , Yang B (2019) Motivating user-generated content with performance feedback: Evidence from randomized field experiments. Management Sci. 65(1):317–345.Link, Google Scholar
• Islam AKM (2012) The role of perceived system quality as educators’ motivation to continue e-learning system use. AIS Trans. Human-Comput. Interactions 4(1):25–43.Crossref, Google Scholar
• Janson A , Söllner M , Leimeister JM (2017) Individual appropriation of learning management systems—Antecedents and consequences. AIS Trans. Human-Comput. Interactions 9(3):173–201.Crossref, Google Scholar
• Jones EE , Gerard HB (1967) Foundations of Social Psychology (John Wiley & Sons, New York).Google Scholar
• Jung J , Bapna R , Golden J , Sun T (2020) Words matter! Toward pro-social call-to-action for online referral: Evidence from two field experiments. Inform. Systems Res. 31(1):16–36.Link, Google Scholar
• Karlan D , McConnell M , Mullainathan S , Zinman J (2016) Getting to the top of mind: How reminders increase saving. Management Sci. 62(12):3393–3411.Link, Google Scholar
• Kizilcec RF , Saltarelli AJ , Reich J , Cohen GL (2017) Closing global achievement gaps in MOOCs. Science 355(6322):251–252.Crossref, Google Scholar
• Kwon HE , So H , Han SP , Oh W (2016) Excessive dependence on mobile social apps: A rational addiction perspective. Inform. Systems Res. 27(4):919–939.Link, Google Scholar
• Laibson D (1997) Golden eggs and hyperbolic discounting. Quart. J. Econom. 112(2):443–478.Crossref, Google Scholar
• Lam P , Lo J , Lee J , McNaught C (2012) Evaluations of online learning activities based on LMS logs. Virtual Learning Environments: Concepts, Methodologies, Tools and Applications (IGI Global, Hershey, PA), 1767–1784.Crossref, Google Scholar
• Lamwers LL , Jazwinski CH (1989) A comparison of three strategies to reduce student procrastination in PSI. Teaching Psych. 16(1):8–12.Crossref, Google Scholar
• Lapinski MK , Rimal RN (2005) An explication of social norms. Comm. Theory 15(2):127–147.Crossref, Google Scholar
• Lavoie JA , Pychyl TA (2001) Cyberslacking and the procrastination superhighway: A web-based survey of online procrastination, attitudes, and emotion. Soc. Sci. Comput. Rev. 19(4):431–444.Crossref, Google Scholar
• Leidner DE , Jarvenpaa SL (1993) The information age confronts education: Case studies on electronic classrooms. Inform. Systems Res. 4(1):24–54.Link, Google Scholar
• Liu D , Santhanam R , Webster J (2017) Toward meaningful engagement: A framework for design and research of gamified information systems. MIS Quart. 41(4):1011–1034.Crossref, Google Scholar
• Lucas H (2014) Disrupting and transforming the university. Comm. ACM 57(10):32–35.Crossref, Google Scholar
• Machin S , McNally S , Silva O (2007) New technology in schools: Is there a payoff? Econom. J. 117(522):1145–1167.Google Scholar
• Marotta V , Acquisti A (2017) Online distractions, website blockers, and economic productivity: A randomized field experiment. Presented at Workshop on Information Systems and Economics, December 13–15, Seoul.Google Scholar
• Martinez I (2014) Never put off till tomorrow. Mathematica Policy Research, working paper, Accessed November 25, 2020, https://aefpweb.org/sites/default/files/webform/41/Procrastination.pdf.Google Scholar
• Michinov N , Brunot S , Le Bohec O , Juhel J , Delaval M (2011) Procrastination, participation, and performance in online learning environments. Comput. Ed. 56(1):243–252.Crossref, Google Scholar
• Milkman KL , Beshears J , Choi JJ , Laibson D , Madrian BC (2011) Using implementation intentions prompts to enhance influenza vaccination rates. Proc. Natl. Acad. Sci. USA 108(26):10415–10420.Crossref, Google Scholar
• Milkman KL , Beshears J , Choi JJ , Laibson D , Madrian BC (2012) Following through on good intentions: The power of planning prompts. NBER Working Paper No. w17995, National Bureau of Economic Research, Cambridge, MA.Crossref, Google Scholar
• O’Donoghue T , Rabin M (1999) Incentives for procrastinators. Quart. J. Econom. 114(3):769–816.Crossref, Google Scholar
• Pajares F , Schunk D (2001) The development of academic self-efficacy. Development of Achievement Motivation (Academic Press, Cambridge, MA), 15–31.Google Scholar
• Pappano L (2012) The year of the MOOC. New York Times (November 2), https://www.nytimes.com/2012/11/04/education/edlife/massive-open-online-courses-are-multiplying-at-a-rapid-pace.html.Google Scholar
• Perry J (2012) The Art of Procrastination: A Guide to Effective Dawdling, Lollygagging, and Postponing (Workman Publishing, New York).Google Scholar
• Petry NM (2001) Pathological gamblers, with and without substance abuse disorders, discount delayed rewards at high rates. J. Abnormal Psych. 110(3):482–487.Crossref, Google Scholar
• Phillips JM , Gully SM (1997) Role of goal orientation, ability, need for achievement, and locus of control in the self-efficacy and goal-setting process. J. Appl. Psych. 82(5):792–802.Crossref, Google Scholar
• Ransbotham S , Fichman RG , Gopal R , Gupta A (2016) Special section introduction—Ubiquitous IT and digital vulnerabilities. Inform. Systems Res. 27(4):834–847.Link, Google Scholar
• Reich J (2015) Rebooting MOOC research. Science 347(6217):34–35.Crossref, Google Scholar
• Richards JI , Curran CM (2002) Oracles on “advertising”: Searching for a definition. J. Advertising 31(2):63–77.Crossref, Google Scholar
• Robinson E , Fleming A , Higgs S (2014) Prompting healthier eating: Testing the use of health and social norm-based messages. Health Psych. 33(9):1057–1064.Crossref, Google Scholar
• Robson D (2020) Online learning: How to acquire new skills during lockdown. Guardian (April 19), https://www.theguardian.com/education/2020/apr/19/online-learning-how-to-acquire-new-skills-during-lockdown.Google Scholar
• Roesch MR , Olson CR (2004) Neuronal activity related to reward value and motivation in primate frontal cortex. Science 304(5668):307–310.Crossref, Google Scholar
• Rothblum ED , Solomon LJ , Murakami J (1986) Affective, cognitive, and behavioral differences between high and low procrastinators. J. Counseling Psych. 33(4):387–394.Crossref, Google Scholar
• Santhanam R , Liu D , Shen WCM (2016) Research note: Gamification of technology-mediated training: Not all competitions are the same. Inform. Systems Res. 27(2):453–465.Link, Google Scholar
• Schultz PW , Nolan JM , Cialdini RB , Goldstein NJ , Griskevicius V (2007) The constructive, destructive, and reconstructive power of social norms. Psych. Sci. 18(5):429–434.Crossref, Google Scholar
• Senécal C , Koestner R , Vallerand RJ (1995) Self-regulation and academic procrastination. J. Soc. Psych. 135(5):607–619.Crossref, Google Scholar
• Shah D (2019) Year of MOOC-based degrees: A review of MOOC stats and trends in 2018. Class Central (January 6), https://www.classcentral.com/report/moocs-stats-and-trends-2018/.Google Scholar
• Shraw G , Wadkins T , Olafson L (2007) Doing the things we do: A grounded theory of academic procrastination. J. Educational Psych. 99(1):12–25.Crossref, Google Scholar
• Shu SB , Gneezy A (2010) Procrastination of enjoyable experiences. J. Marketing Res. 47(5):933–944.Crossref, Google Scholar
• Sidorova A , Evangelopoulos N , Valacich JS , Ramakrishnan T (2008) Uncovering the intellectual core of the information systems discipline. MIS Quart. 32(3):467–482.Crossref, Google Scholar
• Sirois FM (2015) Is procrastination a vulnerability factor for hypertension and cardiovascular disease? Testing an extension of the procrastination–health model. J. Behav. Medicine 38(3):578–589.Crossref, Google Scholar
• Solomon LJ , Rothblum ED (1984) Academic procrastination: Frequency and cognitive-behavioral correlates. J. Counseling Psych. 31(4):503–509.Crossref, Google Scholar
• Soman D (1998) The illusion of delayed incentives: Evaluating future effort–money transactions. J. Marketing Res. 35(4):427–437.Google Scholar
• Spangler WD (1992) Validity of questionnaire and TAT measures of need for achievement: Two meta-analyses. Psych. Bull. 112(1):140.Crossref, Google Scholar
• Stajkovic AD , Luthans F (2001) Differential effects of incentive motivators on work performance. Acad. Management J. 44(3):580–590.Google Scholar
• Steel P (2007) The nature of procrastination: A meta-analytic and theoretical review of quintessential self-regulatory failure. Psych. Bull. 133(1):65–94.Crossref, Google Scholar
• Steel P (2010) The Procrastination Equation: How to Stop Putting Things Off and Start Getting Stuff Done (Random House Canada, Toronto).Google Scholar
• Steel P , König CJ (2006) Integrating theories of motivation. Acad. Management Rev. 31(4):889–913.Crossref, Google Scholar
• Strobl C , Malley J , Tutz G (2009) An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psych. Methods 14(4):323.Crossref, Google Scholar
• Thatcher A , Wretschko G , Fridjhon P (2008) Online flow experiences, problematic internet use and internet procrastination. Comput. Human Behav. 24(5):2236–2254.Crossref, Google Scholar
• Tice DM , Baumeister RF (1997) Longitudinal study of procrastination, performance, stress, and health: The costs and benefits of dawdling. Psych. Sci. 8(6):454–458.Crossref, Google Scholar
• Vardi MY (2012) Will MOOCs destroy academia? Comm. ACM 55(11):5.Crossref, Google Scholar
• Vitak J , Crouse J , LaRose R (2011) Personal internet use at work: Understanding cyberslacking. Comput. Human Behav. 27(5):1751–1759.Crossref, Google Scholar
• Volpp KG , Troxel AB , Pauly MV , Glick HA , Puig A , Asch DA , Galvin R , et al. . (2009) A randomized, controlled trial of financial incentives for smoking cessation. New England J. Medicine 360(7):699–709.Crossref, Google Scholar
• Wesp R (1986) Reducing procrastination through required course involvement. Teaching Psych. 13(3):128–130.Crossref, Google Scholar
• Witten IH , Frank E , Hall MA , Pal CJ (2016) Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann, Burlington, MA).Google Scholar
• Yeomans M , Reich J (2017) Planning prompts increase and forecast course completion in massive open online courses. Proc. Seventh Internat. Learn. Analytics Knowledge Conf. (Association for Computing Machinery, New York), 464–473.Google Scholar
• Zauberman G , Kim BK , Malkoc SA , Bettman JR (2009) Discounting time and time discounting: Subjective time perception and intertemporal preferences. J. Marketing Res. 46(4):543–556.Crossref, Google Scholar
• Zhang P , Bhattacharyya S (2008) Students’ views of a learning management system: A longitudinal qualitative study. Comm. Assoc. Inform. Systems 23(20):351–374.Google Scholar
• Zimmerman BJ (2000) Self-efficacy: An essential motive to learn. Contemporary Educational Psych. 25(1):82–91.Crossref, Google Scholar