Nudging in Education

Can we nudge children, adolescents and their parents to make better decisions on education? And can we nudge teachers to support and encourage better decision making? Education decisions are taken at young ages and involve immediate costs and potential, future benefits. In such settings behavioural barriers (e.g. lack of self-control, limited attention and social norms) likely influence choices and this may motivate the use of low cost 'nudges' to gently push behaviour in the desired direction. Our review of nudging interventions shows that while nudging often has positive effects, the greatest effects often arise for individuals affected most by the behavioural barrier targeted by the intervention. Hence understating underlying behavioural mechanisms is crucial. Negative effects may arise in situations where nudges potentially crowd-out intrinsic motivation, if nudges pressurise individuals, or in situations where the choice architect has an insufficient understanding of behavioural mechanisms.

[1]  R. Murphy,et al.  Top of the Class: The Importance of Ordinal Rank , 2014, The Review of Economic Studies.

[2]  Matthew A. Kraft,et al.  The Effect of Teacher–Family Communication on Student Engagement: Evidence From a Randomized Field Experiment , 2013 .

[3]  M. Kraft,et al.  The Effect of Teacher Coaching on Instruction and Achievement: A Meta-Analysis of the Causal Evidence , 2018 .

[4]  S. Berlinski Reducing parent-school information gaps and improving education outcomes: Evidence from high frequency text messaging in Chile , 2016 .

[5]  Jonathan Guryan,et al.  Motivation and Incentives in Education: Evidence from a Summer Reading Experiment , 2015 .

[6]  Rebecca Dizon-Ross Parents’ Beliefs about Their Children’s Academic Ability: Implications for Educational Investments , 2019, American Economic Review.

[7]  Michael Luca,et al.  Curbing Adult Student Attrition: Evidence from a Field Experiment , 2015 .

[8]  George Farkas,et al.  The (Surprising) Efficacy of Academic and Behavioral Intervention with Disadvantaged Youth: Results from a Randomized Experiment in Chicago , 2014 .

[9]  Mira Fischer,et al.  Effects of Timing and Reference Frame of Feedback: Evidence from a Field Experiment , 2018, SSRN Electronic Journal.

[10]  Ib Rasul,et al.  Blissful Ignorance? Evidence From a Natural Experiment on The Effect of Individual Feedback on Performance , 2008 .

[11]  K. Salvanes,et al.  Life-Cycle Earnings, Education Premiums, and Internal Rates of Return , 2014, Journal of Labor Economics.

[12]  Petra E. Todd,et al.  Progressing through PROGRESA: An Impact Assessment of a School Subsidy Experiment in Rural Mexico , 2005, Economic Development and Cultural Change.

[13]  In Motion Creating Hope , Opportunity , and Results for Disadvantaged Youth Part III , 2014 .

[14]  M. Lepper,et al.  The Construction of Preference: When Choice Is Demotivating: Can One Desire Too Much of a Good Thing? , 2006 .

[15]  C. Steele,et al.  Stereotype threat and the intellectual test performance of African Americans. , 1995, Journal of personality and social psychology.

[16]  Kelli A. Bird,et al.  Nudging at a National Scale: Experimental Evidence from a Fafsa Completion Campaign , 2016 .

[17]  C. Hoxby,et al.  What High-Achieving Low-Income Students Know About College , 2015 .

[18]  B. Kiker Investment in human capital , 1971 .

[19]  Rachel B. Baker,et al.  Persistence Patterns in Massive Open Online Courses (MOOCs) , 2015 .

[20]  PISA 2015 EU performance and initial conclusions regarding education policies in Europe , 2022 .

[21]  Hunter Gehlbach,et al.  Creating Birds of Similar Feathers: Leveraging Similarity to Improve Teacher-Student Relationships and Academic Achievement. , 2015 .

[22]  Seda Ertac,et al.  Fostering Patience in the Classroom: Results from Randomized Educational Intervention , 2018, Journal of Political Economy.

[23]  Angela L. Duckworth,et al.  Self-discipline gives girls the edge : Gender in self-discipline, grades, and achievement test scores , 2006 .

[24]  Jordan B. Peterson,et al.  Setting, elaborating, and reflecting on personal goals improves academic performance. , 2010, The Journal of applied psychology.

[25]  Jonah E. Rockoff,et al.  Information and Employee Evaluation: Evidence from a Randomized Intervention in Public Schools , 2010 .

[26]  Mark P. Zanna,et al.  Two brief interventions to mitigate a “chilly climate” transform women’s experience, relationships, and achievement in engineering. , 2014 .

[27]  Marie Claire Villeval,et al.  The Spillover Effects of Affirmative Action on Competitiveness and Unethical Behavior , 2016, SSRN Electronic Journal.

[28]  Jonathan W. Ivy,et al.  Measuring and reducing college students' procrastination. , 2011, Journal of applied behavior analysis.

[29]  W. Mischel,et al.  Delay of gratification in children. , 1989, Science.

[30]  J. E. West,et al.  Does Your Cohort Matter? Measuring Peer Effects in College Achievement , 2009 .

[31]  Justine S. Hastings,et al.  The Effects of Earnings Disclosure on College Enrollment Decisions , 2015 .

[32]  J. Tirole,et al.  Self-Confidence and Personal Motivation , 2002 .

[33]  Geert-Jan Houben,et al.  Follow the successful crowd: raising MOOC completion rates through social comparison at scale , 2017, LAK.

[34]  Valentin Wagner Seeking Risk or Answering Smart? Heterogeneous Effects of Grading Manipulations in Elementary Schools , 2017 .

[35]  Peter Bergman,et al.  Parent skills and information asymmetries: Experimental evidence from home visits and text messages in middle and high schools , 2018, Economics of Education Review.

[36]  C. Kirabo Jackson,et al.  Teacher Effects and Teacher-Related Policies , 2014 .

[37]  Glenn H. Bracht,et al.  The External Validity of Experiments1 , 1968 .

[38]  Richard W. Patterson Can behavioral tools improve online student outcomes? Experimental evidence from a massive open online course , 2018, Journal of Economic Behavior & Organization.

[39]  Nagore Iriberri,et al.  What You Don't Know...Can't Hurt You? A Natural Field Experiment on Relative Performance Feedback in Higher Education , 2019, Manag. Sci..

[40]  Sendhil Mullainathan,et al.  What's Advertising Content Worth? Evidence from a Consumer Credit Marketing Field Experiment , 2009 .

[41]  Philip Oreopoulos,et al.  When Opportunity Knocks, Who Answers? , 2010, The Journal of Human Resources.

[42]  E. Bettinger,et al.  Paying to Learn: The Effect of Financial Incentives on Elementary School Test Scores , 2010, Review of Economics and Statistics.

[43]  Benjamin L. Castleman,et al.  Freshman Year Financial Aid Nudges: An Experiment to Increase FAFSA Renewal and College Persistence , 2016, The Journal of Human Resources.

[44]  Matthew Rabin,et al.  Incentives for Procrastinators , 1999 .

[45]  Bart H. H. Golsteyn,et al.  Adolescent Time Preferences Predict Lifetime Outcomes , 2014 .

[46]  C. Avery Evaluation of the College Possible Program: Results from a Randomized Controlled Trial , 2013 .

[47]  D. Ariely,et al.  Procrastination, Deadlines, and Performance: Self-Control by Precommitment , 2002, Psychological science.

[48]  Philip Oreopoulos,et al.  Student Coaching: How Far Can Technology Go? , 2016, The Journal of Human Resources.

[49]  Carol S. Dweck,et al.  Motivational processes affecting learning. , 1986 .

[50]  Benjamin M. Marx,et al.  Student Loan Nudges: Experimental Evidence on Borrowing and Educational Attainment , 2017, American Economic Journal: Economic Policy.

[51]  Todd Rogers,et al.  Reducing student absences at scale by targeting parents’ misbeliefs , 2018, Nature Human Behaviour.

[52]  Ralph Hertwig,et al.  Nudge Versus Boost: How Coherent are Policy and Theory? , 2016, Minds and Machines.

[53]  James J. Heckman,et al.  Chapter 7 Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond , 2006 .

[54]  David S. Yeager,et al.  Reducing Inequality in Academic Success for Incoming College Students: A Randomized Trial of Growth Mindset and Belonging Interventions , 2018, Journal of research on educational effectiveness.

[55]  Deborah A. Prentice,et al.  Am I an Athlete or a Student? Identity Salience and Stereotype Threat in Student–Athletes , 2005 .

[56]  Roy F. Baumeister,et al.  ATTEMPTING TO IMPROVE THE ACADEMIC PERFORMANCE OF STRUGGLING COLLEGE STUDENTS BY BOLSTERING THEIR SELF-ESTEEM: AN INTERVENTION THAT BACKFIRED , 2007 .

[57]  G. Walton,et al.  Social-Psychological Interventions in Education , 2011 .

[58]  Martin Dufwenberg,et al.  Promises and Partnership , 2006 .

[59]  Alexis R. Lauricella,et al.  Supporting Head Start parents: impact of a text message intervention on parent–child activity engagement , 2015 .

[60]  Peter Bergman,et al.  Leveraging Technology to Engage Parents at Scale: Evidence from a Randomized Controlled Trial , 2017, SSRN Electronic Journal.

[61]  James E. West,et al.  From Natural Variation to Optimal Policy? An Unsuccessful Experiment in Using Peer Effects Estimates to Improve Student Outcomes∗ , 2012 .

[62]  Robert Jensen,et al.  HOW DOES PEER PRESSURE AFFECT EDUCATIONAL INVESTMENTS? , 2015, The quarterly journal of economics.

[63]  Matthew A. Kraft,et al.  Can Schools Enable Parents to Prevent Summer Learning Loss? A Text-Messaging Field Experiment to Promote Literacy Skills , 2017 .

[64]  M. Praag,et al.  UvA-DARE ( Digital Academic Repository ) Does relative grading help male students ? Evidence from a field experiment in the classroom , 2015 .

[65]  Apa Nlm,et al.  The Far-Reaching Effects of Believing People Can Change: Implicit Theories of Personality Shape Stress, Health, and Achievement During Adolescence , 2014 .

[66]  Christina Gravert,et al.  The Hidden Costs of Nudging: Experimental Evidence from Reminders in Fundraising , 2017 .

[67]  Konstantinos V. Katsikopoulos,et al.  Bounded rationality: the two cultures , 2014 .

[68]  Alexander K. Koch,et al.  Behavioral Economics of Education , 2015, SSRN Electronic Journal.

[69]  Colin F. Camerer,et al.  The Promise and Success of Lab-Field Generalizability in Experimental Economics: A Critical Reply to Levitt and List , 2011 .

[70]  R. Thaler,et al.  Save More Tomorrow™: Using Behavioral Economics to Increase Employee Saving , 2004, Journal of Political Economy.

[71]  Sule Alan,et al.  Ever Failed, Try Again, Succeed Better: Results from a Randomized Educational Intervention on Grit , 2016, The Quarterly Journal of Economics.

[72]  S. Mullainathan,et al.  Scarcity: Why Having Too Little Means So Much , 2013 .

[73]  Valerie Purdie-Vaughns,et al.  Recursive Processes in Self-Affirmation: Intervening to Close the Minority Achievement Gap , 2009, Science.

[74]  Philip Oreopoulos,et al.  Using Behavioral Insights to Increase Parental Engagement: The Parents and Children Together Intervention , 2015 .

[75]  Richard J. Zeckhauser,et al.  Rank as an inherent incentive: Evidence from a field experiment ☆ , 2012 .

[76]  Eric J. Johnson,et al.  The Construction of Preference: Do Defaults Save Lives? , 2006 .

[77]  Emily C. Marshall,et al.  Heterogeneous gender effects under loss aversion in the economics classroom: A field experiment , 2015 .

[78]  Y. Levy,et al.  An experimental study of habit and time incentive in online-exam procrastination , 2013 .

[79]  Geoffrey L. Cohen,et al.  Replicating a self-affirmation intervention to address gender differences: Successes and challenges , 2012 .

[80]  John H. Tyler,et al.  Learning Job Skills from Colleagues at Work: Evidence from a Field Experiment Using Teacher Performance Data , 2016, American Economic Journal: Economic Policy.

[81]  Max van Lent,et al.  Goal setting and raising the bar: A field experiment , 2020 .

[82]  Valerie Purdie-Vaughns,et al.  Deflecting the trajectory and changing the narrative: how self-affirmation affects academic performance and motivation under identity threat. , 2013, Journal of personality and social psychology.

[83]  Daniel A. McFarland,et al.  Encouraging Forum Participation in Online Courses with Collectivist, Individualist and Neutral Motivational Framings , 2014 .

[84]  T. Dee Social Identity and Achievement Gaps: Evidence From an Affirmation Intervention , 2015 .

[85]  Nicolas Pistolesi Advising students on their field of study: Evidence from a French University reform , 2017 .

[86]  T. Nguyen,et al.  Information, Role Models and Perceived Returns to Education Experimental Evidence from Madagascar , 2013 .

[87]  On the equivalence of buyer and seller proposals within canonical matching and pricing environments , 2016 .

[88]  Maya Escueta,et al.  Education Technology: An Evidence-Based Review , 2017 .

[89]  Geoffrey L. Cohen,et al.  Reducing the Racial Achievement Gap: A Social-Psychological Intervention , 2006, Science.

[90]  J. Monks The impact of merit-based financial aid on college enrollment: A field experiment , 2009 .

[91]  Gregory M. Walton,et al.  A Brief Social-Belonging Intervention Improves Academic and Health Outcomes of Minority Students , 2011, Science.

[92]  V. Scoppa,et al.  Frequency of examinations and student achievement in a randomized experiment , 2011 .

[93]  S. C. Andersen,et al.  Reading intervention with a growth mindset approach improves children’s skills , 2016, Proceedings of the National Academy of Sciences.

[94]  Philip Oreopoulos,et al.  Behavioral barriers transitioning to college , 2017 .

[95]  Joshua Aronson,et al.  Improving adolescents' standardized test performance: An intervention to reduce the effects of stereotype threat , 2003 .

[96]  Geoffrey L. Cohen,et al.  Supporting Online Material for Reducing the Gender Achievement Gap in College Science: A Classroom Study of Values Affirmation , 2010 .

[97]  Lester C. Thurow,et al.  INVESTMENT IN HUMAN CAPITAL , 2016 .

[98]  A. Cabrales,et al.  What You Don't Know... Can't Hurt You? A Field Experiment on Relative Performance Feedback in Higher Education , 2016, SSRN Electronic Journal.

[99]  Justine S. Hastings,et al.  Information, School Choice, and Academic Achievement: Evidence from Two Experiments , 2007 .

[100]  Jordan B. Peterson,et al.  A scalable goal-setting intervention closes both the gender and ethnic minority achievement gap , 2015, Palgrave Communications.

[101]  Alexander K. Koch,et al.  Self-Regulation Through Goal Setting , 2011, SSRN Electronic Journal.

[102]  Mary A. Banski,et al.  Couples' Debriefing Conversations: The Impact of Gender, Occupation, and Demographic Characteristics. , 1993 .

[103]  Robert T. Jensen,et al.  The (Perceived) Returns to Education and the Demand for Schooling , 2010 .

[104]  Francesco Avvisati,et al.  Getting Parents Involved: A Field Experiment in Deprived Schools , 2010 .

[105]  Rajeev Darolia,et al.  Information Use and Attention Deferment in College Student Loan Decisions: Evidence From a Debt Letter Experiment , 2017 .

[106]  M. Krawczyk Framing in the Field. A Simple Experiment on the Reflection Effect , 2011 .

[107]  H. Allcott,et al.  Social Norms and Energy Conservation , 2011 .

[108]  Kevin M. Quinn,et al.  Does Encouragement Matter in Improving Gender Imbalances in Technical Fields? Evidence from a Randomized Controlled Trial , 2016, PloS one.

[109]  Z. Kunda,et al.  Superstars and me : Predicting the impact of role models on the self , 1997 .

[110]  David I. Laibson,et al.  Golden Eggs and Hyperbolic Discounting , 1997 .

[111]  M. De Paola,et al.  Monetary Incentives and Student Achievement in a Depressed Labor Market: Results from a Randomized Experiment , 2012, Journal of Human Capital.

[112]  Robert Slonim,et al.  Patience among children , 2007 .

[113]  R. Lesner The long-term effect of childhood poverty , 2018 .

[114]  Thomas J. Kane,et al.  8. Student Perceptions of College Opportunities: The Boston COACH Program , 2004 .

[115]  Rachel E. Kranton,et al.  Identity and Schooling: Some Lessons for the Economics of Education , 2002 .

[116]  M. Schapiro College Choices: The Economics of Where to Go, When to Go, and How to Pay For It , 2005 .

[117]  Lisa S. Blackwell,et al.  Implicit theories of intelligence predict achievement across an adolescent transition: a longitudinal study and an intervention. , 2007, Child development.

[118]  James E. West,et al.  From Natural Variation to Optimal Policy? the Importance of Endogenous Peer Group Formation * 1 Data 1.1 the Dataset 2 Experimental Design and Sorting Methodology , 2022 .

[119]  Brian A. Jacob,et al.  Rational Ignorance in Education: A Field Experiment in Student Plagiarism , 2010 .

[120]  Using Goals to Motivate College Students: Theory and Evidence from Field Experiments , 2016 .

[121]  A. Tversky,et al.  Prospect theory: analysis of decision under risk , 1979 .

[122]  Philip Oreopoulos,et al.  Behavioral Economics of Education: Progress and Possibilities , 2014, SSRN Electronic Journal.

[123]  J. Sharp,et al.  Framing the field , 2011 .

[124]  S. Balli,et al.  Family involvement with children's homework: An intervention in the middle grades. , 1998 .

[125]  Alberto Bisin,et al.  Present-Bias, Procrastination and Deadlines in a Field Experiment , 2014, Games Econ. Behav..

[126]  R. Fairlie,et al.  A Community College Instructor Like Me: Race and Ethnicity Interactions in the Classroom † , 2011 .

[127]  Benjamin L. Castleman,et al.  The Forgotten Summer: Does the Offer of College Counseling After High School Mitigate Summer Melt Among College-Intending, Low-Income High School Graduates? , 2014 .

[128]  Sendhil Mullainathan,et al.  Getting to the Top of Mind: How Reminders Increase Saving , 2010, Manag. Sci..

[129]  Benjamin L. Castleman,et al.  Summer nudging: Can personalized text messages and peer mentor outreach increase college going among low-income high school graduates? , 2015 .

[130]  S. Sloan,et al.  Texting Parents: Evaluation Report and Executive Summary. , 2016 .

[131]  Todd Rogers,et al.  The Impact of Defaults on Technology Adoption, and Its Underappreciation by Policymakers , 2017, SSRN Electronic Journal.

[132]  Gregory M. Walton,et al.  The New Science of Wise Psychological Interventions , 2014 .

[133]  Roland G. Fryer,et al.  An Economic Analysis of “Acting White” , 2005 .

[134]  Valerie Purdie-Vaughns,et al.  Journal of Experimental Psychology : General Breaking the Cycle of Mistrust : Wise Interventions to Provide Critical Feedback Across the Racial Divide , 2013 .

[135]  R. Lesner Testing for Statistical Discrimination Based on Gender , 2018 .

[136]  S. Carrell,et al.  Tas Like Me: Racial Interactions between Graduate Teaching Assistants and Undergraduates , 2015 .

[137]  J. Goodman Nudging at a National Scale: Experimental Evidence from a Fafsa Completion Campaign , 2017 .

[138]  Philip Oreopoulos,et al.  Keeping College Options Open: A Field Experiment to Help All High School Seniors Through the College Application Process , 2015, Journal of Policy Analysis and Management.

[139]  C. Kirabo Jackson,et al.  Can Online Off-the-Shelf Lessons Improve Student Outcomes? Evidence from a Field Experiment , 2016, American Economic Journal: Economic Policy.

[140]  Lionel Page,et al.  Aspiration levels and educational choices: An experimental study , 2007 .

[141]  Roland G. Fryer Information, non-financial incentives, and student achievement: Evidence from a text messaging experiment , 2016 .

[142]  A. Shleifer,et al.  Salience Theory of Choice Under Risk , 2010 .

[143]  Peter Bergman,et al.  Broken Tax Breaks? Evidence from a Tax Credit Information Experiment with 1,000,000 Students , 2017, SSRN Electronic Journal.

[144]  D. Hausman,et al.  Debate: To Nudge or Not to Nudge* , 2010 .

[145]  R. Thaler,et al.  Nudge: Improving Decisions About Health, Wealth, and Happiness , 2008 .

[146]  Todd Rogers,et al.  The Underutilized Potential of Teacher-to-Parent Communication : Evidence from a Field Experiment Faculty Research Working Paper Series , 2014 .

[147]  J. Mincer Investment in Human Capital and Personal Income Distribution , 1958, Journal of Political Economy.

[148]  Philip Oreopoulos,et al.  Information and College Access: Evidence from a Randomized Field Experiment , 2012 .

[149]  J. Tirole,et al.  Incentives and Prosocial Behavior , 2004 .

[150]  D. Kahneman,et al.  Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias , 1991 .

[151]  Angela L. Duckworth,et al.  Boring but important: a self-transcendent purpose for learning fosters academic self-regulation. , 2014, Journal of personality and social psychology.

[152]  Philip Oreopoulos,et al.  Incentives and Services for College Achievement: Evidence from a Randomized Trial , 2007, SSRN Electronic Journal.

[153]  M. Prior,et al.  The long-term significance of teacher-rated hyperactivity and reading ability in childhood: findings from two longitudinal studies. , 2002, Journal of child psychology and psychiatry, and allied disciplines.

[154]  C. Dweck,et al.  Mind-Set Interventions Are a Scalable Treatment for Academic Underachievement , 2015, Psychological science.

[155]  Hosin Sirvani The Effect of Teacher Communication with Parents on Students' Mathematics Achievement , 2007 .

[156]  Tuomas Pekkarinen,et al.  Post-Secondary Education and Information on Labor Market Prospects: A Randomized Field Experiment , 2020, Labour Economics.

[157]  Nolan G. Pope,et al.  The effect of teacher ratings on teacher performance , 2019, Journal of Public Economics.

[158]  Judd B. Kessler,et al.  Can Social Information Affect What Job You Choose and Keep , 2017 .

[159]  M. Kremer,et al.  The Two-Margin Problem in Insurance Markets , 2004, Review of Economics and Statistics.

[160]  Benjamin L. Castleman,et al.  Can Text Message Nudges Improve Academic Outcomes in College? Evidence from a West Virginia Initiative , 2020, The Review of Higher Education.

[161]  Timothy D. Wilson,et al.  Improving the academic performance of college freshmen: Attribution therapy revisited. , 1982 .

[162]  Frauke H. Peter,et al.  Intended College Enrollment and Educational Inequality: Do Students Lack Information? , 2016 .

[163]  M. Rabin,et al.  A Model of Reference-Dependent Preferences , 2006 .

[164]  T. Schultz SCHOOL SUBSIDIES FOR THE POOR: EVALUATING THE MEXICAN PROGRESA POVERTY PROGRAM , 2012 .

[165]  Angela L. Duckworth,et al.  Teaching a lay theory before college narrows achievement gaps at scale , 2016, Proceedings of the National Academy of Sciences.

[166]  Philip Oreopoulos,et al.  The Role of Application Assistance and Information in College Decisions: Results from the H&R Block FAFSA Experiment* , 2012 .

[167]  Does Relative Grading Help Male Students? Evidence from a Field Experiment in the Classroom , 2014 .

[168]  Xiaodong Lin-Siegler,et al.  Even Einstein Struggled: Effects of Learning About Great Scientists’ Struggles on High School Students’ Motivation to Learn Science , 2016 .

[169]  Peter Bergman,et al.  Technology Adoption in Education: Usage, Spillovers and Student Achievement , 2016, SSRN Electronic Journal.

[170]  C. Dweck,et al.  The far-reaching effects of believing people can change: implicit theories of personality shape stress, health, and achievement during adolescence. , 2014, Journal of personality and social psychology.

[171]  Bruce I. Sacerdote,et al.  Why Do College Going Interventions Work? , 2013 .

[172]  Philip Oreopoulos,et al.  Goal Setting, Academic Reminders, and College Success: A Large-Scale Field Experiment , 2017, Journal of Research on Educational Effectiveness.

[173]  Leslie S. Stratton,et al.  Modeling Enrollment in and Completion of Vocational Education: The Role of Cognitive and Non-Cognitive Skills by Program Type , 2017, SSRN Electronic Journal.

[174]  Christoph Vanberg,et al.  WHY DO PEOPLE KEEP THEIR PROMISES? AN EXPERIMENTAL TEST OF TWO EXPLANATIONS , 2008 .

[175]  A. Falk,et al.  Pleasures of Skill and Moral Conduct , 2016, SSRN Electronic Journal.

[176]  Ted O’Donoghue,et al.  Doing It Now or Later , 1999 .

[177]  Avi Feller,et al.  Discouraged by Peer Excellence , 2016, Psychological science.

[178]  H. Oosterbeek,et al.  Program on Education Policy and Governance Working Papers Series The Role of Information in the Take-up of Student Loans , 2008 .

[179]  Jonah E. Rockoff,et al.  Information and Employee Evaluation: Evidence from a Randomized Intervention in Public Schools , 2010 .

[180]  Bruce W. Tuckman,et al.  Using tests as an incentive to motivate procrastinators to study , 1998 .

[181]  D. McEvoy Loss Aversion and Student Achievement , 2016 .

[182]  Benjamin J. Keys,et al.  Human Capital and the Lifetime Costs of Impatience , 2012 .

[183]  Nudging Academics to Didactic Training , 2015 .

[184]  Huriya Jabbar The Behavioral Economics of Education , 2011 .

[185]  N. D. Gupta,et al.  Short- and Long-Term Effects of Adolescent Alcohol Access: Evidence from Denmark , 2017 .

[186]  M. Rabin,et al.  Reference-Dependent Risk Attitudes , 2007 .

[187]  Taryn Dinkelman,et al.  Investing in Schooling In Chile: The Role of Information about Financial Aid for Higher Education , 2011, Review of Economics and Statistics.

[188]  Lance Lochner,et al.  Non-Production Benefits of Education: Crime, Health, and Good Citizenship , 2011 .

[189]  Gerhard Riener,et al.  Peers or parents? On non-monetary incentives in schools , 2015 .

[190]  Christina Gravert,et al.  Now or never! The effect of deadlines on charitable giving: Evidence from two natural field experiments , 2017 .

[191]  Lex Borghans,et al.  Fostering and Measuring Skills: Improving Cognitive and Non-Cognitive Skills to Promote Lifetime Success , 2014, SSRN Electronic Journal.

[192]  Chris S. Hulleman,et al.  Using Design Thinking to Improve Psychological Interventions: The Case of the Growth Mindset During the Transition to High School. , 2016, Journal of educational psychology.

[193]  Eleanor O'Rourke,et al.  Brain points: a growth mindset incentive structure boosts persistence in an educational game , 2014, CHI.

[194]  Chris S. Hulleman,et al.  Helping Parents to Motivate Adolescents in Mathematics and Science , 2012, Psychological science.

[195]  Peter Bergman,et al.  Is Information Enough ? Evidence from a Tax Credit Information Experiment with 1 , 000 , 000 Students , 2016 .

[196]  C. Dweck Self-Theories: Their Role in Motivation, Personality, and Development. Essays in Social Psychology. , 1999 .

[197]  T. Dee,et al.  Stereotype Threat and the Student‐Athlete , 2009 .

[198]  Justin Reich,et al.  Planning prompts increase and forecast course completion in massive open online courses , 2017, LAK.

[199]  REKHA BALU,et al.  CAN INFORMING PARENTS HELP HIGH SCHOOL STUDENTS SHOW UP FOR SCHOOL ? Results from a Partnership Between New Visions for Public Schools and MDRC , 2016 .

[200]  L. Green,et al.  Discounting of Delayed Rewards: A Life-Span Comparison , 1994 .

[201]  Verónica Frisancho,et al.  Learning about Oneself: The Effects of Signaling Academic Ability on School Choice , 2016 .

[202]  B. Handel Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts. , 2013, The American economic review.

[203]  S. Ludvigsen,et al.  Increasing perseverance in math: Evidence from a field experiment in Norway , 2018 .

[204]  A. Samek,et al.  Combining behavioral economics and field experiments to reimagine early childhood education , 2018, Behavioural Public Policy.

[205]  Leigh L. Linden,et al.  Improving the Design of Conditional Transfer Programs: Evidence from a Randomized Education Experiment in Colombia † , 2011 .

[206]  Sandra McNally,et al.  Student Awareness of Costs and Benefits of Educational Decisions: Effects of an Information Campaign , 2012, Journal of Human Capital.

[207]  Jenessa R. Shapiro,et al.  The Role of Gender Identities and Stereotype Salience With the Academic Performance of Male and Female College Athletes , 2009 .

[208]  Benjamin L. Castleman,et al.  Stemming the Tide of Summer Melt: An Experimental Study of the Effects of Post-High School Summer Intervention on Low-Income Students’ College Enrollment , 2012 .

[209]  G. Becker,et al.  Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition , 1993 .

[210]  Benjamin L. Castleman,et al.  Customized Nudging to Improve FAFSA Completion and Income Verification , 2016, Educational Evaluation and Policy Analysis.

[211]  J. Joensen,et al.  Grades and Rank: Impacts of Non-Financial Incentives on Test Performance , 2014, SSRN Electronic Journal.

[212]  Susanna Loeb,et al.  Supporting Parenting through Differentiated and Personalized Text-Messaging: Testing Effects on Learning during Kindergarten. CEPA Working Paper No. 16-18. , 2017 .

[213]  Rachel Baker,et al.  The Effects of Student Coaching , 2014 .

[214]  M. De Paola,et al.  Procrastination, Academic Success and the Effectiveness of a Remedial Program , 2015, SSRN Electronic Journal.

[215]  René F. Kizilcec,et al.  Closing global achievement gaps in MOOCs , 2017, Science.

[216]  Gary S Becker,et al.  Front matter, Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education , 1965 .

[217]  Lucas C. Coffman,et al.  The Schooling Decision: Family Preferences, Intergenerational Conflict, and Moral Hazard in the Brazilian Favelas , 2012, Journal of Political Economy.

[218]  The Cost of Complexity in Federal Student Aid: Lessons from Optimal Tax Theory and Behavioral Economics , 2006, National Tax Journal.

[219]  H. Nielsen,et al.  How Going to School Affects the Family , 2017 .

[220]  Peter Bergman,et al.  The Effects of Making Performance Information Public: Evidence from Los Angeles Teachers and a Regression Discontinuity Design , 2015, SSRN Electronic Journal.

[221]  Nagore Iriberri,et al.  The Importance of Relative Performance Feedback Information: Evidence from a Natural Experiment Using High School Students , 2009 .

[222]  Y. Ben-Porath The Production of Human Capital and the Life Cycle of Earnings , 1967, Journal of Political Economy.

[223]  Susan Carol Losh,et al.  Motivation, self-confidence, and expectations as predictors of the academic performances among our high school students , 2003 .

[224]  Gary Charness,et al.  Journal of Economic Behavior & Organization Field and Online Experiments on Self-control , 2022 .

[225]  Benjamin L. Castleman,et al.  Parental Influences on Postsecondary Decision Making: Evidence From a Text Messaging Experiment , 2017 .

[226]  Carrie B. Fried,et al.  Reducing the Effects of Stereotype Threat on African American College Students by Shaping Theories of Intelligence , 2002 .

[227]  Wayne A. Grove,et al.  Incentives and Student Learning: A Natural Experiment with Economics Problem Sets , 2006 .

[228]  Michael T. Koch,et al.  Foreign ownership and skill-biased technological change , 2017, Journal of International Economics.

[229]  Judd B. Kessler,et al.  The Welfare Effects of Nudges: A Case Study of Energy Use Social Comparisons , 2019, American Economic Journal: Applied Economics.

[230]  Sanjay Jain,et al.  Self-Control and Optimal Goals: A Theoretical Analysis , 2009, Mark. Sci..