A two-armed bandit theory of market pricing
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Following seminal research on modeling pricing in markets as a bandit problem, many works have applied bandit and other RL algorithms to determine prices or other market values.
“Following seminal research on modeling pricing in markets as a bandit problem [700], many works have applied bandit and other RL algorithms to determine prices or other market values.”
From Tackling climate change with machine learning (2023) · cites this paper as [700]
Cites
Stigler, G. J. (1961) · Journal of Political Economy · doi:10.1086/258464 · Cited by 5,263 · see citing works
Optimal Statistical Decisions.
Siegmund, D., & DeGroot, M. H. (1972) · Journal of the American Statistical Association · doi:10.2307/2284675 · Cited by 3,461 · see citing works
THOMPSON, W. R. (1933) · Biometrika · doi:10.1093/biomet/25.3-4.285 · Cited by 2,712 · see citing works
Optimal Statistical Decisions.
Lindley, D. V., & Groot, M. D. (1971) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.2307/2346640 · Cited by 1,802 · see citing works
Diamond, P. A. (1971) · Journal of Economic Theory · doi:10.1016/0022-0531(71)90013-5 · Cited by 1,680 · see citing works
Micro-Economic Foundations of Employment and Inflation Theory.
Fisher, M. R., & Phelps, E. S. (1972) · The Economic Journal · doi:10.2307/2230017 · Cited by 855 · see citing works
Searching for the Lowest Price When the Distribution of Prices Is Unknown
Rothschild, M. (1974) · Journal of Political Economy · doi:10.1086/260229 · Cited by 604 · see citing works
Self-citationMicroeconomic Foundations of Employment and Inflation Theory.
Thornton, R. J., & Phelps, E. S. (1972) · Industrial and Labor Relations Review · doi:10.2307/2521329 · Cited by 592 · see citing works
Theory of the Firm Facing Uncertain Demand
Leland, H. E. (1972) · American Economic Review · Cited by 550 · see citing works
Satisficing, Selection, and The Innovating Remnant
Winter, S. G. (1971) · The Quarterly Journal of Economics · doi:10.2307/1880703 · Cited by 442 · see citing works
Models of Market Organization with Imperfect Information: A Survey
Rothschild, M. (1973) · Journal of Political Economy · doi:10.1086/260128 · Cited by 426 · see citing works
Self-citationKohn, M. G., & Shavell, S. (1974) · Journal of Economic Theory · doi:10.1016/0022-0531(74)90061-1 · Cited by 365 · see citing works
Price Uncertainty, Utility, and Industry Equilibrium in Pure Competition
Baron, D. P. (1970) · International Economic Review · doi:10.2307/2525325 · Cited by 270 · see citing works
A PROBLEM IN THE SEQUENTIAL DESIGN OF EXPERIMENTS
Bellman, R. (1954) · Cited by 193 · see citing works
Berry, D. A. (1972) · The Annals of Mathematical Statistics · doi:10.1214/aoms/1177692553 · Cited by 119 · see citing works
Searching for the Lowest Price
Telser, L. G. (1973) · American Economic Review · Cited by 104 · see citing works
On Probabilistic Models of Consumer Search for Information
Gastwirth, J. L. (1976) · The Quarterly Journal of Economics · doi:10.2307/1886085 · Cited by 83 · see citing works
Quasi-competitive price adjustment by individual firms: a preliminary paper
Fisher, F. M. (1970) · Journal of Economic Theory · doi:10.1016/0022-0531(70)90005-0 · Cited by 46 · see citing works
Flagged first, then by citations
1 of the 19 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
(1988) · Cited by 1,379 · see citing works
Contingent Valuation: A Critical Assessment
Hausman, J. A. (1993) · Emerald Group Publishing Limited eBooks · doi:10.1108/s0573-8555(1993)220 · Cited by 1,131 · see citing works
Bargains and Ripoffs: A Model of Monopolistically Competitive Price Dispersion
Salop, S. C., & Stiglitz, J. E. (1977) · The Review of Economic Studies · doi:10.2307/2296903 · Cited by 1,008 · see citing works
Schlag, K. H. (1998) · Journal of Economic Theory · doi:10.1006/jeth.1997.2347 · Cited by 820 · see citing works
Adaptation as Information Restriction: The Hot Stove Effect
Denrell, J. C., & March, J. G. (2001) · Organization Science · doi:10.1287/orsc.12.5.523.10092 · Cited by 717 · see citing works
Combined Pricing and Inventory Control Under Uncertainty
Federgruen, A., & Heching, A. R. (1999) · Operations Research · doi:10.1287/opre.47.3.454 · Cited by 650 · see citing works
Chapter 15 Job search and labor market analysis
Mortensen, D. T. (1986) · Handbook of labour economics · doi:10.1016/s1573-4463(86)02005-9 · Cited by 624 · see citing works
Robust Identities or Nonentities? Typecasting in the Feature‐Film Labor Market
Zuckerman, E. W., Kim, T. Y., Ukanwa, K., & von Rittmann, J. (2003) · American Journal of Sociology · doi:10.1086/377518 · Cited by 593 · see citing works
Fudenberg, D., & Levine, D. K. (1993) · Econometrica · doi:10.2307/2951716 · Cited by 523 · see citing works
The Common Prior Assumption in Economic Theory
Morris, S. E. (1995) · Economics and Philosophy · doi:10.1017/s0266267100003382 · Cited by 483 · see citing works
Strategic Experimentation with Exponential Bandits
Keller, G., Rady, S., & Cripps, M. W. (2004) · Econometrica · doi:10.1111/j.1468-0262.2005.00564.x · Cited by 466 · see citing works
Chapter 2 The theory of the firm
Holmstrom, B. R., & Jean Tirole, Z. (1989) · Handbook of Industrial Organization · doi:10.1016/s1573-448x(89)01005-8 · Cited by 440 · see citing works
A Model of Advertising and Product Quality
Schmalensee, R. (1978) · Journal of Political Economy · doi:10.1086/260683 · Cited by 437 · see citing works
Dynamic pricing and learning: Historical origins, current research, and new directions
den Boer, A. V. (2015) · Surveys in Operations Research and Management Science · doi:10.1016/j.sorms.2015.03.001 · Cited by 451 · see citing works
Models of Market Organization with Imperfect Information: A Survey
Rothschild, M. (1973) · Journal of Political Economy · doi:10.1086/260128 · Cited by 426 · see citing works
Self-citationRational Overoptimism (and Other Biases)
den Steen, E. V. (2004) · American Economic Review · doi:10.1257/0002828042002697 · Cited by 421 · see citing works
Asset Pricing under Asymmetric Information
Brunnermeier, M. K. (2001) · doi:10.1093/0198296983.001.0001 · Cited by 399 · see citing works
Consumer Privacy and the Market for Customer Information
Taylor, C. R. (2004) · The RAND Journal of Economics · doi:10.2307/1593765 · Cited by 407 · see citing works
An Economist’s Perspective on Probability Matching
Vulkan, N. (2000) · Journal of Economic Surveys · doi:10.1111/1467-6419.00106 · Cited by 401 · see citing works
Strategic Ignorance as a Self-Disciplining Device
Carrillo, J., & Mariotti, T. (2000) · The Review of Economic Studies · doi:10.1111/1467-937x.00142 · Cited by 423 · see citing works
SEQUENTIAL ANALYSIS: SOME CLASSICAL PROBLEMS AND NEW CHALLENGES
Lai, T. L. (2001) · Cited by 319 · see citing works
Radner, R., & Rothschild, M. (1975) · Journal of Economic Theory · doi:10.1016/0022-0531(75)90006-x · Cited by 316 · see citing works
Self-citationNearly Tight Bounds for the Continuum-Armed Bandit Problem
Kleinberg, R. (2004) · Cited by 285 · see citing works
Foundations of Entrepreneurial Strategy
Gans, J. S., Stern, S., & Wu, J. (2016) · Strategic Management Journal · doi:10.1002/smj.3010 · Cited by 285 · see citing works
Optimal Learning by Experimentation
Aghion, P., Bolton, P. G. M., Harris, C., & Jullien, B. (1991) · The Review of Economic Studies · doi:10.2307/2297825 · Cited by 282 · see citing works
Controlling a Stochastic Process with Unknown Parameters
Easley, D. A., & Kiefer, N. M. (1988) · Econometrica · doi:10.2307/1911358 · Cited by 268 · see citing works
Recent Developments in the Economics of Price Discrimination
Armstrong, M. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139052276.006 · Cited by 267 · see citing works
Implementing the “Wisdom of the Crowd”
Kremer, I., Mansour, Y., & Perry, M. (2014) · Journal of Political Economy · doi:10.1086/676597 · Cited by 259 · see citing works
On the origin of shared beliefs (and corporate culture)
den Steen, E. V. (2010) · The RAND Journal of Economics · doi:10.1111/j.1756-2171.2010.00114.x · Cited by 252 · see citing works
Learning and Strategic Pricing
Bergemann, D., & Välimäki, J. (1996) · Econometrica · doi:10.2307/2171959 · Cited by 238 · see citing works
Chen, M., & Chen, Z. (2014) · Production and Operations Management · doi:10.1111/poms.12295 · Cited by 228 · see citing works
On the (Surprising) Sufficiency of Linear Models for Dynamic Pricing with Demand Learning
Besbes, O., & Zeevi, A. J. (2015) · Management Science · doi:10.1287/mnsc.2014.2031 · Cited by 225 · see citing works
Equilibrium Price Distributions
Rob, R. (1985) · The Review of Economic Studies · doi:10.2307/2297666 · Cited by 222 · see citing works
A Survey of Some Results in Stochastic Adaptive Control
Kumar, P. R. (1985) · SIAM Journal on Control and Optimization · doi:10.1137/0323023 · Cited by 217 · see citing works
On designing economic agents that behave like human agents
Arthur, W. B. (1993) · Journal of Evolutionary Economics · doi:10.1007/bf01199986 · Cited by 208 · see citing works
Berk-Nash Equilibrium: A Framework for Modeling Agents With Misspecified Models
Esponda, I., & Pouzo, D. (2016) · Econometrica · doi:10.3982/ecta12609 · Cited by 207 · see citing works
Bayesian Dynamic Pricing Policies: Learning and Earning Under a Binary Prior Distribution
Harrison, J. M., Keskin, N. B., & Zeevi, A. J. (2011) · Management Science · doi:10.1287/mnsc.1110.1426 · Cited by 185 · see citing works
Optimal Experimentation in a Changing Environment
Keller, G., & Rady, S. (1999) · The Review of Economic Studies · doi:10.1111/1467-937x.00095 · Cited by 200 · see citing works
Steady State Learning and Nash Equilibrium
Fudenberg, D., & Levine, D. K. (1993) · Econometrica · doi:10.2307/2951717 · Cited by 193 · see citing works
Dynamic Online Pricing with Incomplete Information Using Multiarmed Bandit Experiments
Misra, K., Schwartz, E. M., & Abernethy, J. (2019) · Marketing Science · doi:10.1287/mksc.2018.1129 · Cited by 183 · see citing works
Tackling climate change with machine learning
Rolnick, D., Donti, P. L., Kaack, L. H., Kochanski, K., Lacoste, A., Sankaran, K., Ross, A. S., Milojevic-Dupont, N., Jaques, N., Waldman-Brown, A., et al. (2023) · ACM Computing Surveys · doi:10.1145/3485128 · Cited by 336 · see citing works
Schlag, K. H. (1999) · Journal of Mathematical Economics · doi:10.1016/s0304-4068(97)00068-2 · Cited by 186 · see citing works
Learning from Coarse Information: Biased Contests and Career Profiles
Meyer, M. (1991) · The Review of Economic Studies · doi:10.2307/2298043 · Cited by 171 · see citing works
The Benefits of Forced Experimentation: Striking Evidence from the London Underground Network*
Larcom, S. T., Rauch, F., & Willems, T. (2017) · The Quarterly Journal of Economics · doi:10.1093/qje/qjx020 · Cited by 167 · see citing works
Occupational Matching: A Test of Sorts
McCall, B. P. (1990) · Journal of Political Economy · doi:10.1086/261668 · Cited by 167 · see citing works
Recommender Systems as Mechanisms for Social Learning*
Che, Y., & Hörner, J. (2017) · The Quarterly Journal of Economics · doi:10.1093/qje/qjx044 · Cited by 166 · see citing works
Reinforcement Learning in Economics and Finance
Arthur Charpentier, A., Élie, R., & Remlinger, C. (2021) · Computational Economics · doi:10.1007/s10614-021-10119-4 · Cited by 164 · see citing works
Price dispersion and incomplete learning in the long run
McLennan, A. (1984) · Journal of Economic Dynamics and Control · doi:10.1016/0165-1889(84)90023-x · Cited by 159 · see citing works
Tortoises and Hares: Choice Among Technologies of Unknown Merit
Cowan, R. (1991) · The Economic Journal · doi:10.2307/2233856 · Cited by 156 · see citing works
Selective Trials: A Principal-Agent Approach to Randomized Controlled Experiments
Chassang, S., Miquel, G. P. I., & Snowberg, E. (2012) · American Economic Review · doi:10.1257/aer.102.4.1279 · Cited by 154 · see citing works
A DYNAMIC OLIGOPOLY STRUCTURAL MODEL FOR THE PRESCRIPTION DRUG MARKET AFTER PATENT EXPIRATION*
Ching, A. T. (2010) · International Economic Review · doi:10.1111/j.1468-2354.2010.00615.x · Cited by 136 · see citing works
Technical Note—Dynamic Pricing and Demand Learning with Limited Price Experimentation
Cheung, W. C., Simchi‐Levi, D., & Wang, H. (2017) · Operations Research · doi:10.1287/opre.2017.1629 · Cited by 148 · see citing works
Optimal Contracts for Experimentation
Halac, M., Kartik, N., & Liu, Q. (2016) · The Review of Economic Studies · doi:10.1093/restud/rdw013 · Cited by 140 · see citing works
An Intertemporal Model of Industrial Exit
Frank, M. Z. (1988) · The Quarterly Journal of Economics · doi:10.2307/1885116 · Cited by 145 · see citing works
Bergemann, D., & Välimäki, J. (2000) · The Review of Economic Studies · doi:10.1111/1467-937x.00128 · Cited by 134 · see citing works
Building Routines: Learning, Cooperation, and the Dynamics of Incomplete Relational Contracts
Chassang, S. (2010) · American Economic Review · doi:10.1257/aer.100.1.448 · Cited by 133 · see citing works
Ali, S. N. (2011) · The Quarterly Journal of Economics · doi:10.1093/qje/qjr014 · Cited by 151 · see citing works
Cohen, M. C., Lobel, I., & Leme, R. P. (2020) · Management Science · doi:10.1287/mnsc.2019.3485 · Cited by 140 · see citing works
Strategic experimentation with Poisson bandits
Keller, G., & Rady, S. (2010) · Theoretical Economics · doi:10.3982/te595 · Cited by 127 · see citing works
A Decentralized Market with Common Values Uncertainty: Non-Steady States
Blouin, M. R., & Serrano, R. (2001) · The Review of Economic Studies · doi:10.1111/1467-937x.00171 · Cited by 124 · see citing works
Arthur, W. B., & Lane, D. A. (1993) · Structural Change and Economic Dynamics · doi:10.1016/0954-349x(93)90006-6 · Cited by 122 · see citing works
Job Hazards and Worker Quit Rates: An Analysis of Adaptive Worker Behavior
Viscus, W. K. (1979) · International Economic Review · doi:10.2307/2526415 · Cited by 122 · see citing works
Wages, Separations, and Job Tenure: On-the-Job Specific Training or Matching?
Mortensen, D. T. (1988) · Journal of Labor Economics · doi:10.1086/298191 · Cited by 121 · see citing works
Incentives for experimenting agents
Hörner, J., & Samuelson, L. (2013) · The RAND Journal of Economics · doi:10.1111/1756-2171.12039 · Cited by 118 · see citing works
Is Sympathy an Economic Value? Philosophy, Economics, and the Contingent Valuation Method
Milgrom, P. (1993) · Contributions to economic analysis · doi:10.1016/b978-0-444-81469-2.50017-1 · Cited by 118 · see citing works
Just Starting Out: Learning and Equilibrium in a New Market
Doraszelski, U., Lewis, G. M., & Pakes, A. (2018) · American Economic Review · doi:10.1257/aer.20160177 · Cited by 113 · see citing works
Subjective games and equilibria
Kalai, E., & Ehud Lehrer, A. (1995) · Games and Economic Behavior · doi:10.1016/s0899-8256(05)80019-3 · Cited by 117 · see citing works
Reputation and Survival: Learning in a Dynamic Signalling Model
Bar‐Isaac, H. (2003) · The Review of Economic Studies · doi:10.1111/1467-937x.00243 · Cited by 116 · see citing works
Optimal learning and experimentation in bandit problems
Brezzi, M., & Lai, T. L. (2002) · Journal of Economic Dynamics and Control · doi:10.1016/s0165-1889(01)00028-8 · Cited by 109 · see citing works
Negatively Correlated Bandits∗
Discussion, M., Fakultät, V., Klein, N. A., & Rady, S. (2008) · Cited by 104 · see citing works
Bubbles, Crises, and Heterogeneous Beliefs
Xiong, W. A. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139151184.033 · Cited by 103 · see citing works
Learning from Others: A Welfare Analysis
Vives, X. (1997) · Games and Economic Behavior · doi:10.1006/game.1997.0562 · Cited by 103 · see citing works
Payoff Assessments without Probabilities: A Simple Dynamic Model of Choice
Sarin, R., & Vahid, F. (1999) · Games and Economic Behavior · doi:10.1006/game.1998.0702 · Cited by 101 · see citing works
A Sequential Study of Migration and Job Search
McCall, B. P., & McCall, J. J. (1987) · Journal of Labor Economics · doi:10.1086/298157 · Cited by 97 · see citing works
A Structured Multiarmed Bandit Problem and the Greedy Policy
Mersereau, A. J., Rusmevichientong, P., & Tsitsiklis, J. N. (2009) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2009.2031725 · Cited by 93 · see citing works
Satisficing: Integrating Two Traditions
Artinger, F. M., Gigerenzer, G., & Jacobs, P. (2022) · Journal of Economic Literature · doi:10.1257/jel.20201396 · Cited by 90 · see citing works
Understanding Doctor Decision Making: The Case of Depression Treatment
Currie, J., & MacLeod, W. B. (2020) · Econometrica · doi:10.3982/ecta16591 · Cited by 90 · see citing works
Learning in mis-specified models and the possibility of cycles
Nyarko, Y. (1991) · Journal of Economic Theory · doi:10.1016/0022-0531(91)90047-8 · Cited by 92 · see citing works
Consequences of misspecified mental models: Contrasting effects and the role of cognitive fit
Martignoni, D., Menon, A. R., & Siggelkow, N. (2015) · Strategic Management Journal · doi:10.1002/smj.2479 · Cited by 90 · see citing works
Social Learning in One-Arm Bandit Problems
Rosenberg, D., Solan, E., & Vieille, N. (2007) · Econometrica · doi:10.1111/j.1468-0262.2007.00807.x · Cited by 89 · see citing works
Dynamic pricing models for electronic business
Narahari, Y., Raju, C. V. L., Ravikumar, K., & Shah, S. (2005) · Sadhana · doi:10.1007/bf02706246 · Cited by 88 · see citing works
A survey on the bandit problem with switching costs
Jun, T. (2004) · De Economist · doi:10.1007/s10645-004-2477-z · Cited by 88 · see citing works
Bryan, K. A., & Lemus, J. (2017) · Journal of Economic Theory · doi:10.1016/j.jet.2017.09.005 · Cited by 87 · see citing works
An experimental analysis of the bandit problem
Banks, J. S., Olson, M. A., & Porter, D. (1997) · Economic Theory · doi:10.1007/s001990050146 · Cited by 85 · see citing works
Actively Learning About Demand and the Dynamics of Price Adjustment
Balvers, R. J., & Cosimano, T. F. (1990) · The Economic Journal · doi:10.2307/2233664 · Cited by 85 · see citing works
Robinson, J. A. (1998) · The Journal of Policy Reform · doi:10.1080/13841289808523372 · Cited by 84 · see citing works
Dynamic monopoly pricing and herding
Bose, S., Orosel, G. O., Ottaviani, M., & Vesterlund, L. (2006) · The RAND Journal of Economics · doi:10.1111/j.1756-2171.2006.tb00063.x · Cited by 83 · see citing works
RIGID PRICES: EVIDENCE FROM U.S. SCANNER DATA
Campbell, J. R., & Eden, B. (2014) · International Economic Review · doi:10.1111/iere.12055 · Cited by 82 · see citing works
Optimal Learning Before Choice
Ke, T. T., & Villas‐Boas, J. M. (2016) · Journal of Economic Theory · doi:10.1016/j.jet.2019.01.005 · Cited by 82 · see citing works
Optimal Control of an Unknown Linear Process with Learning
Kiefer, N. M., & Nyarko, Y. (1989) · International Economic Review · doi:10.2307/2526776 · Cited by 82 · see citing works
The Genetic‐Causal Tradition and Modern Economic Theory
Cowan, R., & Rizzo, M. J. (1996) · Kyklos · doi:10.1111/j.1467-6435.1996.tb01398.x · Cited by 81 · see citing works
Axell, B. (1977) · Scandinavian Journal of Economics · doi:10.2307/3439565 · Cited by 81 · see citing works
Lee, D., & den Steen, E. V. (2009) · Management Science · doi:10.1287/mnsc.1090.1101 · Cited by 80 · see citing works
Why Imitate, and if so, How? Exploring a Model of Social EvolutionPreprint
Schlag, K. H. (2010) · RePEc: Research Papers in Economics · Cited by 80 · see citing works
On industry life-cycles: delay, entry, and shakeout in beer brewing
Horvath, M., Schivardi, F., & Woywode, M. (2001) · International Journal of Industrial Organization · doi:10.1016/s0167-7187(01)00062-5 · Cited by 79 · see citing works
Multi‐Armed Bandits, Gittins Index, and its Calculation
Chakravorty, J., & Mahajan, A. (2014) · Wiley eBooks · doi:10.1002/9781118596333.ch24 · Cited by 80 · see citing works
Exercises in Conjectural Equilibria
Hahn, F. H. (1978) · Palgrave Macmillan UK eBooks · doi:10.1007/978-1-349-03917-3_4 · Cited by 77 · see citing works
Decision Theoretic Approaches to Experiment Design and External Validity
Banerjee, A., Chassang, S., & Snowberg, E. (2017) · Handbook of economic field experiments · doi:10.1016/bs.hefe.2016.08.005 · Cited by 76 · see citing works
A Theory of Experimenters: Robustness, Randomization, and Balance
Banerjee, A., Chassang, S., Montero, S., & Snowberg, E. (2020) · American Economic Review · doi:10.1257/aer.20171634 · Cited by 76 · see citing works
Dynamic Pricing and Demand Learning with Limited Price ExperimentationPreprint
Cheung, W. C., Simchi‐Levi, D., & Wang, H. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.2457296 · Cited by 75 · see citing works
- Authors
- Rothschild, M.
- Affiliations
- Princeton University (US)
- Corresponding author
- Rothschild, Michael
- Venue
- Journal of Economic Theory
- Publisher
- Elsevier BV
- Published
- 1974-10
- Volume
- 9
- Issue
- 2
- Pages
- 185-202
- ISSN
- 0022-0531 (ISSN-L)
- OpenAlex
- W2045097767
- Cited by
- 618
- References
- 19
- Citations by year
- 2026: 13 · 2025: 12 · 2024: 16 · 2023: 9 · 2022: 23 · 2021: 15 · 2020: 17 · 2019: 23 · 2018: 24 · 2017: 24 · 2016: 31 · 2015: 22 · 2014: 23 · 2013: 23 · 2012: 17
- FWCI
- 6.03
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Economic Theory (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Advanced Bandit Algorithms Research
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Game Theory and Applications
- Keywords
- two-armed bandit, market pricing, effort provision, belief updating, innate talent, effortful control, switching behavior, perseverance, procrastination, confidence, educational psychology
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