What can 100,000 chess players tell us about improvement?

Authors

  • Andrew Ashman Advanced Technologies Academy
  • Soo Park Advanced Technologies Academy
  • Daoud El Dibani Embry-Riddle Aeronautical University - Nellis

DOI:

https://doi.org/10.47611/jsrhs.v13i3.7508

Keywords:

chess learning

Abstract

The role of memorizing chess openings in achieving mastery has long been debated. This study attempts to prove a relation between exposure to different phases of a chess game and the change in skill over the course of a year. Using the lichess open database, the researcher analyzed game lengths and changes in elo over a one year period for accounts ranging from beginner to advanced. The method isolates length of chess games from the elo measurement to allow for tracking of persistent variables over the period of the year. This allows for the examination of a player’s tendency towards longer or shorter games, which was compared to their change in skill over the year. Contrary to my hypothesis, the results suggest a near zero correlation between length tendency and change in elo relative to peers. 

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References or Bibliography

Armstrong, J. S. (2010). Natural Learning in Higher Education. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1928831

Bobby Fischer on Paul Morphy and how opening theory destroyed chess. (n.d.). Www.youtube.com. https://www.youtube.com/watch?v=P349BdHUxlc

Cheng, I., & Camargo, C. (2023). Machine learning to study patterns in chess games. https://doi.org/10.13140/RG.2.2.30894.52807

Chowdhary, S., Iacopini, I., & Battiston, F. (2023). Quantifying human performance in chess. Scientific Reports, 13(1), 2113. https://doi.org/10.1038/s41598-023-27735-9

De Marzo, G., & Servedio, V. D. P. (2023). Quantifying the complexity and similarity of chess openings using online chess community data. Scientific Reports, 13(1). https://doi.org/10.1038/s41598-023-31658-w

Duplessis, T. (2024). The best free, adless Chess server. Lichess.org. https://lichess.org

Gaschler, R., Progscha, J., Smallbone, K., Ram, N., & Bilalić, M. (2014). Playing off the curve - testing quantitative predictions of skill acquisition theories in development of chess performance. Frontiers in Psychology, 5. https://doi.org/10.3389/fpsyg.2014.00923

Grabner, R. H., Stern, E., & Neubauer, A. C. (2007). Individual differences in chess expertise: A psychometric investigation. Acta Psychologica, 124(3), 398–420. https://doi.org/10.1016/j.actpsy.2006.07.008

Holdaway, C., & Vul, E. (2021). Risk-taking in adversarial games: What can 1 billion online chess games tell us? Proceedings of the Annual Meeting of the Cognitive Science Society, 43. Retrieved from https://escholarship.org/uc/item/403764rd

Holdaway, C., & Vul, E. (2021). Risk-taking in adversarial games: What can 1 billion online chess games tell us? PsyArXiv (OSF Preprints), 43. https://doi.org/10.31234/osf.io/vgpdj

Howard, R. W. (2011). Longitudinal Effects of Different Types of Practice on the Development of Chess Expertise. Applied Cognitive Psychology, 26(3), 359–369. https://doi.org/10.1002/acp.1834

Jonassen, D. H., & Strobel, J. (2006). Modeling for Meaningful Learning. Engaged Learning with Emerging Technologies, 1–27. https://doi.org/10.1007/1-4020-3669-8_1

Kasparov, G. (2010). The Chess Master and the Computer. https://web.mit.edu/6.034/wwwbob/kasparov-article.pdf

King, D. J., & Russell, G. W. (1966). A comparison of rote and meaningful learning of connected meaningful material. Journal of Verbal Learning and Verbal Behavior, 5(5), 478–483. https://doi.org/10.1016/s0022-5371(66)80064-6

Magnus Carlsen – “I don’t quite fit into the usual schemes.” (2011, December 22). Chess News. https://en.chessbase.com/post/magnus-carlsen-i-don-t-quite-fit-into-the-usual-schemes-

Morales, E. M. (1996). LEARNING PLAYING STRATEGIES IN CHESS. Computational Intelligence, 12(1), 65–87. https://doi.org/10.1111/j.1467-8640.1996.tb00253.x

Ross, P. E. (2006). The Expert Mind. Scientific American, 295(2), 64–71. https://www.jstor.org/stable/26068925

The Editors of Encyclopedia Britannica. (2019). Bobby Fischer | Biography & Facts. In Encyclopædia Britannica. https://www.britannica.com/biography/Bobby-Fischer

Van Der Maas, H. L. J., & Wagenmakers, E.-J. (2005). A Psychometric Analysis of Chess Expertise. The American Journal of Psychology, 118(1), 29–60. https://doi.org/10.2307/30039042

Veček, N., Črepinšek, M., Mernik, M., & Hrnčič, D. (2014). A comparison between different chess rating systems for ranking evolutionary algorithms. 511–518. https://doi.org/10.15439/2014F33

Published

08-31-2024

How to Cite

Ashman, A., Park, S., & El Dibani, D. (2024). What can 100,000 chess players tell us about improvement?. Journal of Student Research, 13(3). https://doi.org/10.47611/jsrhs.v13i3.7508

Issue

Section

AP Capstone™ Research