--- title: "Meaning & Key Takeaway of: The first finding that jumped out at us…" description: "\"“The first finding that jumped out at us was that it is possible to learn too much ! In the tournament, investing lots of time in learning was not at a..." image: "https://sms4smile.com/quotes/i/7f7/kevin-n-laland-54113_academia_the-first-finding-that-jumped-out-at-us_2583468.jpg" --- # The first finding that jumped out at us was that it is… ![“The first finding that jumped out at us was that it is possible to learn too much ! In the tournament, investing lots of time in learning was not at all effective. In fact, we found a strong negative correlation between the proportion of a strategy's moves that were INNOVATE or OBSERVE, as opposed…” quote by Kevin N Laland](https://sms4smile.com/quotes/i/7f7/kevin-n-laland-54113_academia_the-first-finding-that-jumped-out-at-us_2583468.jpg) [Download](https://sms4smile.com/quotes/i/7f7/kevin-n-laland-54113_academia_the-first-finding-that-jumped-out-at-us_2583468.jpg) [Open image](https://sms4smile.com/quotes/i/7f7/kevin-n-laland-54113_academia_the-first-finding-that-jumped-out-at-us_2583468.jpg) > ““The first finding that jumped out at us was that it is possible to learn too much ! In the tournament, investing lots of time in learning was not at all effective. In fact, we found a strong negative correlation between the proportion of a strategy's moves that were INNOVATE or OBSERVE, as opposed to EXPLOIT, and how well the strategy performed. Successful strategies spent only a small fraction of their time (5-10%) learning, and the bulk of their time caching in on what they had learned, through playing EXPLOIT. Only through playing EXPLOIT can a strategy directly accrue fitness. Hencem every time a strategy chooses to learn new behavior, be it through playing INNOVATE or OBSERVE, there is a cost corresponding to the payoff that would have been received had EXPLOIT been played instead. This implied that the way to get on in life was to do a very quick bit of learning and then EXPLOIT, EXPLOIT, EXPLOIT until you die. That is a sobering lesson for someone like myself who has spent his whole life in school or university.”” [Kevin N Laland](https://sms4smile.com/quotes/author/kevin-n-laland/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Excessive learning time reduces performance; optimal strategy is brief learning followed by extensive exploitation. **In simple terms:** Learn little, exploit much. Key Takeaway Balance learning with execution. Themes learning strategy efficiency Mood analytical pragmatic Type educational strategic When to use this quote - skill training - business processes - AI development Key Concepts cognitive load resource allocation performance optimization Questions to Reflect On - When is continuous learning essential? - How to decide learning vs. exploiting? A Different Perspective May ignore need for continual learning. ★ ★ ★ ★ ★ No ratings yet [Academia](https://sms4smile.com/quotes/about/academia/) [Exploit Playing](https://sms4smile.com/quotes/about/exploit-playing-1798021/) [Exploit Strategy](https://sms4smile.com/quotes/about/exploit-strategy-1798018/) [Innovate](https://sms4smile.com/quotes/about/innovate/) [Innovation](https://sms4smile.com/quotes/about/innovation/) [Learning Exploit](https://sms4smile.com/quotes/about/learning-exploit-1798020/) [Observe](https://sms4smile.com/quotes/about/observe/) [Playing Exploit](https://sms4smile.com/quotes/about/playing-exploit-1798022/) [Playing Innovate](https://sms4smile.com/quotes/about/playing-innovate-1798019/) [Strategy](https://sms4smile.com/quotes/about/strategy/) [Time](https://sms4smile.com/quotes/about/time/) [Whole life](https://sms4smile.com/quotes/about/whole-life/) ## Related quotes > [“Word spread quickly: The visitor wished to address the scholars. 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Navarro](https://sms4smile.com/quotes/author/d-e-navarro/) > [“Chivalry in academia is dead.”](https://sms4smile.com/quotes/sylvain-reynard/chivalry-in-academia-is-dead/) [Sylvain Reynard](https://sms4smile.com/quotes/author/sylvain-reynard/) > [What do you call a co-worker these days? Neither teammate nor confederate will do, and partner is too legalistic. The answer brought from academia…](https://sms4smile.com/quotes/william-safire/what-do-you-call-a-co-worker-these-days-neither-teammate-nor/) [William Safire](https://sms4smile.com/quotes/author/william-safire/) > [There is this tremendous body of knowledge in the world of academia where extraordinary numbers of incredibly thoughtful people have taken the time to…](https://sms4smile.com/quotes/malcolm-gladwell/there-is-this-tremendous-body-of-knowledge-in-the-world-of-academia/) [Malcolm Gladwell](https://sms4smile.com/quotes/author/malcolm-gladwell/) > [Almost all scholarly research carries practical and political implications. Better that we should spell these out ourselves than leave that task to people with…](https://sms4smile.com/quotes/stephanie-coontz/almost-all-scholarly-research-carries-practical-and-political/) [Stephanie Coontz](https://sms4smile.com/quotes/author/stephanie-coontz/) > [The number one problem in academia today is not ignorant students but ignorant professors, who have substituted narrow "expertise" and "theoretical sophistication" (a preposterous…](https://sms4smile.com/quotes/camille-paglia/the-number-one-problem-in-academia-today-is-not-ignorant-students-but/) [Camille Paglia](https://sms4smile.com/quotes/author/camille-paglia/) > [Practically everybody (1) overweighs the stuff that can be numbered, because it yields to the statistical techniques they’re taught in academia, and (2) doesn’t…](https://sms4smile.com/quotes/charlie-munger/practically-everybody-1-overweighs-the-stuff-that-can-be-numbered/) [Charlie Munger](https://sms4smile.com/quotes/author/charlie-munger/) > [One can hardly appreciate how academia has perverted its highest tasks and "ideals" without pondering long and hard the implications of Jacques Barzun's House…](https://sms4smile.com/quotes/kenny-smith/one-can-hardly-appreciate-how-academia-has-perverted-its-highest/) [Kenny Smith](https://sms4smile.com/quotes/author/kenny-smith/) > [The approach of intellect or noesis will forever be an effete and limited sort of thing by contrast with the vigor and color of…](https://sms4smile.com/quotes/kenny-smith/the-approach-of-intellect-or-noesis-will-forever-be-an-effete-and/) [Kenny Smith](https://sms4smile.com/quotes/author/kenny-smith/) > [ “See that the mind is honest, first; the rest may follow or not as God wills. \[That\] the fundamental treason to the mind ...… ](https://sms4smile.com/quotes/dorothy-l-sayers/see-that-the-mind-is-honest-first-the-rest-may-follow-or-not-as-god/) [Dorothy L. Sayers](https://sms4smile.com/quotes/author/dorothy-l-sayers/) > [One of the things that's great about New York is that it is not a one-industry town. It has education, academia, the service industry,…](https://sms4smile.com/quotes/sarah-jessica-parker/one-of-the-things-that-s-great-about-new-york-is-that-it-is-not-a-one/) [Sarah Jessica Parker](https://sms4smile.com/quotes/author/sarah-jessica-parker/) > [Society understands the architecture of academia and knows there are relevant qualifications in different fields, and the media accepts the idea of specialisations and…](https://sms4smile.com/quotes/jay-griffiths/society-understands-the-architecture-of-academia-and-knows-there-are/) [Jay Griffiths](https://sms4smile.com/quotes/author/jay-griffiths/) > [“(If you'd like to see it, I've been keeping a log of department meetings ranked according to level of trauma, with a 1 indicating…](https://sms4smile.com/quotes/julie-schumacher-dear-committee-members/if-you-d-like-to-see-it-i-ve-been-keeping-a-log-of-department/) [Julie Schumacher Dear Committee Members](https://sms4smile.com/quotes/author/julie-schumacher-dear-committee-members/) ## More by Kevin N Laland > [“If efficient copying is adaptive, such that natural selection should favor greater and greater reliance on social as opposed to asocial learning, then the…](https://sms4smile.com/quotes/kevin-n-laland/if-efficient-copying-is-adaptive-such-that-natural-selection-should/) [Kevin N Laland](https://sms4smile.com/quotes/author/kevin-n-laland/) > [“Strategies that did well in competition with other strategies were not, however, those that maximized the returns to agents. 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Attendance was voluntary,…](https://sms4smile.com/quotes/laini-taylor/word-spread-quickly-the-visitor-wished-to-address-the-scholars-what/) [Laini Taylor](https://sms4smile.com/quotes/author/laini-taylor/) > [Society understands the architecture of academia and knows there are relevant qualifications in different fields, and the media accepts the idea of specialisations and…](https://sms4smile.com/quotes/jay-griffiths/society-understands-the-architecture-of-academia-and-knows-there-are/) [Jay Griffiths](https://sms4smile.com/quotes/author/jay-griffiths/) > [One of the things that's great about New York is that it is not a one-industry town. 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Sayers](https://sms4smile.com/quotes/author/dorothy-l-sayers/) > [The approach of intellect or noesis will forever be an effete and limited sort of thing by contrast with the vigor and color of…](https://sms4smile.com/quotes/kenny-smith/the-approach-of-intellect-or-noesis-will-forever-be-an-effete-and/) [Kenny Smith](https://sms4smile.com/quotes/author/kenny-smith/) > [One can hardly appreciate how academia has perverted its highest tasks and "ideals" without pondering long and hard the implications of Jacques Barzun's House…](https://sms4smile.com/quotes/kenny-smith/one-can-hardly-appreciate-how-academia-has-perverted-its-highest/) [Kenny Smith](https://sms4smile.com/quotes/author/kenny-smith/) > [Practically everybody (1) overweighs the stuff that can be numbered, because it yields to the statistical techniques they’re taught in academia, and (2) doesn’t…](https://sms4smile.com/quotes/charlie-munger/practically-everybody-1-overweighs-the-stuff-that-can-be-numbered/) [Charlie Munger](https://sms4smile.com/quotes/author/charlie-munger/) > [The number one problem in academia today is not ignorant students but ignorant professors, who have substituted narrow "expertise" and "theoretical sophistication" (a preposterous…](https://sms4smile.com/quotes/camille-paglia/the-number-one-problem-in-academia-today-is-not-ignorant-students-but/) [Camille Paglia](https://sms4smile.com/quotes/author/camille-paglia/) > [Almost all scholarly research carries practical and political implications. 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The answer brought from academia…](https://sms4smile.com/quotes/william-safire/what-do-you-call-a-co-worker-these-days-neither-teammate-nor/) [William Safire](https://sms4smile.com/quotes/author/william-safire/) > [“Chivalry in academia is dead.”](https://sms4smile.com/quotes/sylvain-reynard/chivalry-in-academia-is-dead/) [Sylvain Reynard](https://sms4smile.com/quotes/author/sylvain-reynard/) > [“The tunnel under the wall of intellectual snobbery is the only way back to common sense reality, but most won't find it because it…](https://sms4smile.com/quotes/d-e-navarro/the-tunnel-under-the-wall-of-intellectual-snobbery-is-the-only-way/) [D.E. 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In the tournament, investing lots of time in learning was not at all effective. In fact, we found a strong negative correlation between the proportion of a strategy's moves that were INNOVATE or OBSERVE, as opposed to EXPLOIT, and how well the strategy performed. Successful strategies spent only a small fraction of their time (5-10%) learning, and the bulk of their time caching in on what they had learned, through playing EXPLOIT. Only through playing EXPLOIT can a strategy directly accrue fitness. Hencem every time a strategy chooses to learn new behavior, be it through playing INNOVATE or OBSERVE, there is a cost corresponding to the payoff that would have been received had EXPLOIT been played instead. This implied that the way to get on in life was to do a very quick bit of learning and then EXPLOIT, EXPLOIT, EXPLOIT until you die. 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