--- title: "Meaning & Key Takeaway of: heuristic that favors simpler…" description: "\"“heuristic that favors simpler answers—with fewer factors, or less computation—offers precisely these “less is more”\" — Brian Christian" image: "https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg" --- # heuristic that favors simpler answers—with fewer factors… ![“heuristic that favors simpler answers—with fewer factors, or less computation—offers precisely these “less is more” quote by Brian Christian](https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg) [Download](https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg) [Open image](https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg) > ““heuristic that favors simpler answers—with fewer factors, or less computation—offers precisely these “less is more”” [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Simpler solutions with fewer variables often yield better results, embodying the “less is more” principle. **In simple terms:** Simplicity can be more effective. Key Takeaway Prefer simpler approaches when possible. Themes simplicity efficiency problem solving Mood thoughtful analytical Type philosophical practical When to use this quote - software design - decision making - education - personal productivity Key Concepts Occam's razor cognitive load reduction Questions to Reflect On - When does simplicity hinder accuracy? - How to balance simplicity and completeness? A Different Perspective Complex problems may need nuance despite simplicity. ★ ★ ★ ★ ★ No ratings yet [Favors Simpler](https://sms4smile.com/quotes/about/favors-simpler-2044260/) [Fewer Factors](https://sms4smile.com/quotes/about/fewer-factors-2044263/) [Heuristic](https://sms4smile.com/quotes/about/heuristic-931163/) [Heuristic Favors](https://sms4smile.com/quotes/about/heuristic-favors-2044261/) [Simpler Answers](https://sms4smile.com/quotes/about/simpler-answers-2044262/) ## Related quotes > [“The conclusion is that the ease with which instances come to mind is a System 1 heuristic, which is replaced by a focus on…](https://sms4smile.com/quotes/daniel-kahneman/the-conclusion-is-that-the-ease-with-which-instances-come-to-mind-is/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [Of course, this is a heuristic, which is a fancy way of saying that it doesn't work.](https://sms4smile.com/quotes/mark-jason-dominus/of-course-this-is-a-heuristic-which-is-a-fancy-way-of-saying-that-it/) [Mark Jason Dominus](https://sms4smile.com/quotes/author/mark-jason-dominus/) > [The psychologist Gerd Gigerenzer has a simple heuristic. Never ask the doctor what you should do. Ask him what he would do if he…](https://sms4smile.com/quotes/nassim-nicholas-taleb/the-psychologist-gerd-gigerenzer-has-a-simple-heuristic-never-ask-the/) [Nassim Nicholas Taleb](https://sms4smile.com/quotes/author/nassim-nicholas-taleb/) > [Research programmes, besides their negative heuristic, are also characterized by their positive heuristic.](https://sms4smile.com/quotes/imre-lakatos/research-programmes-besides-their-negative-heuristic-are-also/) [Imre Lakatos](https://sms4smile.com/quotes/author/imre-lakatos/) > [“There is voluminous evidence that exclusive reliance on heuristic processing tendencies of Type I sometimes results in suboptimal responding (Baron, 2008; Evans, 2007a; Gilovich,…](https://sms4smile.com/quotes/keith-e-stanovich/there-is-voluminous-evidence-that-exclusive-reliance-on-heuristic/) [Keith E. Stanovich](https://sms4smile.com/quotes/author/keith-e-stanovich/) > [“Most people give substantial weight to anecdotal evidence, perhaps so much that it will cancel out positive recommendations found in consumer reports. People's tendency…](https://sms4smile.com/quotes/barry-schwartz/most-people-give-substantial-weight-to-anecdotal-evidence-perhaps-so/) [Barry Schwartz](https://sms4smile.com/quotes/author/barry-schwartz/) > [By their very nature, heuristic shortcuts will produce biases, and that is true for both humans and artificial intelligence, but the heuristics of AI…](https://sms4smile.com/quotes/daniel-kahneman/by-their-very-nature-heuristic-shortcuts-will-produce-biases-and-that/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“An algorithm gives you the instructions directly. A heuristic tells you how to discover the instructions for yourself, or at least where to look…](https://sms4smile.com/quotes/steve-mcconnell/an-algorithm-gives-you-the-instructions-directly-a-heuristic-tells/) [Steve McConnell](https://sms4smile.com/quotes/author/steve-mcconnell/) > [“For example, students of policy have noted that the availability heuristic helps explain why some issues are highly salient in the public’s mind while…](https://sms4smile.com/quotes/daniel-kahneman/for-example-students-of-policy-have-noted-that-the-availability/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [Heuristic is an algorithm in a clown suit. It’s less predictable, it’s more fun, and it comes without a 30-day, money-back guarantee.](https://sms4smile.com/quotes/steve-mcconnell/heuristic-is-an-algorithm-in-a-clown-suit-it-s-less-predictable-it-s/) [Steve McConnell](https://sms4smile.com/quotes/author/steve-mcconnell/) > [The materialistic point of view in psychology can claim, at best, only the value of an heuristic hypothesis.](https://sms4smile.com/quotes/wilhelm-wundt/the-materialistic-point-of-view-in-psychology-can-claim-at-best-only/) [Wilhelm Wundt](https://sms4smile.com/quotes/author/wilhelm-wundt/) > [“(from chapter 29, "Write In a Book What You See") "heuristic writing - writing to explore and discover what I didn't know. Writing as…](https://sms4smile.com/quotes/eugene-h-peterson/from-chapter-29-write-in-a-book-what-you-see-heuristic-writing/) [Eugene H. Peterson](https://sms4smile.com/quotes/author/eugene-h-peterson/) > [“The answer was straightforward: instances of the class will be retrieved from memory, and if retrieval is easy and fluent, the category will be…](https://sms4smile.com/quotes/daniel-kahneman/the-answer-was-straightforward-instances-of-the-class-will-be/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“people rely on a limited number of heuristic principles which reduce the complex tasks of assessing probabilities and predicting values to simpler judgmental operations.…](https://sms4smile.com/quotes/daniel-kahneman/people-rely-on-a-limited-number-of-heuristic-principles-which-reduce/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“On another occasion, Amos and I wondered about the rate of divorce among professors in our university. We noticed that the question triggered a…](https://sms4smile.com/quotes/daniel-kahneman/on-another-occasion-amos-and-i-wondered-about-the-rate-of-divorce/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) ## More by Brian Christian > [“Though all Christians start a wedding invitation by solemnly declaring their marriage is due to special Divine arrangement, I, as a philosopher, would like…](https://sms4smile.com/quotes/brian-christian/though-all-christians-start-a-wedding-invitation-by-solemnly/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“It’s fairly intuitive that never exploring is no way to live. But it’s also worth mentioning that never exploiting can be every bit as…](https://sms4smile.com/quotes/brian-christian/it-s-fairly-intuitive-that-never-exploring-is-no-way-to-live-but-it-s/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“Forrest Gander: "Maybe the best we can do is try to leave ourselves unprotected. To keep brushing off habits, how we see things and…](https://sms4smile.com/quotes/brian-christian/forrest-gander-maybe-the-best-we-can-do-is-try-to-leave-ourselves/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“We asked Shoup if his research allows him to optimize his own commute, through the Los Angeles traffic to his office at UCLA. Does…](https://sms4smile.com/quotes/brian-christian/we-asked-shoup-if-his-research-allows-him-to-optimize-his-own-commute/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“look no further than Peter A. Lawrence’s developmental biology text The Making of a Fly, which in April 2011 was selling for $23,698,655.93 (plus…](https://sms4smile.com/quotes/brian-christian/look-no-further-than-peter-a-lawrence-s-developmental-biology-text/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“Though time management seems a problem as old as time itself, the science of scheduling began in the machine shops of the industrial revolution.…](https://sms4smile.com/quotes/brian-christian/though-time-management-seems-a-problem-as-old-as-time-itself-the/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“the math tells us why: the unknown has a chance of being better”](https://sms4smile.com/quotes/brian-christian/the-math-tells-us-why-the-unknown-has-a-chance-of-being-better/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“There is no such thing as absolute certainty, but there is assurance sufficient for the purposes of human life. —JOHN STUART MILL”](https://sms4smile.com/quotes/brian-christian/there-is-no-such-thing-as-absolute-certainty-but-there-is-assurance/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [Pleasantries are low entropy, biased so far that they stop being an earnest inquiry and become ritual. Ritual has its virtues, of course, and…](https://sms4smile.com/quotes/brian-christian/pleasantries-are-low-entropy-biased-so-far-that-they-stop-being-an/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“What a familiarity with the construction of Turing test bots had begun to show me was that we fail - again and again- to…](https://sms4smile.com/quotes/brian-christian/what-a-familiarity-with-the-construction-of-turing-test-bots-had/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“We say “brain fart” when we should really say “cache miss.”](https://sms4smile.com/quotes/brian-christian/we-say-brain-fart-when-we-should-really-say-cache-miss/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“When our expectations are uncertain and the data are noisy, the best bet is to paint with a broad brush”](https://sms4smile.com/quotes/brian-christian/when-our-expectations-are-uncertain-and-the-data-are-noisy-the-best/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“Computer scientists have been working on finding this balance for more than fifty years. They even have a name for it: the explore/exploit tradeoff.”](https://sms4smile.com/quotes/brian-christian/computer-scientists-have-been-working-on-finding-this-balance-for/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“We go through digital life, in the twenty-first century, with our guards up. All communication is a Turing test. All communication is suspect.”](https://sms4smile.com/quotes/brian-christian/we-go-through-digital-life-in-the-twenty-first-century-with-our/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) > [“exploration is gathering information, and exploitation is using the information”](https://sms4smile.com/quotes/brian-christian/exploration-is-gathering-information-and-exploitation-is-using-the/) [Brian Christian](https://sms4smile.com/quotes/author/brian-christian/) [Explore all 67 Brian Christian quotes ](https://sms4smile.com/quotes/author/brian-christian/) ## More Heuristic quotes > [“The conclusion is that the ease with which instances come to mind is a System 1 heuristic, which is replaced by a focus on…](https://sms4smile.com/quotes/daniel-kahneman/the-conclusion-is-that-the-ease-with-which-instances-come-to-mind-is/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“people rely on a limited number of heuristic principles which reduce the complex tasks of assessing probabilities and predicting values to simpler judgmental operations.…](https://sms4smile.com/quotes/daniel-kahneman/people-rely-on-a-limited-number-of-heuristic-principles-which-reduce/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“The answer was straightforward: instances of the class will be retrieved from memory, and if retrieval is easy and fluent, the category will be…](https://sms4smile.com/quotes/daniel-kahneman/the-answer-was-straightforward-instances-of-the-class-will-be/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“(from chapter 29, "Write In a Book What You See") "heuristic writing - writing to explore and discover what I didn't know. Writing as…](https://sms4smile.com/quotes/eugene-h-peterson/from-chapter-29-write-in-a-book-what-you-see-heuristic-writing/) [Eugene H. Peterson](https://sms4smile.com/quotes/author/eugene-h-peterson/) > [The materialistic point of view in psychology can claim, at best, only the value of an heuristic hypothesis.](https://sms4smile.com/quotes/wilhelm-wundt/the-materialistic-point-of-view-in-psychology-can-claim-at-best-only/) [Wilhelm Wundt](https://sms4smile.com/quotes/author/wilhelm-wundt/) > [Heuristic is an algorithm in a clown suit. It’s less predictable, it’s more fun, and it comes without a 30-day, money-back guarantee.](https://sms4smile.com/quotes/steve-mcconnell/heuristic-is-an-algorithm-in-a-clown-suit-it-s-less-predictable-it-s/) [Steve McConnell](https://sms4smile.com/quotes/author/steve-mcconnell/) > [“For example, students of policy have noted that the availability heuristic helps explain why some issues are highly salient in the public’s mind while…](https://sms4smile.com/quotes/daniel-kahneman/for-example-students-of-policy-have-noted-that-the-availability/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“An algorithm gives you the instructions directly. A heuristic tells you how to discover the instructions for yourself, or at least where to look…](https://sms4smile.com/quotes/steve-mcconnell/an-algorithm-gives-you-the-instructions-directly-a-heuristic-tells/) [Steve McConnell](https://sms4smile.com/quotes/author/steve-mcconnell/) > [By their very nature, heuristic shortcuts will produce biases, and that is true for both humans and artificial intelligence, but the heuristics of AI…](https://sms4smile.com/quotes/daniel-kahneman/by-their-very-nature-heuristic-shortcuts-will-produce-biases-and-that/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) > [“Most people give substantial weight to anecdotal evidence, perhaps so much that it will cancel out positive recommendations found in consumer reports. People's tendency…](https://sms4smile.com/quotes/barry-schwartz/most-people-give-substantial-weight-to-anecdotal-evidence-perhaps-so/) [Barry Schwartz](https://sms4smile.com/quotes/author/barry-schwartz/) > [“There is voluminous evidence that exclusive reliance on heuristic processing tendencies of Type I sometimes results in suboptimal responding (Baron, 2008; Evans, 2007a; Gilovich,…](https://sms4smile.com/quotes/keith-e-stanovich/there-is-voluminous-evidence-that-exclusive-reliance-on-heuristic/) [Keith E. Stanovich](https://sms4smile.com/quotes/author/keith-e-stanovich/) > [Research programmes, besides their negative heuristic, are also characterized by their positive heuristic.](https://sms4smile.com/quotes/imre-lakatos/research-programmes-besides-their-negative-heuristic-are-also/) [Imre Lakatos](https://sms4smile.com/quotes/author/imre-lakatos/) > [The psychologist Gerd Gigerenzer has a simple heuristic. Never ask the doctor what you should do. Ask him what he would do if he…](https://sms4smile.com/quotes/nassim-nicholas-taleb/the-psychologist-gerd-gigerenzer-has-a-simple-heuristic-never-ask-the/) [Nassim Nicholas Taleb](https://sms4smile.com/quotes/author/nassim-nicholas-taleb/) > [Of course, this is a heuristic, which is a fancy way of saying that it doesn't work.](https://sms4smile.com/quotes/mark-jason-dominus/of-course-this-is-a-heuristic-which-is-a-fancy-way-of-saying-that-it/) [Mark Jason Dominus](https://sms4smile.com/quotes/author/mark-jason-dominus/) > [“On another occasion, Amos and I wondered about the rate of divorce among professors in our university. We noticed that the question triggered a…](https://sms4smile.com/quotes/daniel-kahneman/on-another-occasion-amos-and-i-wondered-about-the-rate-of-divorce/) [Daniel Kahneman](https://sms4smile.com/quotes/author/daniel-kahneman/) [Browse all 16 Heuristic quotes ](https://sms4smile.com/quotes/about/heuristic-931163/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "“heuristic that favors simpler answers—with fewer factors, or less computation—offers precisely these “less is more”", "creator": { "@type": "Person", "name": "Brian Christian" }, "isPartOf": { "@id": "https://sms4smile.com/quotes/#website" }, "url": "https://sms4smile.com/quotes/brian-christian/heuristic-that-favors-simpler-answers-with-fewer-factors-or-less/", "about": { "@type": "Thing", "name": "Heuristic" }, "@id": "https://sms4smile.com/quotes/brian-christian/heuristic-that-favors-simpler-answers-with-fewer-factors-or-less/#quotation", "image": { "@type": "ImageObject", "@id": "https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg", "contentUrl": "https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg", "url": "https://sms4smile.com/quotes/i/1ab/brian-christian-10142_heuristic_heuristic-that-favors-simpler-answers-wi_2613015.jpg", "width": 1080, "height": 1080, "caption": "“heuristic that favors simpler answers—with fewer factors, or less computation—offers precisely these “less…” — Brian Christian", "creditText": "SMS4Smile Quotes", "creator": { "@id": "https://sms4smile.com/quotes/#organization" } } }, { "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://sms4smile.com/" }, { "@type": "ListItem", "position": 2, "name": "Quotes", "item": "https://sms4smile.com/quotes/" }, { "@type": "ListItem", "position": 3, "name": "Brian Christian", "item": "https://sms4smile.com/quotes/author/brian-christian/" }, { "@type": "ListItem", "position": 4, "name": "“heuristic that favors simpler answers—with fewer...", "item": "https://sms4smile.com/quotes/brian-christian/heuristic-that-favors-simpler-answers-with-fewer-factors-or-less/" } ], "@id": "https://sms4smile.com/quotes/brian-christian/heuristic-that-favors-simpler-answers-with-fewer-factors-or-less/#breadcrumb" }, { "@type": "WebSite", "@id": "https://sms4smile.com/quotes/#website", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "publisher": { "@id": "https://sms4smile.com/quotes/#organization" } }, { "@type": "Organization", "@id": "https://sms4smile.com/quotes/#organization", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "logo": { "@type": "ImageObject", "url": "https://sms4smile.com/quotes/wp-content/themes/sq/assets/icons/icon-512.png", "width": 512, "height": 512 } } ] } ```