--- title: "Meaning & Key Takeaway of: To the extent that you can find ways…" description: "\"To the extent that you can find ways where you're making predictions, there's no substitute for testing yourself on real-world situations that you don'..." image: "https://sms4smile.com/quotes/i/62f/nate-silver-3166_advance_to-the-extent-that-you-can-find-ways-whe_2311707.jpg" --- # To the extent that you can find ways where you're making… ![“To the extent that you can find ways where you're making predictions, there's no substitute for testing yourself on real-world situations that you don't know the answer to in advance.” quote by Nate Silver](https://sms4smile.com/quotes/i/62f/nate-silver-3166_advance_to-the-extent-that-you-can-find-ways-whe_2311707.jpg) [Download](https://sms4smile.com/quotes/i/62f/nate-silver-3166_advance_to-the-extent-that-you-can-find-ways-whe_2311707.jpg) [Open image](https://sms4smile.com/quotes/i/62f/nate-silver-3166_advance_to-the-extent-that-you-can-find-ways-whe_2311707.jpg) > “To the extent that you can find ways where you're making predictions, there's no substitute for testing yourself on real-world situations that you don't know the answer to in advance.” [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Predictive work must be validated against real‑world outcomes; without testing, models remain unproven and potentially misleading. **In simple terms:** Test predictions against reality. Key Takeaway Validate models with real data. Themes prediction testing validation Mood analytical cautious Type technical practical When to use this quote - business decisions - policy making - scientific research Key Concepts statistics machine learning Questions to Reflect On - What real‑world data will you use to test your model? - How do you handle unexpected results? A Different Perspective Testing can be costly and time‑consuming. ★ ★ ★ ★ ★ No ratings yet [Advance](https://sms4smile.com/quotes/about/advance/) [Answer](https://sms4smile.com/quotes/about/answer/) [Answers](https://sms4smile.com/quotes/about/answers/) [Extent](https://sms4smile.com/quotes/about/extent/) [Find](https://sms4smile.com/quotes/about/find/) [Know](https://sms4smile.com/quotes/about/know/) [Knows](https://sms4smile.com/quotes/about/knows/) [Making](https://sms4smile.com/quotes/about/making/) [Making Predictions](https://sms4smile.com/quotes/about/making-predictions-659499/) [Predictions](https://sms4smile.com/quotes/about/predictions/) [Predictions Substitute](https://sms4smile.com/quotes/about/predictions-substitute-5493209/) [Real](https://sms4smile.com/quotes/about/real/) [Real world](https://sms4smile.com/quotes/about/real-world/) [Situation](https://sms4smile.com/quotes/about/situation/) [Situations](https://sms4smile.com/quotes/about/situations/) [Substitute](https://sms4smile.com/quotes/about/substitute/) [Substitutes](https://sms4smile.com/quotes/about/substitutes/) [Testing](https://sms4smile.com/quotes/about/testing/) [Testing Real](https://sms4smile.com/quotes/about/testing-real-5493210/) [Testing yourself](https://sms4smile.com/quotes/about/testing-yourself/) [Way](https://sms4smile.com/quotes/about/way/) [Ways](https://sms4smile.com/quotes/about/ways/) [Where](https://sms4smile.com/quotes/about/where/) [World](https://sms4smile.com/quotes/about/world/) [You](https://sms4smile.com/quotes/about/you/) [Yourself](https://sms4smile.com/quotes/about/yourself/) ## Related quotes > [The thing that people associate with expertise, authoritativeness, kind of with a capital 'A,' don't correlate very well with who's actually good at making…](https://sms4smile.com/quotes/nate-silver/the-thing-that-people-associate-with-expertise-authoritativeness-kind/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [One of the things that I think we have learned is that we should all be very careful about making predictions about the future.](https://sms4smile.com/quotes/william-j-clinton/one-of-the-things-that-i-think-we-have-learned-is-that-we-should-all/) [William J. Clinton](https://sms4smile.com/quotes/author/william-j-clinton/) > [Everybody is making predictions who is going to win. I am no different than you.](https://sms4smile.com/quotes/donald-trump/everybody-is-making-predictions-who-is-going-to-win-i-am-no-different/) [Donald Trump](https://sms4smile.com/quotes/author/donald-trump/) > [Making predictions is tough. Especially for the future.](https://sms4smile.com/quotes/yogi-berra/making-predictions-is-tough-especially-for-the-future/) [Yogi Berra](https://sms4smile.com/quotes/author/yogi-berra/) > [Whatever the truth is about the extent to which truth is respected in the future, it is going to depend partly on what we…](https://sms4smile.com/quotes/julian-baggini/whatever-the-truth-is-about-the-extent-to-which-truth-is-respected-in/) [Julian Baggini](https://sms4smile.com/quotes/author/julian-baggini/) > [For a long time, I have been making many predictions, far in advance, of events since come to pass, naming the particular locality. I…](https://sms4smile.com/quotes/nostradamus/for-a-long-time-i-have-been-making-many-predictions-far-in-advance-of/) [Nostradamus](https://sms4smile.com/quotes/author/nostradamus/) > [“most importantly, this prediction is less of a prophecy and more a way of discussing our present choices. If the discussion makes us choose…](https://sms4smile.com/quotes/yuval-noah-harari/most-importantly-this-prediction-is-less-of-a-prophecy-and-more-a-way/) [Yuval Noah Harari](https://sms4smile.com/quotes/author/yuval-noah-harari/) > [Making predictions is like throwing a dartboard at the fixture list](https://sms4smile.com/quotes/mike-parry/making-predictions-is-like-throwing-a-dartboard-at-the-fixture-list/) [Mike Parry](https://sms4smile.com/quotes/author/mike-parry/) > [“Choices whose outcomes matter even though they are neither deterministic nor completely random surround us all the time. So it is not surprising that…](https://sms4smile.com/quotes/david-christian/choices-whose-outcomes-matter-even-though-they-are-neither/) [David Christian](https://sms4smile.com/quotes/author/david-christian/) > [I'm not keen on making predictions.](https://sms4smile.com/quotes/andrew-flintoff/i-m-not-keen-on-making-predictions/) [Andrew Flintoff](https://sms4smile.com/quotes/author/andrew-flintoff/) > [“the goals are the same: to see the future as multiple possibilities rather than one predetermined outcome; to identify what you do and don’t…](https://sms4smile.com/quotes/charles-duhigg/the-goals-are-the-same-to-see-the-future-as-multiple-possibilities/) [Charles Duhigg](https://sms4smile.com/quotes/author/charles-duhigg/) > [“Our knowledge does not help us to forecast the future, but it makes us more certain that our guesses are the right ones. In…](https://sms4smile.com/quotes/chris-carter/our-knowledge-does-not-help-us-to-forecast-the-future-but-it-makes-us/) [Chris Carter](https://sms4smile.com/quotes/author/chris-carter/) > [“What’s the point of making predictions if they cannot change anything? Some complex systems, such as the weather, are oblivious to our predictions. The…](https://sms4smile.com/quotes/yuval-noah-harari/what-s-the-point-of-making-predictions-if-they-cannot-change-anything/) [Yuval Noah Harari](https://sms4smile.com/quotes/author/yuval-noah-harari/) > [I've ceased making predictions on things because we'll see how they turn out.](https://sms4smile.com/quotes/david-plouffe/i-ve-ceased-making-predictions-on-things-because-we-ll-see-how-they/) [David Plouffe](https://sms4smile.com/quotes/author/david-plouffe/) > [There's no point in making predictions. It's not worth speculating because nothing is set in stone and things change all the time in football.…](https://sms4smile.com/quotes/cristiano-ronaldo/there-s-no-point-in-making-predictions-it-s-not-worth-speculating/) [Cristiano Ronaldo](https://sms4smile.com/quotes/author/cristiano-ronaldo/) ## More by Nate Silver > [Finding patterns is easy in any kind of data-rich environment; that's what mediocre gamblers do. The key is in determining whether the patterns represent…](https://sms4smile.com/quotes/nate-silver/finding-patterns-is-easy-in-any-kind-of-data-rich-environment-that-s/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [Not only does political coverage often lose the signal—it frequently accentuates the noise.](https://sms4smile.com/quotes/nate-silver/not-only-does-political-coverage-often-lose-the-signal-it-frequently/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [“These partisan beliefs can upset the equation in which more information will bring us closer to the truth. A recent study in Nature found…](https://sms4smile.com/quotes/nate-silver/these-partisan-beliefs-can-upset-the-equation-in-which-more/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [I have the same friends and the same bad habits.](https://sms4smile.com/quotes/nate-silver/i-have-the-same-friends-and-the-same-bad-habits/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [I think a lot of journal articles should really be blogs.](https://sms4smile.com/quotes/nate-silver/i-think-a-lot-of-journal-articles-should-really-be-blogs/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [The public is even more pessimistic about the economy than even the most bearish economists are.](https://sms4smile.com/quotes/nate-silver/the-public-is-even-more-pessimistic-about-the-economy-than-even-the/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [I don't think you should limit what you read.](https://sms4smile.com/quotes/nate-silver/i-don-t-think-you-should-limit-what-you-read/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [“But forecasters often resist considering these out-of-sample problems. When we expand our sample to include events further apart from us in time and space,…](https://sms4smile.com/quotes/nate-silver/but-forecasters-often-resist-considering-these-out-of-sample-problems/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [In politics people build whole reputations off of getting one thing right.](https://sms4smile.com/quotes/nate-silver/in-politics-people-build-whole-reputations-off-of-getting-one-thing/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [Well, you know, you're not going to have 86 percent of Congress voted out of office.](https://sms4smile.com/quotes/nate-silver/well-you-know-you-re-not-going-to-have-86-percent-of-congress-voted/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [The quest for certainty in forecasting outcomes can be the enemy of progress.](https://sms4smile.com/quotes/nate-silver/the-quest-for-certainty-in-forecasting-outcomes-can-be-the-enemy-of/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [To be a very, very minor, eighth-tier celebrity, you realize, 'Hey, celebrities are just like us.'](https://sms4smile.com/quotes/nate-silver/to-be-a-very-very-minor-eighth-tier-celebrity-you-realize-hey/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [“Most of you will have heard the maxim "correlation does not imply causation." Just because two variables have a statistical relationship with each other…](https://sms4smile.com/quotes/nate-silver/most-of-you-will-have-heard-the-maxim-correlation-does-not-imply/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [Actually, one of the better indicators historically of how well the stock market will do is just a Gallup poll, when you ask Americans…](https://sms4smile.com/quotes/nate-silver/actually-one-of-the-better-indicators-historically-of-how-well-the/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [You get steely nerves playing poker.](https://sms4smile.com/quotes/nate-silver/you-get-steely-nerves-playing-poker/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) [Explore all 138 Nate Silver quotes ](https://sms4smile.com/quotes/author/nate-silver/) ## More Advance quotes > [I don't think we should tell them what we're going to do in advance. Let them think. Worry. Wonder. 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One of the reasons I spend a lot of time on…](https://sms4smile.com/quotes/kay-redfield-jamison/it-s-more-common-than-not-that-bipolar-illness-will-start-in-the/) [Kay Redfield Jamison](https://sms4smile.com/quotes/author/kay-redfield-jamison/) > [The advance of science spares us from irrational dread.](https://sms4smile.com/quotes/martin-rees/the-advance-of-science-spares-us-from-irrational-dread/) [Martin Rees](https://sms4smile.com/quotes/author/martin-rees/) > [Some companies out there quote a start of production that is substantially in advance of when customers get their cars.](https://sms4smile.com/quotes/elon-musk/some-companies-out-there-quote-a-start-of-production-that-is/) [Elon Musk](https://sms4smile.com/quotes/author/elon-musk/) > [My priority in life is my whanau, followed by my work as an artist, which has blessed me with the ability to provide opportunities…](https://sms4smile.com/quotes/cliff-curtis/my-priority-in-life-is-my-whanau-followed-by-my-work-as-an-artist/) [Cliff Curtis](https://sms4smile.com/quotes/author/cliff-curtis/) > [Others have said it before me. If you don't have a seat at the table, you're probably on the menu. And so it is…](https://sms4smile.com/quotes/elizabeth-warren/others-have-said-it-before-me-if-you-don-t-have-a-seat-at-the-table/) [Elizabeth Warren](https://sms4smile.com/quotes/author/elizabeth-warren/) > [What I have in advance are people I want to write about and a problem or problems that I see those people encountering and…](https://sms4smile.com/quotes/chaim-potok/what-i-have-in-advance-are-people-i-want-to-write-about-and-a-problem/) [Chaim Potok](https://sms4smile.com/quotes/author/chaim-potok/) > [Error is discipline through which we advance.](https://sms4smile.com/quotes/william-ellery-channing/error-is-discipline-through-which-we-advance/) [William Ellery Channing](https://sms4smile.com/quotes/author/william-ellery-channing/) > [I think it's important to earn your fan base and not just try to immediately advance to the top. If you ride to the…](https://sms4smile.com/quotes/jason-mraz/i-think-it-s-important-to-earn-your-fan-base-and-not-just-try-to/) [Jason Mraz](https://sms4smile.com/quotes/author/jason-mraz/) > [The Chinese public is deeply nationalist, which matters to China's unelected political leadership as much as U.S. nationalism does to American politicians. As China…](https://sms4smile.com/quotes/noah-feldman/the-chinese-public-is-deeply-nationalist-which-matters-to-china-s/) [Noah Feldman](https://sms4smile.com/quotes/author/noah-feldman/) > [Some might complain that nuclear disarmament is little more than a dream. But that ignores the very tangible benefits disarmament would bring for all…](https://sms4smile.com/quotes/ban-ki-moon/some-might-complain-that-nuclear-disarmament-is-little-more-than-a/) [Ban Ki-moon](https://sms4smile.com/quotes/author/ban-ki-moon/) > [Let our advance worrying become advance thinking and planning.](https://sms4smile.com/quotes/winston-churchill/let-our-advance-worrying-become-advance-thinking-and-planning/) [Winston Churchill](https://sms4smile.com/quotes/author/winston-churchill/) > [Let us not bankrupt our todays by paying interest on the regrets of yesterday and by borrowing in advance the troubles of tomorrow.](https://sms4smile.com/quotes/ralph-w-sockman-2/let-us-not-bankrupt-our-todays-by-paying-interest-on-the-regrets-of/) [Ralph W. 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