One of the things we did at PayPal was collaborative filtering and machine learning: looking at patterns of human behavior. We used it there to predict when people would try to cheat the system to get money. But you can predict pretty much any behavior with a certain amount of accuracy.
Max Levchin
Related The tragedy of Katrina wasn't the failure to predict the track or to predict the intensity of the st... DARIO MORENO The real power of mass data collection lies in the hand-tailored algorithms capable of sifting, sort... CHELSEA MANNING To predict the behavior of ordinary people in advance, you only have to assume that they will always... FRIEDRICH NIETZSCHE You're trying to predict the behavior of a system that you can't feel and touch very easily. This on... BRIAN DUNFEE The expectation in the Obama Administration, or at least the hope, is that a nuclear deal with the W... DEXTER FILKINS How should I know?" said Alice, surprised at her own courage. "It's no business of mine." The Q... LEWIS CARROLL It is not the words or the actions you should trust, rather the pattern. SHANNON L. ALDER If we have an atom that is in an excited state and so is going to emit a photon, we cannot say when ... RICHARD P. FEYNMAN We're into uncharted waters here. I don't think any of us can really predict exactly when we'll come... LEO MULLIN When we read of human beings behaving in certain ways, with the approval of the author, who gives hi... TS (THOMAS STEARNS) ELIOT When we read of human beings behaving in certain ways, with the approval of the author, who gives hi... T.S. ELIOT It just pops out at you
There's just no way you can ignore it. When an animal performs a particula... ERICH JARVIS When you take the time to understand why your parents did the things they did, you stand a good chan... LISA LING 35. God is entitled to a portion of our income—not because He needs it but because we need to give... JAMES C. DOBSON As mechanistic biologists, we are hoping that by understanding how the virus works at the molecular ... JENNIFER DOUDNA You really can encourage people to behave in certain ways. But if we have plans that depend on human... BARUCH FISCHHOFF It seems to me that you might create any sort of character in a novel and there would be at least on... SōSEKI NATSUME These are pretty natural questions and issues, ... It's a very dynamic area with a lot of things tha... MICHAEL GALLELLI Each of us views life through a different lens. What we think is colored by the baggage we carry, an... LAURIE BUCHANAN, PHD Despite all of our technological advances, content creation still requires time, inspiration, and a ... SHAWN AMOS I spend a lot of my time trying to draw the attention of actors to the minute and subtle details of ... JONATHAN MILLER The head of the hurricane research division, Hugh Willoughby, told me that hurricanologists can pred... ERIK LARSON It's one thing to say when it's going to rain, but how do we know when there's going to be a flood? ... INEZ FUNG We would be naïve to think that we can predict the timing of the upturn. JAMES MORGAN We would be naïve to think that we can predict the timing of the upturn, JAMES MORGAN I liked myths. They weren't adult stories and they weren't children's stories. They were better than... NEIL GAIMAN I think we prefer to go to instant check on an immediate basis and try to accelerate implementing in... NEWT GINGRICH Maybe we can't predict everything, but we can predict some things. For example, I am certainly going... NICOLA YOON Certainly, if you look at human behavior around the world, you have to admit that we can be very agg... JANE GOODALL I try as best I can to enter the realm of nuances of human behavior. ROBERT LUDLUM The unfortunate thing is that, sometimes, we slip, but, fortunately, consciously or unconsciously, w... ERNEST AGYEMANG YEBOAH We cannot predict the length or course of the war on terror, but we know for certain with good allie... DICK CHENEY Our study is the first one of its kind because we followed the same people over time, looking at cha... DR. KATHLEEN MULLAN HARRIS If there was any sense that we would look the other way regarding this type of behavior, I want to m... ZYGI WILF Because cheating is easier when we can justify our behavior, people often cheat in small amounts: We... DAN ARIELY If we're honest with ourselves, most of us know the one thing we lack. CRAIG GROESCHEL He didn’t know what beget what, but he quickly learned that people with money to hide were powerfu... T. MOUNTEBANK We have to be vigilant, but you can't predict where or how or when [terrorists] will try. ANDY HAYMAN As I sat down, though, I realized that you can get used to certain luxuries that you start to think ... JEANNETTE WALLS The answer isn't more time but a greater awareness of the time we have. CRAIG GROESCHEL We should have lifelong monitoring of our vital signs that predict things like skin or pancreatic ca... SEBASTIAN THRUN I am often asked how it is that I am able to value people to such a deep degree. Apparently, I exhib... C. JOYBELL C. We can't just have mainstream behavior on television in a free society, we have to make sure we ... JERRY SPRINGER Mostly we're motivated to control ourselves in public. Mostly. At home the motivation is much le... BEN MARCUS We used to try to get it all done in one deal. But now we approach it more like marketing our grain ... GARY PORTER Our whole evolution up to this point shows that human groups spontaneously evolve patterns of behavi... JULIAN SIMON Our whole evolution up to this point shows that human groups spontaneously evolve patterns of behavi... JULIAN SIMON There's been a lot of really great intensive research into earthquakes, but we can't predict... CARRIE NUGENT What I find predictable is crazy people's ability to predict that unpredictable people can be predic... SHANNON L. ALDER It's not really going to stir the waters up very much. In general, you're looking at a holiday conso... BRIAN DOLAN It's very difficult to make a 100% turnaround. It's tough when you actually do exhibit patte... DANIEL CORMIER One thing bothered me as a student. In the 1960s, human behavior was totally off limits for the biol... FRANS DE WAAL One of the things that happens when people make the leap from a certain amount of money to tens of m... DAVE CHAPPELLE We feel safer when we can label someone and figure them out, but it’s hardly foolproof. ‘Good pe... ELAINA MARIE You can't get married to any one particular plan. That is the biggest lesson I learned at PayPal... MAX LEVCHIN The financial markets generally are unpredictable. So that one has to have different scenarios... Th... GEORGE SOROS When it comes to people… you could aptly say that I am a racist… a human racist. I believe in pe... CATHY BURNHAM MARTIN Other times you can use a calendar to predict the kinds of stories the media is looking for. JOEY SKAGGS At forty two years, Sona Kilroy stood tall and strapping, a powerful figure. Rising to the rank of A... CHRISTINA ENGELA It turns out that when you let people know what other people think, the popular things become more p... DUNCAN WATTS What accounts for Luther's behavior? One things is certain: Whatever defense mechanisms normal peopl... R.C. SPROUL Plunging in “truths” about God is like walking on the bottom of a sea that is not there, searchi... MARIANA FULGER When you notice an increase in what you consider bad behavior and a decrease in what you consider go... DONALD LYNN FROST The goal of the meeting was to find how well we can predict the amounts of fresh water we are going ... MOUSTAFA CHAHINE You can't legislate or litigate good, healthy behavior but we must be willing to educate people ... ZACK WAMP Before Google, I spent the summer building a program that would look at what websites you would go t... MARISSA MAYER I think it's shocking a lot of Canadians that after an election that was supposed to be about ethica... JACK LAYTON We're looking at swells in the 15- to 19-foot range Saturday morning, coinciding with a high tide at... DIANA HENDERSON For all their expertise at figuring out how things work, technical people are often painfully aware ... GARY WOLF I thought we played well. We did what we needed to do to win. At times it wasn't necessarily pretty,... ANDY JADOS Purely altruistic behavior is pretty much impossible because of the selfish pleasures we derive from... NICHOLAS KRISTOF The current understanding was that it was impossible to predict how something would evolve because i... KEVIN KELLY There are lots of people shaping decisions, and so if we want to predict correctly, we have to pay a... BRUCE BUENO DE MESQUITA The financial markets generally are unpredictable. So that one has to have different scenarios... Th... GEORGE SOROS I think we present extreme aspects of human behavior and hopefully get at times, messages across or ... CHRISTOPHER MELONI If God has made the world a perfect mechanism, He has at least conceded so much to our imperfect int... MAX BORN If God has made the world a perfect mechanism, He has at least conceded so much to our imperfect int... MAX BORN It would be very difficult to predict what's going to happen from this point forward, ... A lot of i... DAVID RITCHIE In a single moment, we witnessed the worst of human behavior. And in the next, the very best of huma... JANE D. HULL A lot of times, we start with the behavior-based interview questions, such as, 'Tell me about a time... DUSTIN FORD Time determines the occurrence of possibilities and impossibilities, but God determines the time for... ERNEST AGYEMANG YEBOAH If I know you're very good in music, I can predict with just about zero accuracy whether you'... HOWARD GARDNER If you put good apples into a bad situation, you’ll get bad apples. PHILIP G. ZIMBARDO Much of human behavior can be explained by watching the wild beasts around us. They are constantly t... SUZY KASSEM I used to watch the world as if it was a performance and I would realize that certain things that pe... ALAN ARKIN We'll be looking at usage behavior, how much revenue it brings in and how much it costs. We're commi... ALBERT CHENG Over the past decade we have improved the forecasting of La Nina and El Nino so that we can now pred... JACK KELLEY We observed the same things at the behavioral and imaging level, so we now have a biological represe... DR. KLAAS STEPHAN To diagnose and treat a brain disorder accurately, it would be necessary to look at the brain direct... ADITI SHANKARDASS These things may seem insignificant, but they can create behavior patterns that often can?t be rever... MICHAEL SERAPHIN We have as much land there as at the central campus, ... You can't predict what the long run might h... LARRY FAULKNER It's impossible to predict the weather and so we will look at it again in the morning. TONY ALLEN You cannot make money with a hockey team. You cannot make money with a hotel, either, and you cannot... HASSO PLATTNER You can never say "no, that's impossible" when it comes to human behavior or human relationships. MARTY RUBIN If I know you're very good in music, I can predict with just about zero accuracy whether you're goin... HOWARD GARDNER We die a day at a time BANGAMBIKI HABYARIMANA I think journaling is a key to success. You can set clear goals for yourself. You can start noticing... ERIC ANDRE Global beliefs can form our outlook, understanding of life and surroundings, patterns of behavior SUNDAY ADELAJA Those kinds of things all kind of pop into your head, and you try to rectify them by looking at it, ... JOE PATERNO When we can communicate from the inside out, we're talking directly to the part of the brain tha... SIMON SINEK
More Max Levchin
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MAX CANNON One of the greatest gifts we can give people is the hope that their death is nothing to fear - you k... MAX LUCADO I just don't want anyone messing around with my pure smoking pleasure. MAX CANNON It is not true that good can only follow from good and evil only from evil, but that often the oppos... MAX WEBER The sensitive ear of the musician detects a certain musical note in every city which is different fr... MAX HEINDEL I saw my first two Broadway shows when I was 4 years old, 'The Lion King' and 'Beauty an... MAX SCHNEIDER I will always desire to play with Bruce Springsteen. He's the most inspirational, most dedicated... MAX WEINBERG The nation is burdened with the heavy curse on those who come afterwards. The generation before us w... MAX WEBER The men of the future will yet fight their way to many a liberty that we do not even miss. MAX STIRNER Only he has the calling for politics who is sure that he will not crumble when the world from his po... 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MAX LERNER Music is the soul of language. MAX HEINDEL The fate of our times is characterized by rationalization and intellectualization and, above all, by... MAX WEBER I am neither an optimist nor pessimist, but a possibilist. MAX LERNER A joke is not a thing but a process, a trick you play on the listener's mind. You start him off towa... MAX EASTMAN No sociologist should think himself too good, even in his old age, to make tens of thousands of quit... MAX WEBER Laughter is, after speech, the chief thing that holds society together. MAX EASTMAN Language is the Rubicon that divides man from beast. MAX MULLER Why did I want to win? because I didn't want to lose! MAX SCHMELLING It's precisely the disappointing stories, which have no proper ending and therefore no proper meanin... MAX FRISCH The crime of book purging is that it involves a rejection of the word. For the word is never absolut... MAX LERNER A poet in history is divine, but a poet in the next room is a joke. MAX EASTMAN When it's third and ten, you can take the milk drinkers and I'll take the whiskey drinkers every tim... MAX MCGEE The moment you cheat for the sake of beauty, you know you're an artist. MAX JACOB There is much to be said for failure. It is much more interesting than success. MAX BEERBOHM I was a modest, good-humored boy. It is Oxford that has made me insufferable. MAX BEERBOHM Either men will learn to live like brothers, or they will die like beasts. MAX LERNER When you choose the lesser of two evils, always remember that it is still an evil. MAX LERNER Despite the success cult, men are most deeply moved not by the reaching of the goal but by the grand... MAX LERNER No fine work can be done without concentration and self-sacrifice and toil and doubt. MAX BEERBOHM It seems to be a law of nature that no man, unless he has some obvious physical deformity, ever is l... MAX BEERBOHM Technology... the knack of so arranging the world that we don't have to experience it. MAX FRISCH To say that a man is vain means merely that he is pleased with the effect he produces on other peopl... MAX BEERBOHM Only mediocrity can be trusted to be always at its best. MAX BEERBOHM Mankind is divisible into two great classes: hosts and guests. MAX BEERBOHM Good sense about trivialities is better than nonsense about things that matter. MAX BEERBOHM She was one of those people who said I don't know anything about music, but I know what I like. MAX BEERBOHM Money is something you got to make in case you don't die. MAX ASNAS The dullard's envy of brilliant men is always assuaged by the suspicion that they will come to a bad... MAX BEERBOHM Men of genius are not quick judges of character. Deep thinking and high imagining blunt that trivial... MAX BEERBOHM To give an accurate and exhaustive account of that period would need a far less brilliant pen than m... MAX BEERBOHM Nobody ever died of laughter. MAX BEERBOHM If you can't get a job as a pianist in a brothel you become a royal reporter. MAX HASTINGS If you are losing a tug-of-war with a tiger, give him the rope before he gets to your arm. You can a... MAX GUNTHER How many charming talents have been spoiled by the instilled desire to do 'important' work! Some peo... MAX BEERBOHM The loveliest face in all the world will not please you if you see it suddenly eye to eye, at a dist... MAX BEERBOHM The defining function of the artist is to cherish consciousness. MAX EASTMAN It is true that when we take chances, we stand to lose. But it is also true that we will never win a... MAX GUNTHER The Non-Conformist Conscience makes cowards of us all. MAX BEERBOHM Conflict is inevitable, but combat is optional. MAX LUCADE We all run on two clocks. One is the outside clock, which ticks away our decades and brings us cease... MAX LERNER Whoever will be free must make himself free. Freedom is no fairy gift to fall into a man's lap. What... MAX STIRNER I know of no man of genius who had not to pay, in some affliction or defect either physical or spir... MAX BEERBOHM It is easier to confess a defect than to claim a quality. MAX BEERBOHM The scientific theory I like the best is that the rings of Saturn are composed entirely of lost ai... MAX BORN People who insist on telling their dreams are among the terrors of the breakfast table. MAX BEERBOHM Dogs laugh, but they laugh with their tails. What puts man in a higher state of evolution is that ... MAX EASTMAN Then I heard this young veteran on TV speaking about the war. It was John Kerry. He put everything I... MAX CLELAND The Bible tells me that no greater love has a man than to lay down his life for his friends. John Ke... MAX CLELAND The belief that there is only one truth, and that oneself is in possession of it, is the root of all... MAX BORN It's precisely the disappointing stories, which have no proper ending and therefore no proper meani... MAX FRISCH Technology is a way of organizing the universe so that man doesn't have to experience it. MAX FRISCH Civilization is built on a number of ultimate principles...respect for human life, the punishment of... MAX NORDAU Ladies, let me give you some advice. You can throw all your stupid fucking chick-lit, self-help, why... TUCKER MAX Technology is a way of organizing the universe so that man doesn't have to experience it. MAX FRISCH A new scientific truth does not triumph by convincing its opponents and making them see the light, b... MAX PLANCK There is a time for risky love. There is a time for extravagant gestures. There is a time to pour ou... MAX LUCADO The American woman is more stylish than any other in the world. She understands the power of good st... MAX AZRIA The '60s were an amazing time. PETER MAX Precision, speed, unambiguity, knowledge of files, continuity, discretion, unity, strict subordinati... MAX WEBER I love Jonathan Adler but more importantly I love throws. To clarify, a throw is not to be confused ... MAX GREENFIELD I've got to restructure all my personal life now in order to accommodate public service, which i... MAX BURNS I'd say the real turn in my career came when I did the Dolce & Gabbana International Ad Camp... MAX SCHNEIDER Even in modern art, artists have used methods based on calculation, inasmuch as these elements, alon... MAX BILL Kindness and a generous spirit go a long way. And a sense of humor. It's like medicine - very he... MAX IRONS I had a happy marriage and a nice wife. I accomplished everything you can. What more can you want? MAX SCHMELING Dogs laugh, but they laugh with their tails. MAX EASTMAN A scientific truth does not triumph by convincing its opponents and making them see the light, but r... MAX PLANCK To destroy is still the strongest instinct in nature. MAX BEERBOHM Power is the chance to impose your will within a social context, even when opposed and regardless of... MAX WEBER Advancement and promotion in Mystic Masonry is not dependent on favor; it cannot be given till it ha... MAX HEINDEL Empathy is the starting point for creating a community and taking action. It's the impetus for c... MAX CARVER The meaning of life. The wasted years of life. The poor choices of life. God answers the mess of lif... MAX LUCADO A personal brand is relevant to people who sell or create something relevant to who they are as a pe... TUCKER MAX I've come to learn that what really matters is the relationship, the quality of the relationship... TUCKER MAX My writing is authentic, and whatever happens in my life is what I write about. TUCKER MAX I was not developmentally disabled, but didn't mature at the same rate other kids did. TUCKER MAX I always laugh when people call me a misogynist. I... love women! Everything I do is to impress wome... TUCKER MAX Usually, whatever people's particular political leaning is, they either think I'm just like ... TUCKER MAX Social media for the majority of companies is not about helping customers or improving products. TUCKER MAX At some point in their life, everyone thinks they should go to law school. You may in fact think you... TUCKER MAX If you don't have a job right now, and you have a computer and a basic intelligence level, I gua... TUCKER MAX Think about it: If you don't have any actual, tangible skills, then how can you do anything? You... TUCKER MAX If you like to argue just for the sake of being contentious, you shouldn't pick a job based on t... TUCKER MAX When I give speeches at college, I don't tell stories, I talk about what it is to live your drea... TUCKER MAX Helping reproductive services doesn't just help women in isolation. It helps men just as much. TUCKER MAX The narcissist act is not an act. I actually am a narcissist, very much so. My world revolves around... TUCKER MAX No one has probably helped me more with my narcissism than my dog. TUCKER MAX Make no mistake about it: Law school is not a bastion of intellectual discourse. TUCKER MAX Books are so cheap and easy to get that people don't bother stealing them, which is the essentia... TUCKER MAX No one wants to read a story where I saw a cute puppy on the street and I petted it. I mean, that... TUCKER MAX There aren't a whole lot of people in culture that are unapologetically masculine. TUCKER MAX Anything that reflects the human condition back on humans in the entertainment medium is art. TUCKER MAX I want someone who is my partner in life. Who supports me, and I support her. I can share all my exp... TUCKER MAX The point of psychoanalysis is to really understand the roots of your behavior. Understand why you a... TUCKER MAX The haters always scream the loudest. TUCKER MAX I try to explain to people that the only way to be cool is to be who you truly are, and the only way... TUCKER MAX The modern view of criminal justice, broadly, is that public concern with morality or expediency dec... MAX WEBER I passed blindly many things which belong to real and political life. MAX BECKMANN We are Jesus Christ's; we belong to him. But even more, we are increasingly him. He moves in and... MAX LUCADO It is well to be alone. It fertilizes the creative impulse. MAX NORDAU That is the returning to God which in reality is never concluded on earth but yet leaves behind in t... MAX MULLER It smote me to the heart that I had found no one in all the world who loved me more than all others. MAX MULLER And then when all around grows dark, when we feel utterly alone, when all men right and left pass us... MAX MULLER Whoever knows it also knows that in love there is no More and no Less; but that he who loves can onl... MAX MULLER Of these years nought remains in memory but the sad feeling that we have advanced and only grown old... MAX MULLER Not far from our house, and opposite the old church with the golden cross, stood a large building, e... MAX MULLER Soon the child learns that there are strangers, and ceases to be a child. MAX MULLER Every life has its years in which one progresses as on a tedious and dusty street of poplars, withou... MAX MULLER The first pages of memory are like the old family Bible. The first leaves are wholly faded and somew... MAX MULLER Yes, now I understood for the first time that my soul was not so poor and empty as it had seemed to ... MAX MULLER I spend my happiest hours in reading Vedantic books. They are to me like the light of the morning, l... MAX MULLER Thus one memory follows another until the waves dash together over our heads, and a deep sigh swells... MAX MULLER How mankind defers from day to day the best it can do, and the most beautiful things it can enjoy, w... MAX MULLER Would not the child's heart break in despair when the first cold storm of the world sweeps over ... MAX MULLER I was shortly again at the castle, and the Princess gave me her hand to kiss and then brought her ch... MAX MULLER What is emitted from the divine, though it be only like the reflection from the fire, still has the ... MAX MULLER The spring of love becomes hidden and soon filled up. MAX MULLER Childhood has its secrets and its mysteries; but who can tell or who can explain them! MAX MULLER Is it sin, which makes the worm a chrysalis, and the chrysalis a butterfly, and the butterfly dust? MAX MULLER I believe I can even yet remember when I saw the stars for the first time. MAX MULLER While the river of life glides along smoothly, it remains the same river; only the landscape on eith... MAX MULLER A flower cannot blossom without sunshine, and man cannot live without love. MAX MULLER You change your life by changing your heart. MAX LUCADO A man who wants to lead the orchestra must turn his back on the crowd. MAX LUCADO God is not troubled by one who is conservative or liberal, and He certainly never inclines His ear t... MAX LUCADO We must continue to educate the masses and encourage savings in Bitcoin to truly drain the kleptocra... MAX KEISER You may call for peace as loudly as you wish, but where there is no brotherhood there can in the end... MAX LERNER Jealousy is the fear of comparison. MAX FRISCH The turning point in the process of growing up is when you discover the core of strength within you ... MAX LERNER I was raised in the greatest of homes... just a really great dad, and I miss him so much... he was a... MAX LUCADO A smile is the universal welcome. MAX EASTMAN The pro-gun advocates point to the 2nd amendment of America's Constitution, citing Americans'... MAX KEISER The truth is when you have a movie that was as successful as 'Chronicle' was, it's not a... MAX LANDIS 'Chronicle 2' has become this question of, 'How do we all make a movie that we all respe... MAX LANDIS Every story I write is different. Some are hard. Some aren't. 'Chronicle' was tremendous... MAX LANDIS I'm Jewish and my wife isn't so right now we're literally decorating a Christmas tree wi... MAX GREENFIELD The fate of our times is characterized by rationalization and intellectualization and, above all, by... MAX WEBER Personally, I had a close friend with cystic fibrosis. I won't ever forget how he handled himsel... MAX CARVER Often, a school is your best bet-perhaps not for education but certainly for protection from an unde... MAX BROOKS There is a side of the Moon which we never see, but that hidden half is as potent a factor in causin... MAX HEINDEL Causal analysis provides absolutely no value judgment, and a value judgment is absolutely not a caus... MAX WEBER When judging a horoscope, it is of prime importance that we take into consideration the social and r... MAX HEINDEL Classic art was the art of necessity: modern romantic art bears the stamp of caprice and chance. MAX EASTMAN Music is intangible and ephemeral, but it comes from the home world of the spirit, and though so fle... MAX HEINDEL I was doing illustration work, and the cartooning slowly took over. MAX CANNON Grace is God as heart surgeon, cracking open your chest, removing your heart - poisoned as it is wit... MAX LUCADO I'm so disappointed in the frat parties at Columbia. I'm like an English boy going to an Ame... MAX MINGHELLA Whoever sees no other aim in the game than that of giving checkmate to one's opponent will never... MAX EUWE With all its sham, drudgery, and broken dreams, it is still a beautiful world. Be cheerful... MAX EHRMANN My own fault. The equipment had safeties but your primary piece of protective equipment was your bra... MAX BARRY I mean, it's fine when you're a kid and someone runs into the playground and goes, 'I... MAX IRONS I started my blog in 2002. That was pre-MySpace, pre-Facebook. That was back before newspapers reali... TUCKER MAX If I didn't choose art, I would have become an astronomer. PETER MAX