{"id":748,"date":"2019-05-08T22:17:29","date_gmt":"2019-05-08T22:17:29","guid":{"rendered":"https:\/\/wdqnt.wpengine.com\/?post_type=idea&#038;p=748"},"modified":"2022-04-25T01:12:17","modified_gmt":"2022-04-25T01:12:17","slug":"formula-for-success","status":"publish","type":[9],"link":"https:\/\/www.worldquant.com\/zh-hant\/ideas\/formula-for-success\/","title":{"rendered":"Formula for Success"},"content":{"rendered":"","protected":false},"featured_media":749,"template":"","tags":[34,83,53,84],"topic":[14],"team":[],"class_list":["post-748","idea","type-idea","status-publish","has-post-thumbnail","hentry","tag-careers","tag-network-science","tag-research","tag-teamwork","type-leadership","topic-work-careers"],"acf":{"authors":[{"name":"Michael Peltz","author_link":{"ID":433,"post_author":"3","post_date":"2022-04-08 18:25:37","post_date_gmt":"2022-04-08 18:25:37","post_content":"","post_title":"Michael Peltz","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"michael-peltz","to_ping":"","pinged":"","post_modified":"2022-04-20 22:44:56","post_modified_gmt":"2022-04-20 22:44:56","post_content_filtered":"","post_parent":0,"guid":"https:\/\/wdqnt.wpengine.com\/?post_type=people&#038;p=433","menu_order":0,"post_type":"people","post_mime_type":"","comment_count":"0","filter":"raw"}}],"header_image":{"ID":2043,"id":2043,"title":"Red,And,Blue,Neon,Stairs,Going,Up,To,A,Cloud","filename":"1660x1072px-Hero-Formula-for-success.jpg","filesize":644617,"url":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success.jpg","link":"https:\/\/www.worldquant.com\/zh-hant\/ideas\/formula-for-success\/redandblueneonstairsgoinguptoacloud\/","alt":"","author":"5","description":"","caption":"Red and blue neon stairs going up to a cloud with dark background and reflections. 3d render","name":"redandblueneonstairsgoinguptoacloud","status":"inherit","uploaded_to":748,"date":"2022-04-20 22:12:40","modified":"2022-04-20 22:12:40","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.worldquant.com\/wp-includes\/images\/media\/default.png","width":1660,"height":1072,"sizes":{"thumbnail":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success-150x150.jpg","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success-400x258.jpg","medium-width":400,"medium-height":258,"medium_large":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success-768x496.jpg","medium_large-width":768,"medium_large-height":496,"large":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success-1024x661.jpg","large-width":1024,"large-height":661,"1536x1536":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success-1536x992.jpg","1536x1536-width":1536,"1536x1536-height":992,"2048x2048":"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/1660x1072px-Hero-Formula-for-success.jpg","2048x2048-width":1660,"2048x2048-height":1072}},"synopsis":"<h2>In his latest book, Northeastern University professor Albert-L\u00e1szl\u00f3 Barab\u00e1si reveals how professional and social networks help to determine whether people succeed or fail.<\/h2>\n","article_content":"<p class=\"lead\">Growing up in an ethnic Hungarian family in\u00a0Romania\u00a0during the Communist regime of\u00a0Nicolae Ceau\u0219escu,\u00a0Albert-L\u00e1szl\u00f3 Barab\u00e1si\u00a0never bothered to learn English. \u201cMy worst grades were always in English because I thought, Why study it? You can never leave this country,\u201d explains Barab\u00e1si, director of the\u00a0Center for Complex Network Research (CCNR)\u00a0at\u00a0Northeastern University\u00a0in Boston. \u201cIt wasn\u2019t until I got to the\u00a0University of Bucharest\u00a0and became interested in research that I understood the importance of being able to read academic papers in English.\u201d<\/p>\n<p>Barab\u00e1si emigrated from Romania to\u00a0Budapest\u00a0with his father in the summer of 1989, a few months before Ceau\u0219escu was overthrown, and completed a master\u2019s degree in physics at\u00a0<a title=\"ELTE Hungary\" href=\"https:\/\/www.elte.hu\/en\/\" target=\"_blank\" rel=\"noopener\">E<\/a>\u00f6tv\u00f6s Lor\u00e1nd University\u00a0two years later. But it wasn\u2019t until after he\u2019d earned a Ph.D. in physics at\u00a0Boston University\u00a0in 1994, while working as a postdoc at\u00a0IBM\u2019s legendary\u00a0Thomas J. Watson Research Center, that Barab\u00e1si became interested in networks. At the time, network science was a relatively obscure field that traced its roots to the study of social networks by anthropologists, mathematicians and psychologists. Barab\u00e1si saw parallels in physics and wrote his first paper on\u00a0network topology\u00a0in 1995. That same year, he took a position as an assistant professor of physics at the\u00a0University of Notre Dame\u00a0and continued to do research on network science. By 2000, he had discovered the concept of\u00a0scale-free networks, in which the distribution of linkages of nodes follows a power law. (Most nodes in a network have just a handful of links, while a few have an enormous number of connections.)<\/p>\n<p>In 2007, Barab\u00e1si joined the Department of Physics at Northeastern and established the CCNR. The lab focuses on three main areas of research \u2014 pure network science and quantitative tools to analyze networks; the science of success (which looks at individual careers and tries to understand how network factors affect them); and biological networks and disease \u2014 and has published more than 200 papers. \u201cThat\u2019s not a lot of papers, because we have about 30 people in the lab,\u201d Barab\u00e1si says. \u201cAs I always tell my students and postdocs, \u2018Guys, I don\u2019t care about papers; I only care about discoveries.\u201d<\/p>\n<p>Barab\u00e1si\u2019s passion for network science has led him to write three general interest books on the subject. The first,\u00a0<a title=\"Barabasi - Linked\" href=\"http:\/\/barabasi.com\/book\/linked\" target=\"_blank\" rel=\"noopener\"><em>Linked<\/em><\/a>, published in 2002, introduces readers to the science of networks through its application in real life.\u00a0<a title=\"Barabasi - Bursts\" href=\"http:\/\/barabasi.com\/book\/bursts\" target=\"_blank\" rel=\"noopener\"><em>Bursts<\/em><\/a>, which came out in 2010, explores how to use network knowledge to try to predict seemingly random behavior. The third book,\u00a0<a title=\"Barabasi - The Formula\" href=\"http:\/\/barabasi.com\/book\/the-formula\" target=\"_blank\" rel=\"noopener\"><em>The Formula<\/em><\/a>, released last fall, focuses on the science behind a person\u2019s success or failure. Barab\u00e1si, 52, recently met with WorldQuant Global Head of Content\u00a0Michael Peltz\u00a0to discuss how he became interested in the science of success and what new areas might offer attractive opportunities to apply network science.<\/p>\n<h3><span class=\"orange\"><strong>When did you get interested in network science?<\/strong><\/span><\/h3>\n<p><span class=\"orange\"><strong>Albert-L\u00e1szl\u00f3 Barab\u00e1si<\/strong>:<\/span>\u00a0In 1994, when I was working in the research division at IBM in Yorktown Heights as a postdoc and living in the Bronx. Walking around New York, I realized that there are so many complicated networks to keep the city alive that we don\u2019t know much about, from the electrical cables and water pipes to the then-burgeoning internet.<\/p>\n<p>At the time, I was reading a book about computer science with descriptions of different challenges. One of them was what we call the\u00a0Kruskal problem, which is actually like finding the shortest path on the network. That fascinated me. As I was reading the literature, I realized that the research was all based on the\u00a0random network model\u00a0\u2014 and there\u2019s no way this could be random. I mean, try to randomly wire the electricity or pump water in the city and see what happens, right?<\/p>\n<p>I said, \u201cOkay, there must be something interesting that we have not explored yet.\u201d So I wrote my first paper about networks, and I could not get it published. It never got published. It wasn\u2019t until the end of \u201999 that I finally got a paper on networks published. What had changed by \u201999 is that we had run across a World Wide Web database and we were able to map it. That gave us a number of discoveries that were suddenly not only publishable but were published by the best journals. So that was kind of a total change in attitude.<\/p>\n<h3><span class=\"orange\"><strong>By then, the subject was very topical.<\/strong><\/span><\/h3>\n<p>That\u2019s right. But so was my original network paper five years earlier. I think I was way too early, in the sense that I wrote that first paper and submitted it to four or five journals and no one said it was wrong. The response from the journal referees was, Who cares? And obviously the lack of interest was partly my fault because I could not articulate why I was doing the research. But partly the scientific community was not ready for that. And in 1999 they suddenly became ready.<\/p>\n<h3><span class=\"orange\"><strong>Your experience would seem to illustrate the secret for scientists getting published that you write about in\u00a0<em>The Formula<\/em>.<\/strong><\/span><\/h3>\n<p>Yes, I\u2019m exhibit A for that process, in the sense that when the final discoveries came, I already had enough experience with good journals that I could place my paper in the right one so that the community would pay attention. I\u2019m finding elements in my life of many things I write about in\u00a0<em>The Formula<\/em>\u00a0and that our lab discovered since we started looking at success.<\/p>\n<blockquote class=\"blockquote--media\">\n<div><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-thumbnail\" style=\"float: left;\" src=\"https:\/\/www.worldquant.com\/wp-content\/uploads\/2022\/04\/112618_AG_Barabasi_024-BW-scaled.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><\/div>\n<p>There is a lot of research to show that if you are born in the wrong place, you&#8217;re born in the wrong place.<\/p><\/blockquote>\n<div style=\"display: block; clear: both;\"><\/div>\n<h3><span class=\"orange\"><strong>How did you branch out from network science to studying success?<\/strong><\/span><\/h3>\n<p>We spent 15 to 20 years looking at the structure of these very large and complicated networks around us \u2014 social networks, professional networks, biological networks, you name it \u2014 but it was always about the architecture of the systems and characterizing it. We never asked, \u201cWhat does this network do for the node itself, for you?\u201d<\/p>\n<p>So you are a node in the social network, in the professional network; would your position in the network help you or pull you back? And when does the network matter and when doesn\u2019t it? This last question is actually very important.<\/p>\n<h3><span class=\"orange\"><strong>How does that relate to success?<\/strong><\/span><\/h3>\n<p>Like most people, when I started my career, I always approached it that success is all about performance. That is, if you perform well, you will be successful. But, of course, the further you get with your career, you understand it\u2019s not that simple, right? There is a lot of research to show that if you are born in the wrong place, you\u2019re born in the wrong place. You might be a mathematical genius, but you probably won\u2019t be successful if there\u2019s no mathematics teacher around you to cultivate that genius. That\u2019s kind of the simplest example, but even in the more advanced cases, it\u2019s really what resources and people and ideas you have access to that very much determine what you can do with that real performance.<\/p>\n<p>We thought that knowing networks would help us to quantify success. But we soon realized that success is really about much more than the network itself. Because first we need to understand how performance relates to success, and what is performance and what is success? That\u2019s when we stumbled upon this very interesting distinction that we\u2019re using in all our work. Performance is what you do \u2014 how many good papers you write, how fast you run, what trades you actually make on the stock market and how much money they make. Success, however, is about the community\u2019s perception of what you do. How much do we see of your performance? How much do we acknowledge it, and how well do we reward you for it? Or, in other terms, your performance is only about you, but your success is about us, because it\u2019s the community that provides you with those measures of success.<\/p>\n<p>There\u2019s not a single measure of success. But what is common between the different measures is that they\u2019re always collective. When it comes to money, it\u2019s the community that gives it to you, right? It\u2019s your bosses who pay you. In the case of citations, it\u2019s the other people citing your work and writing research papers. For musicians, it\u2019s other people who are buying your album and listening to you. When it comes to pure fame \u2014 how many people are curious about you and how many people know about you \u2014 again, it\u2019s other people providing to you.<\/p>\n<h3><span class=\"orange\"><strong>When did you come up with the idea for the science of success?<\/strong><\/span><\/h3>\n<p>The term \u201cscience of success\u201d started about ten years ago with\u00a0Dashun Wang, who was a fabulous Ph.D. student in my lab. His first project was to help a postdoc on predicting disasters. He wrote a really cool paper about how you can use mobile phone data that the service providers are collecting to detect that some part of the country has something really bad happening. I thought this could be a game changer, not only from our ability to detect the patterns, but it could also provide actionable information for emergency personnel.<\/p>\n<p>We could never get the paper published. The same thing happened to us with our network paper 15 years earlier. Journal after journal rejected it. And during this process, the project was done, and Dashun came to me: \u201cOkay, what\u2019s next? What should I do? I\u2019m happy to do anything, except not another disaster.\u201d<\/p>\n<p>So we labeled the paper \u201cthe disaster paper.\u201d And I was laughing. I said: \u201cSure, okay. So how about success? Why don\u2019t we do the science of success?\u201d And I was really joking, but then we kind of looked at each other and said, \u201cOh, this is actually not such a bad idea.\u201d<\/p>\n<h3><span class=\"orange\"><strong>Why did you decide to write a book about success? How does that fit into what you do as a scientist?<\/strong><\/span><\/h3>\n<p>So there\u2019s a history of this. My mother was a theater director and a literature teacher originally. My father was a historian who wrote many books toward the end of his life. I grew up in a family of what we called intellectuals back in Eastern Europe, with interest in writing and books. And that took me to the point that when I was in college in Bucharest, I was earning part of my money on the side as a journalist on a national publication. So I clearly had the ambition to write. And then when the network science came along, I felt the urge to communicate the discoveries, and I wrote my first kind of general book,\u00a0<em>Linked<\/em>.<\/p>\n<p>So through\u00a0<em>Linked<\/em>\u00a0and then\u00a0<em>Bursts<\/em>\u00a0and eventually\u00a0<em>The Formula<\/em>, I write about things that I\u2019m really passionate about, which is my life\u2019s work. And I only write when I feel like the results have reached the level of maturity that there are discoveries that really should resonate with a general audience and they cannot reach a general audience, partly because they\u2019re locked up in scientific papers. The goal of these books is not to reach the scientific community. They are really serving a completely different market, opening different types of doors and engaging people at a very different level.<\/p>\n<h3><strong><span class=\"orange\">You write about five laws for success in\u00a0<em>The Formula<\/em>. Are they equally important, or does one law stand above the rest?<\/span><\/strong><\/h3>\n<p>That\u2019s like asking to what degree\u00a0Bernoulli\u2019s law\u00a0is more important than the role of gravitation, right? For example, if I walk down the street in New York City, gravitation matters; Bernoulli\u2019s law doesn\u2019t matter. However, if I start flying, then it\u2019s really Bernoulli\u2019s law I have to care about, because that\u2019s what gives the airplane the lift.<\/p>\n<p>In the same fashion, the five laws of success really apply to everyone if we\u2019re in the right situation. It\u2019s not like, \u201cOh my goodness, this law doesn\u2019t apply to me.\u201d All the laws apply if you put yourself and your career at the right stage.<\/p>\n<h3><span class=\"orange\"><strong>Can you elaborate?<\/strong><\/span><\/h3>\n<p>Sure. For example, the fourth law is really about teamwork. If you don\u2019t work in teams, it\u2019s not relevant for you. You may not work in teams today, but you will tomorrow. And the reason you will tomorrow is because much of the creative work and the execution is moving to teams. The world is becoming so complex that there\u2019s really nothing we can achieve alone. Even though only one person\u2019s name may be on a paper, at the end of the day it\u2019s a team effort to make it happen.<\/p>\n<p>The concept of teams raises lots of questions, and I devote one big law to them. I look not only at how you pick the right team and how you engage in the right team but also how you get the credit for the work that you do in the context of the team.<\/p>\n<p>But if you are in an area where performance truly drives success because performance is measurable, then it\u2019s the first law that matters for you. The first law says that performance drives success, but when performance can\u2019t be measured, networks drive success.<\/p>\n<h3><span class=\"orange\"><strong>How does that work?<\/strong><\/span><\/h3>\n<p>If you are in an area like sports, where there\u2019s an objective measure of performance, you can count on your performance determining how successful you will be in that particular profession. If, however, you are in art, where performance is inherently impossible to measure, then the networks matter.<\/p>\n<p>I try to explain in\u00a0<em>The Formula<\/em>\u00a0not only when networks matter but which networks matter and how a network matters for you. Because we often are being told, \u201cOh, you have to be networking,\u201d and that\u2019s kind of a mindless device these days. What we\u2019re learning through our research is that it\u2019s not arbitrary networking that is really key. You need to understand which networks determine the success in your particular profession.<\/p>\n<p>For example, in art the predictive network is not who you know but the institutions that accepted your work. And there are links between the institutions and not between you and the institutions or you and other people in your profession.<\/p>\n<p>So you would tend to be, \u201cOh yeah, if I know a bunch of other artists, I will be a successful artist.\u201d No, actually, what really matters is that you get access to the right institutions and how those institutions view each other. If you start on the wrong foot or in the wrong place, it\u2019s very difficult to move up to the higher level. If you start in the right place, it\u2019s much easier. But it\u2019s a very large network, and it\u2019s very hard to objectively decide as a starting artist, or even as an experienced artist, which is the right institution and which is not. The network-based approach provides us that.<\/p>\n<h3><span class=\"orange\"><strong>Where do you see new opportunities to apply these ideas?<\/strong><\/span><\/h3>\n<p>Each of those opportunities has been a huge amount of work for us. The art work took four years; the science work was about a five-year process. So there are lots of opportunities, but I think right now the one that we\u2019re really gearing up to do \u2014 and I think is very promising \u2014 is the quantified entrepreneur space. And that\u2019s huge. The entrepreneur space includes just about everything other than art and science and has such a degree of richness. In hindsight, we got lucky with art and science because they tend to be relatively low dimension spaces in the sense that the predictors of success are relatively few and well mappable. We think that the entrepreneur space is far more heterogeneous. The challenge for us will be to capture that heterogeneity.<\/p>\n<h3><span class=\"orange\"><strong>Is there ample data available?<\/strong><\/span><\/h3>\n<p>Yes, the datasets are available. The challenge is really more, how do you conceptualize the research? And this is really why the art project turned out to be very successful \u2014 because we didn\u2019t do it the same way as we did the science project. We understood in the art case that it was really the network that we needed to focus on. In the science space, we started out looking into the network, and we learned it\u2019s the performance characteristics and the career path that really matter. The network is important as well, but it\u2019s not the defining feature.<\/p>\n<p>So we\u2019re trying to bring the same openness toward each area we approach. Even though we are network scientists, we\u2019re not married to the network perspective. We use it when it has predictive power. We ignore it when it doesn\u2019t.<\/p>\n<p>In the entrepreneur space, the question is to what degree prestigious institutions, personal connections and performance, and the ability to get something done together create success. And what are the relative rates of each of them? We don\u2019t know the answer ahead of time. We will know as soon as we start crunching the data.<\/p>\n<h3><span class=\"orange\"><strong>There is academic research out there in terms of performance, right?<\/strong><\/span><\/h3>\n<p>Yes, but most of it is focused on companies. We\u2019re interested in individuals. In a way, there\u2019s lots of research previously focusing on specific artworks or specific research papers and why they are successful and how they are successful. What we brought as a new perspective is that you really cannot view the impact of one particular work of art or paper properly unless you put it in the context of the career of the individual.<\/p>\n<p>And in the same way, there\u2019s lots of work about companies, organizations. But there is very little work on the aspect of how to piece together the career of an individual and how the career path actually impacts future success. We tend to look at previous accomplishments to look at future success. We don\u2019t tend to look at failures to see how they impact future success because we have little data about that. We want to put together the failures with the successes and see how they together lead to future success.<\/p>\n<h3><span class=\"orange\"><strong>So you\u2019re looking at individuals, not at companies?<\/strong><\/span><\/h3>\n<p>Correct. Because in the end we\u2019re interested in the entrepreneur space. We don\u2019t really care about how IBM is running its business. There\u2019s already a huge amount of research in that area. Every business school will have people who focus on company success. Companies are aggregates of many, many different people, and they have their own culture.<\/p>\n<p>The company space is overresearched, overanalyzed. We care about what happens to you as an individual and how you navigate that space. And when do you choose IBM and when do you choose to exit IBM and start your company?<\/p>\n<h3><span class=\"orange\"><strong>Have you applied what you write about in\u00a0<em>The Formula<\/em>\u00a0to your own career?<\/strong><\/span><\/h3>\n<p>Well, by the time I understood many of these patterns, I don\u2019t think I needed to benefit from them. But there were lots of aspects of the work that actually had an impact on my life. One of them is that I really approached my career from a pure performance perspective at first, and it was the network thinking that really helped me understand that this had to change. When I became an assistant professor, I had to retrain myself to have the courage to go after people who were in my space and meet them, because I understood that I could not be a scientist without those professional and social links. It was not only about writing papers.<\/p>\n<p>And then, of course, by the time the ideas for\u00a0<em>The Formula<\/em>\u00a0came along, I think they had a much bigger impact on my students and on my children than on me. Because now I had the data at my fingers to advise them in a meaningful way. I don\u2019t need that advice any longer. I\u2019m pretty comfortable where I am.<\/p>\n<p>I include lots of examples in the book. I talk about the immediacy effect of how when we\u2019re not able to really judge performance when we\u2019re interviewing candidates for a job, we turn on other mechanisms to decide. When choosing from a pool of similarly qualified candidates, we tend to hire the last person interviewed. I use that principle a lot when I coach my students on when and how to go for an interview.<\/p>\n<p>I also did lots of research that helps me advise students about where to go to college. For example, is it\u00a0Harvard\u00a0that makes you, or is it you who makes Harvard? And the answer is clear: It\u2019s you who makes Harvard, because for most kids, actually going to Harvard doesn\u2019t really benefit their career. The research shows that the best predictor of long-term success is not the college you went to; it\u2019s the highest level of college that you applied to. So, continuing the example, if you go to Michigan but you applied to Harvard, you will have the same long-term performance and long-term income as the kid who had the same grades finishing high school but chose to go to Harvard.<\/p>\n<p>And that\u2019s because, given your grades \u2014 that is, given your performance \u2014 where you apply actually shows where you think you belong and captures that unmeasurable thing that is ambition.<\/p>\n","endnotes":"","disclaimer":"<p>Thought Leadership articles are prepared by and are the property of WorldQuant, LLC, and are being made available for informational and educational purposes only. 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WorldQuant and its affiliates are involved in a wide range of securities trading and investment activities, and may have a significant financial interest in one or more securities or financial products discussed in the articles.<\/p>\n","ideas_panel":{"ideas_panel":{"heading":"Keep reading","subheading":"","articles":[{"ID":562,"post_author":"5","post_date":"2018-02-16 19:48:25","post_date_gmt":"2018-02-16 19:48:25","post_content":"","post_title":"Connecting the Dots <br> of Network Science","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"connecting-the-dots-of-network-science","to_ping":"","pinged":"","post_modified":"2025-11-24 18:24:26","post_modified_gmt":"2025-11-24 18:24:26","post_content_filtered":"","post_parent":0,"guid":"https:\/\/wdqnt.wpengine.com\/?post_type=idea&#038;p=562","menu_order":0,"post_type":"idea","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":595,"post_author":"5","post_date":"2021-08-27 02:11:18","post_date_gmt":"2021-08-27 02:11:18","post_content":"","post_title":"Quantum Computing\u2019s Challenge to Cryptography","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"quantum-computings-challenge-to-cryptography","to_ping":"","pinged":"","post_modified":"2025-11-24 18:16:14","post_modified_gmt":"2025-11-24 18:16:14","post_content_filtered":"","post_parent":0,"guid":"https:\/\/wdqnt.wpengine.com\/?post_type=idea&#038;p=595","menu_order":0,"post_type":"idea","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":583,"post_author":"5","post_date":"2022-04-15 01:32:29","post_date_gmt":"2022-04-15 01:32:29","post_content":"","post_title":"The Next Imitation Game: AI Wins the Nobel","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"the-next-imitation-game-ai-wins-the-nobel","to_ping":"","pinged":"","post_modified":"2022-04-26 14:18:57","post_modified_gmt":"2022-04-26 14:18:57","post_content_filtered":"","post_parent":0,"guid":"https:\/\/wdqnt.wpengine.com\/?post_type=idea&#038;p=583","menu_order":0,"post_type":"idea","post_mime_type":"","comment_count":"0","filter":"raw"}],"see_more_link":""}},"pdf_file":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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