#226 – Jo Boaler: How to Learn Math

Jo Boaler is a professor of mathematics education at Stanford and the co-founder of youcubed. Please support this podcast by checking out our sponsors: – Truebill: https://truebill.com/lex – Fundrise: https://fundrise.com/lex – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – Indeed: https://indeed.com/lex to get $75 credit – Stamps.com: https://stamps.com and use code LEX to get free postage & scale EPISODE LINKS: Jo’s Twitter: https://twitter.com/joboaler youcubed: https://www.youcubed.org/ Jo’s Books: https://amzn.to/2Y3S2xW Elastic by Leonard Mlodinow: https://amz.run/4tCk Deep Work by Cal Newport: https://amz.run/4tCl 3Blue1Brown: https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw Manim: https://github.com/3b1b/manim PODCAST INFO: Podcast website: https://lexfridman.com/podcast Apple Podcasts: https://apple.co/2lwqZIr Spotify: https://spoti.fi/2nEwCF8 RSS: https://lexfridman.com/feed/podcast/ YouTube Full Episodes: https://youtube.com/lexfridman YouTube Clips: https://youtube.com/lexclips SUPPORT & CONNECT: – Check out the sponsors above, it’s the best way to support this podcast – Support on Patreon: https://www.patreon.com/lexfridman – Twitter: https://twitter.com/lexfridman – Instagram: https://www.instagram.com/lexfridman – LinkedIn: https://www.linkedin.com/in/lexfridman – Facebook: https://www.facebook.com/lexfridman – Medium: https://medium.com/@lexfridman OUTLINE: Here’s the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time. (00:00) – Introduction (06:48) – What is beautiful about mathematics? (15:37) – How difficult should math really be? (23:56) – Students giving up on math (35:17) – Improving math education in schools (45:14) – Inspiring mathematical creativity (1:03:00) – youcubed (1:07:20) – Best methods for studying math (1:27:54) – Advice for young people

Speaker names marked ? are inferred from speaking time and the show’s known hosts — they are not voice-verified.

• 0:00Lex Fridman?

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• 6:48Lex Fridman?

  What to you is beautiful about mathematics?

• 6:52Speaker 01

  I love mathematics that some people don't even think of as mathematics, which is beautiful, creative mathematics, where we look at maths in different ways. We visualize it. We think about different solutions to problems. A lot of people think of maths as you have one method and one answer. And what I love about maths is the multiple different ways you can see things, different methods, different ways of seeing, different, in some cases, different solutions. So that is what is beautiful to me about mathematics, that you can see and solve it in many different ways. And also the sad part that many people think that maths is just

• 7:36Speaker 01

  one answer and one method.

• 7:38Lex Fridman?

  So to you, the beautiful, the beauty emerges when you have a problem with a solution and you start adding other solutions, simpler solutions, weirder solutions, more interesting. Some of them are visual, some of them are algebraic, geometry, all that kind of stuff.

• 7:55Speaker 01

  Yeah. I mean, I always say that you can take any maths area and make it visual. And we say to teachers, give us your most dry, boring maths and we'll make it a visual, interesting, creative problem. And turns out you can do that with any area of maths. And I think we've given, it's been a great disservice to kids and others that it's always been numbers, lots and lots of numbers. Numbers can be great, but you can think about maths in other ways besides numbers.

• 8:25Lex Fridman?

  Do you find that most people are better visual learners? Or is this just something that's complementary? What's the kind of the full spectrum of students and the way they like to explore math? Would you say?

• 8:38Speaker 01

  I mean, there's definitely people who come into the classes I do who are more interested in visual thinking and light visual approaches. But it turns out what the neuroscience is telling us is that when we think about maths, there are two visual pathways in the brain and we should all be thinking about it visually. Some approaches have been to say, well, you're a visual learner, so we'll give you visuals. And you're not a visual learner. But actually, if you think you're not a visual learner, it's probably more important that you have a visual approach. So you can develop that part of your brain.

• 9:16Lex Fridman?

  So you were saying that there's some kind of interconnected aspect to it. So the visual connects with the non-visual.

• 9:21Speaker 01

  Yeah, so this is what the neuroscience has shown us that when you work on a maths problem, there are five different brain pathways. And that the most high achieving people in the world are people who have more connections between these pathways. So if you see a maths problem with numbers, but you also see it visually, that will cause a connection to happen in your brain between these pathways. And if you maybe write about it with words, that would cause another connection. Or maybe you build it with something physical that would cause a different connection. And what we want for kids is we call it a multi-dimensional experience of maths, seeing it in different ways, experiencing it in different ways. That will cause that great connected brain.

• 10:05Lex Fridman?

  You know, there's these stories of physicists doing the same. I find physicists are often better at building that part of their brain of using visualization for intuition building, because you ultimately want to understand the like the deepest secret underneath this problem. And for that, you have to intuit your way there.

• 10:24Speaker 01

  Yeah.

• 10:24Lex Fridman?

  And you you mentioned offline that one of the ways you might approach a problem is to try to tell a story about it. And some of it is like legend, but I'm sure it's not always. Is you know, you have Einstein. Uh, thinking about a train, you know, and the speed of light. And, you know, that kind of intuition is useful.

• 10:44Speaker 01

  Yeah.

• 10:44Lex Fridman?

  You start to like, imagine a physical world. Like, how does this idea manifest itself in the physical world? And then start playing in your mind with that physical world. And think, is this going to be true? Is this going to be true?

• 10:55Speaker 01

  Right, right. Einstein is well known for thinking visually. And people talk about how he really didn't want to go anywhere with problems without thinking about them visually. But the other thing you mentioned that sparked something for me is thinking with intuition. Like, having intuition about maths problems. That's another thing that's often absent in maths class. The idea that you might think about a problem and use your intuition. But so important. And when mathematicians are interviewed, they will very frequently talk about the role of intuition in solving problems. But not commonly acknowledged or brought into education.

• 11:37Lex Fridman?

  Yeah, I mean, that's what it is. Like, if you task yourself with building an intuition about a problem. That's what, that's where you start to pull in, like, um, what is the pattern I'm seeing? In order to understand the pattern, you might want to then start utilizing visualization. But ultimately, that's all in service of like, solving the puzzle, like cracking it open.

• 12:03Speaker 01

  Yeah.

• 12:03Lex Fridman?

  To get the simple explanation of why, why things are the way they are. As opposed to, um, like you said, having a particular algorithm that you can then execute to solve the problem. Yeah, but it's hard, it's hard.

• 12:16Speaker 01

  Yeah.

• 12:16Lex Fridman?

  Like, reasoning is really hard.

• 12:18Speaker 01

  Yeah, it's, it's hard. I mean, I love to value what's hard in maths instead of being afraid of it. We know that when you struggle, that's actually a really good time for your brain. You want to be struggling when you're thinking about things. So if it's hard to think intuitively about something, that's probably a really good time for your brain. I, I used to work with somebody called Sebastian Thrun, who- It's a great sort of mathematician, you might think of him, AI person. And I remember in one interview I did with him, he talked about how they'd built robots, I think for the Smithsonian, and how they were having this trouble with them picking up white noise.

• 12:57Speaker 01

  And he said they had to solve it, they had to work out what's going on, and how he intuitively worked out what the problem was. But then it took him three weeks to show it mathematically. I thought that was really interesting, that how you can have this intuition and know something works. It's kind of different from going through that long mathematical process of proving it, but so important.

• 13:23Lex Fridman?

  Yeah, I think probably our brains are evolved as like intuition machines. And the math of like showing it like formally is probably an extra thing that we're not designed for. You see that with Feynman and his, I mean, it just, all of these physicists, definitely you see, um, starting with intuition, sometimes starting with an experiment, and then the experiment inspires intuition. But you could think of an experiment as a kind of visualization.

• 13:55Speaker 01

  Right.

• 13:56Lex Fridman?

  Just like, let's, let's take whatever the heck we're looking at and draw it, and draw like the pattern as it evolves, as the thing grows, for n equals one, for n equals two, n equals three, and you start to play with it. And then in the modern day, which I loved doing, is, you know, you can write a program that then visualizes it for you.

• 14:17Speaker 01

  Right.

• 14:17Lex Fridman?

  And then you can start exploring it programmatically.

• 14:19Speaker 01

  Mm hmm.

• 14:20Lex Fridman?

  And that, and then you can do so interactively, too. I tend to not like interactive, because it takes way too much work, because you have to click and move and stuff. I love to interact through writing programs. But that's my particular brain, software engineer. So like, you can, you can do all these kinds of visualizations, and then there's the tools of visualization, like color. All of those kinds of things.

• 14:47Speaker 01

  Yeah.

• 14:47Lex Fridman?

  That you're absolutely right. They're actually not taught very much.

• 14:51Speaker 01

  Right.

• 14:52Lex Fridman?

  Like the art of visualization.

• 14:53Speaker 01

  Not taught. And we love as well color coding. Like when you represent something mathematically, you can show color to show the growth.

• 15:03Lex Fridman?

  Yeah.

• 15:04Speaker 01

  And kind of code that. So if I have an algebraic expression for a pattern, maybe I show the X with a certain color, but also write in that color so you can see the relationship. Very cool. And yeah, we particularly in our work with elementary teachers, many of them come to our workshops and they're literally in tears when they see things making sense visually.

• 15:28Lex Fridman?

  Mm hmm.

• 15:28Speaker 01

  Because they've spent their whole lives in not realizing you can really understand things with these visuals. It's quite powerful.

• 15:37Lex Fridman?

  You say that there's something about, there's something valuable to learning when the thing that you're doing is challenging, is difficult. So a lot of people say, you know, math is hard or math is too hard or too hard for me. Do you think math should be easy or should it be hard?

• 15:58Speaker 01

  I think it's great when things are challenging, but there's something that that's really key to being able to deal with challenging maths, and that is knowing that you can do it. And I think the problem in education is a lot of people have got this idea that you're either born with a maths brain or you're not. So when they start to struggle, they think, oh, I don't have that maths brain. And then they will literally sort of switch off in their brain and things will go downhill from that point. So struggle becomes a lot easier and you're able to struggle if you don't have that idea. But you know that you you can do it. You have to go through this struggle to get there. But you're you're able to do that.

• 16:43Speaker 01

  And so we're hampered in being able to struggle with these ideas we've been given about what we can do.

• 16:50Lex Fridman?

  Ask a difficult question here.

• 16:51Speaker 01

  Yeah.

• 16:52Lex Fridman?

  So there's kind of.

• 16:55Lex Fridman?

  I don't know what the right term is, but some people are struggle with learning in different ways, like their brain is constructed in different ways. And how much should, as educators, should we make room for that? So how do you know the difference between this is hard and I don't like doing hard things versus my brain is wired in a way where I need to learn in very different ways? I can't learn it this way. How do you find that line? How do you operate in that gray area?

• 17:28Speaker 01

  So this is why being a teacher is so hard. And people really don't appreciate how difficult teaching is when you're faced with, I don't know, 30 students who think in different ways. But this is also why I believe it's so important to have this multi-dimensional approach to maths. We've really offered it in one way, which is here's some numbers and a method, you follow me, do what I just did, and then reproduce it. And so there are some kids who like doing that and they do well. And a lot of kids who don't like doing it and don't do well. But when you open up maths and you give, you let kids experience it in different ways, maybe visually, with numbers, with words.

• 18:12Speaker 01

  What happens is kids, there are many more kids who can access it. So those different brain wirings you're talking about, where some people are just more able to do something in a particular way, that's why we want to, that's one of the reasons we want to open it up, so that there are different ways of accessing it. And then that's not really a problem.

• 18:36Lex Fridman?

  So I grew up in the Soviet Union and fell in love with math early. I was forced into math early and fell in love through force.

• 18:47Speaker 01

  That's good. Well, good that you fell in love.

• 18:50Lex Fridman?

  Well, but there's something we talked about a little bit, is there's such a Value for excellence. It's competitive and it's also, everybody kind of looks up. The definition of success is being in a particular class is, you know, being really good at it. And like, it's not improving, it's like being really good. I mean, we are much more like that with sports, for example. We're not, it's like, it's understood, you know, you're going to star on the basketball team. If you're going to start on the basketball team, if you're going to be better than the other guys, the other girls on the team.

• 19:32Lex Fridman?

  So that coupled with the belief, this could be partially a communist belief, I don't know, but the belief that everybody is capable of being great. But if you're not great, that's your fault and you need to work harder. And I remember, I had a sense that, probably delusional, but I could win a Nobel Prize. I didn't even know what that entails. But I thought, like, my dad, early on, told me just offhand, and it always stuck with me, that if you, if you can figure out how to build a time machine, how to travel back in time, it will probably give you a Nobel Prize. And I remember, early in my life, thinking, I'm going to invent a time machine.

• 20:17Lex Fridman?

  And like, like, the tools of mathematics were in service of that dream of winning the Nobel Prize. And it's silly, I didn't really think in those concrete terms, but I just thought I could be great. That feeling. And then, then, when you struggle, the belief that you could be great is, like, struggle is good.

• 20:37Speaker 01

  Right, pushes you on, yeah.

• 20:39Lex Fridman?

  And so, the other thing about the Soviet system that might, love to hear your comments about, is just the sheer, like, hours of math. Like, the number of courses, you're talking about a lot of geometry, a lot more geometry. I think in the American system, you take maybe one year of geometry.

• 20:58Speaker 01

  In high school, yeah.

• 20:58Lex Fridman?

  In, in high school. First of all, geometry is beautiful, it's visual. And then you get to reason through proofs and stuff like that. In, in Russia, I remember just being nailed over and over with geometry. It was just nonstop. And then, of, of course, there's different perspectives on calculus and just the whole. The, the sense was that math is like.

• 21:19Lex Fridman?

  Like fundamental to the development of the human mind. So math, but also science and literature, by the way, was also hit very hard. Like, we read a lot of serious adult stuff. America does that a little bit, too. They they challenge young adults with good literature, but they don't challenge adults very much with math.

• 21:40Speaker 01

  With maths.

• 21:41Lex Fridman?

  So those two things, um, valuing excellence and and just a lot of math in the curriculum. Do you think, do you think, do you find that interesting? Because it seems to have been successful.

• 21:53Speaker 01

  Yeah, I think that's very interesting. And there is a lot of success, people coming through the Soviet system. I think something that's very different to the US and other countries in the world is that idea that excellence is important and you can get there if you work hard. In the US, there's an idea that excellence is important, but then kids are given the idea in many ways that you can either do it or you're one of the people who can't. So many students in the school system think they're one of the kids who can't. So there's no point in trying hard because you're never going to get there. So if you can switch that idea, it would be huge.

• 22:34Speaker 01

  And it seems from what you've said that in the US, in the Soviet Union, that idea is really different. Now, the downside of that idea that anybody can get there if you work hard is that thought that if you're not getting there, it's your fault. And I I would add something into that. I would say that anybody can get there, but they they need to work hard and they also need good teaching. Because there are some people who really can't get there because they're not given access to that good teaching. So, but that would be huge, that change. As to doing lots of maths, if um, if maths was interesting and open and creative and multi-dimensional, I would be all for it.

• 23:18Speaker 01

  We we actually run summer camps at Stanford where we invite kids in and we give them this maths that I love. And the, in our camp classrooms, they were three hours long. And when we were planning, the teachers were like, three hours, are we going to be able to keep the kids excited for three hours? Turned out, they didn't want to go to break or lunch. They'd be so into these mathematical patterns. We couldn't stop them. It was amazing. So yeah, if maths was more like that, then I think having more of it would be a really good thing.

• 23:53Lex Fridman?

  So what, uh, what age are you talking about? Is there, um, could you comment on what age is like the most important when people quit math or give up on themselves or on math in general? And perhaps that age or something earlier is really an important moment for them to discover, to be inspired, to discover the magic of math.

• 24:16Speaker 01

  I think a lot of kids start to give up on themselves and maths around from about fifth grade. And then those middle school years are really important.

• 24:26Lex Fridman?

  Wow.

• 24:27Speaker 01

  And fifth grade can be pivotal for kids just because they're allowed to explore and think in good ways in the early grades of elementary school. But fifth grade teachers are often like, okay, we're going to prepare you now for middle school and we're going to give you grades and lots of tests. And that's when kids start to feel really badly about themselves. And so middle school years, we, our camps are middle school students. We think of those years as really pivotal. Many kids in, in those years are deciding, yes, I'm going to keep going with STEM subjects. Or no, I'm not, that this isn't for me. So, I mean, all years are important and in all years, you can kind of switch kids and get them on a different pathway.

• 25:10Speaker 01

  But I think those middle school years are really important.

• 25:13Lex Fridman?

  So what's the role of the teacher in this? So one is the explanation of the subject, but do you think teachers should almost do like one-on-one?

• 25:23Lex Fridman?

  You know, little Johnny, I believe in you kind of thing like that that energy of like.

• 25:28Speaker 01

  Turns out it's really important. There's a study that was done. It was actually done in high school English classrooms. Where all kids wrote an essay for their teacher. And this was done as an experiment. Half of the kids got feedback from their teacher, diagnostic feedback, which is great. But for half of the kids, it said an extra sentence at the bottom that the researchers had put on. And the kids who read that extra sentence did significantly better in English a whole year later. The only change was this one sentence.

• 26:01Lex Fridman?

  What did the sentence say?

• 26:02Speaker 01

  So what did the sentence say? The sentence said, I'm giving you this feedback because I believe in you.

• 26:10Speaker 01

  And the kids who read that did better a year later.

• 26:13Lex Fridman?

  Yeah.

• 26:14Speaker 01

  So when I share this with teachers, I say, you know, I'm not suggesting you put on the bottom of all kids' work. I'm giving this feedback because I believe in you. One of the teachers said to me, we don't put it on a stamp. I said, no, don't put it on a stamp. It's, but your words are really important. And kids are sitting in classrooms all the time thinking, what does my teacher think of me? Does my teacher think I can do this?

• 26:42Speaker 01

  So it turns out it is really important to be saying to kids, I know you can do this. And those messages are not given enough by teachers.

• 26:52Lex Fridman?

  And really believe it.

• 26:53Speaker 01

  And believe it, yeah. Can't just say it. You have to believe it.

• 26:57Lex Fridman?

  I I sometimes, because like.

• 27:01Lex Fridman?

  It's such a funny dance because I'm such a perfectionist. I'm extremely self critical and I have one of the students come up to me. And it's clear to me that they're not even close to good.

• 27:14Lex Fridman?

  And it's tempting for me to be like, uh, to sort of give up on them mentally. But the reality is, like, if you look at many great people throughout history, they sucked at some point.

• 27:25Speaker 01

  Yeah, exactly.

• 27:26Lex Fridman?

  And, and, and some of the greatest took nonlinear paths to where they sucked for long into, into later life. And so always kind of believing that this person can be great.

• 27:37Speaker 01

  Uh, exactly.

• 27:38Lex Fridman?

  So you have to communicate that, plus the fact that they have to work hard.

• 27:42Speaker 01

  That's it. Yeah. Yeah. And you're right. Silicon Valley, where I live, is filled with people who are dropouts at school or who had special needs, who didn't succeed. Um, it's very interesting that have gone on to do amazing work in creative ways. I mean, I do think our school system is set up to, um, value good memorizers who can reproduce what a teacher is showing them and push away those creative, deep thinkers, often slower thinkers. They think slowly and deeply, and they often get the idea early on that they can't be good at maths or other subjects.

• 28:23Speaker 01

  So, um, yeah, I think many of those subject people are the ones who go on and do amazing things.

• 28:30Lex Fridman?

  So there's a guy named Eric Weinstein. I know many mathematicians like this, but he, he talks a lot about not having a, about having a non-standard way of learning.

• 28:41Speaker 01

  Hmm.

• 28:42Lex Fridman?

  I mean, a lot of great mathematicians, a lot of great physicists are like that. And he felt like he became quickly, he, he got a PhD at Harvard, became quickly an outcast of the system. Like the, the education, especially early education system, didn't help him.

• 28:58Speaker 01

  Hmm. Mm hmm.

• 28:59Lex Fridman?

  Um, is there ways for an education system to support people like that? Is it this kind of multi-dimensional learning that you're mentioning?

• 29:08Speaker 01

  Absolutely. Absolutely. I mean, I think our education system still uses an approach that was in classrooms hundreds of years ago, the textbooks. Have a lot to answer for in producing this very uninspiring mathematics. But yeah, if you open up the subject and have people see and solve it in different ways and value those different ways. Somebody I appreciated a lot is a mathematician called Marion Mizakani. I don't know if you've heard of her. She won the Fields Medal. She was from Iran. First woman in the world to win the Fields Medal in mathematics. She's she died when she was forty. She was at Stanford. But her work was entirely visual.

• 29:49Speaker 01

  And she talked about how her daughter thought she was an artist because she was always visualizing. And I attended, she asked me to chair the PhD defence for one of her students. And I went to the defence in the maths department. And it was so interesting because this young woman spent like two hours sharing her work. All of it was visual. In fact, I don't think I saw any numbers at all.

• 30:15Lex Fridman?

  That's awesome.

• 30:15Speaker 01

  And I remember that day thinking, wow, I could have brought a like thirteen year old into this PhD defence. They would not recognize this as maths. But when Marion Mizakani won the Fields Medal, all these other mathematicians were saying that her work had connected all these previously unconnected areas of maths. And so, but when she was, she also shared that when she was in school, when she was about thirteen, she was told that she couldn't do maths. She was told that by her teacher.

• 30:47Lex Fridman?

  This is Iran? She grew up in Iran?

• 30:50Speaker 01

  Yeah. So I love that, you know, to be told you can't be good at maths and then go on and win the Fields Medal is cool.

• 30:58Lex Fridman?

  I've been told by a lot of people in my life that I can't do something. I'm very definitely non-standard. But all it takes is that's, that's why people talk about like the one teacher that changed everything for them. All it takes is one teacher.

• 31:12Speaker 01

  That's right.

• 31:13Lex Fridman?

  That's, that's the power of that.

• 31:17Lex Fridman?

  So that, that's like, that should be inspiring to teachers like.

• 31:20Speaker 01

  I think it is.

• 31:22Lex Fridman?

  You as a single person, given the education system, given the incentives, you have the power to truly change lives. And like twenty years from now.

• 31:29Speaker 01

  That's right.

• 31:30Lex Fridman?

  A Fields Medalist will walk up to you and, and say thank you.

• 31:32Speaker 01

  You did that for me. Yeah, absolutely. And I share that with teachers that even in this broken system of what they have to do for districts and textbooks.

• 31:44Speaker 01

  A single teacher can change kids' maths relationship or other subjects than forever.

• 31:51Lex Fridman?

  What's the role of the parents in this picture? Let's go to another difficult subject.

• 31:56Speaker 01

  Yeah, that is a difficult subject.

• 31:59Speaker 01

  One study found that

• 32:03Speaker 01

  the amount of maths anxiety parents had predicted their child's achievement in school. But only if they helped with homework. So.

• 32:19Lex Fridman?

  Oh, that's so funny.

• 32:20Speaker 01

  Yeah, but there were some interesting implications for this. I mean, you can see how it works. If you have maths anxiety and you're helping your kids with homework, you're probably communicating things like, oh, I was terrible at this at school and and that's how it gets passed on to kids. So one implication is if you have a really bad relationship with maths, you hate maths, you have maths anxiety, just don't, don't do maths homework with your kids.

• 32:49Speaker 01

  But we have a, on our website, we have a little sheet for parents of ways to interact around maths with your kids. And.

• 32:58Lex Fridman?

  That's u cubed dot org?

• 33:01Speaker 01

  That's u cubed dot org, yes. So one of the things I say to parents when I give parent presentations is even if you hate maths, you need to just fake it with your kids. You should be always endlessly optimistic and happy about doing maths. And.

• 33:18Lex Fridman?

  I'm always curious about this with this, so I, you know, I hope to have kids one day. I don't have kids currently.

• 33:25Lex Fridman?

  Are parents okay with like sucking at math and then trying to get their kid to be better than them essentially? Like, is that a difficult thing for a lot of parents?

• 33:34Speaker 01

  It is difficult.

• 33:35Lex Fridman?

  To have like, it's almost like an ego thing, like I never got good at this and I probably should have. And. Yeah, I mean, to me that you want to celebrate that, but I know a lot of people struggle with that, like coaches in sports to make an athlete become better than them. It can be hard on the ego.

• 33:56Speaker 01

  Yeah.

• 33:57Lex Fridman?

  So is that, do you experience the same with parents?

• 33:59Speaker 01

  Too. I think, I mean, I haven't experienced parents worrying that their kids will be better than them. I have experienced, I have experienced parents just having a really bad relationship with maths. And, you know, not wanting to help, not knowing how to help, saying things. Like another study showed that when mothers say to their daughters, I was bad at maths in school, their daughter's achievement goes down. So we know that kids pick up on these messages and, um, which is why I say you should fake it. But also I know that lots of people have just had a really bad relationship with maths. Even successful people, like the undergrads I teach at Stanford have pretty much always done well in maths.

• 34:45Speaker 01

  But they come to Stanford thinking maths is a set of methods to memorize.

• 34:53Speaker 01

  And so, so do many parents believe that there's one method that you memorize and then you reproduce it. So until people have really had an experience of what I think of as the other maths, where until they've really seen that it's a really different subject.

• 35:13Speaker 01

  It's hard for them to be able to shift their kids to see it differently.

• 35:17Lex Fridman?

  Is there for a teacher, if we're to like systematize it, is there something teachers can do to do this more effectively? So you mentioned, you mentioned the textbook.

• 35:28Speaker 01

  Yeah.

• 35:29Lex Fridman?

  So, so what, what are the additional things you can add on top of this whole old school, traditional way of teaching that can improve the, the process?

• 35:39Speaker 01

  So I do think there's a way of teaching maths that changes everything for kids and teachers. So I'm one of five writers of a new framework for the state of California, a new maths framework. It's coming out next year. And we are recommending through this maths framework that people teach in this way. It's called Teaching to Big Ideas.

• 36:03Speaker 01

  So um at the moment, people have standards that have been written. And then textbooks have taken these standards and made not very good questions. And if you look at the standards, like I have some written down here, just reading the standards, it makes maths seem really boring and uninspiring.

• 36:22Lex Fridman?

  What what are the kind of, can you give a few examples?

• 36:25Speaker 01

  So this is an interesting example. In third grade, there are three different standards about unit squares.

• 36:35Lex Fridman?

  Okay.

• 36:36Speaker 01

  And so this is one of them. A square with side length one unit called a unit square is said to have one square unit of area and can be used to measure area.

• 36:45Lex Fridman?

  And that's something you're expected to learn.

• 36:48Speaker 01

  That is something that so that's a standard. The textbook authors say, oh, I'm going to make a question about that. And they translate the standards into narrow questions.

• 36:57Lex Fridman?

  And then you measure success by your ability to deliver on on these standards.

• 37:01Speaker 01

  So the standards themselves, I I think of maths and many people think maths in this way as a subject of like a few big ideas and really important connections between them. Um. So like, you could think of it as like a network map of ideas and connections. And what standards do is they take that beautiful map and they chop it up like this into lots of little pieces and they deliver the pieces to schools. And so teachers don't see the connections between ideas, nor do the kids. So anyway, this is a bit of a long way of saying that what we've done in this new initiative is we have set out maths as a set of big ideas and connections between them. So this is a grade three.

• 37:45Speaker 01

  So instead of there being sixty standards, we've said, well, you can pull these different standards to get in with each other and um.

• 37:59Speaker 01

  Also value the ways these are connected.

• 38:02Lex Fridman?

  And by the way, for people who are just listening, we're looking at a small number of like big concepts within mathematics, square tiles, measuring, fractions, shape and time, and then how they're interconnected. And so the goal is for, this is for grade three, for example.

• 38:19Speaker 01

  Yeah. And so we've set out for the state of California, the whole of mathematics K ten as a set of big ideas and connections. So we know that teachers, it works really well if they say, okay, so a big idea in my grade is measuring.

• 38:40Speaker 01

  And instead of reading five procedural statements that involve measuring, they think, okay, measuring is a big idea. What rich, deep activity can I use that teaches measuring to kids? And as kids work on these deep, rich activities, maybe over a few days, turns out a lot of maths comes into it. So we're recommending that let's not teach maths according to all these multiple, multiple statements and lots and lots of short questions. Instead, let's teach maths by thinking about what are the big ideas and what are really rich, deep activities that teach those big ideas.

• 39:18Lex Fridman?

  So that's the, like, how you teach it and maximize learning. What about, like, from a school district perspective, like measuring how well you're doing, you know, grades and tests and stuff like that? Do you throw those out or is it possible?

• 39:34Speaker 01

  I'm not a fan of grades and tests myself. I think grades are fine if they're used at the end of a course. So at the end of my maths course, I might get a grade because a grade is meant to be a summative measure. It kind of describes your summative achievement. But the problem we have in maths classrooms across the US is people use grades all the time, every week or every day even. My own kids, when they went through high school, technology has not helped with this. When they went through high school, they knew they had been graded for everything they did, everything. And not only were they being graded for everything, but they could see it in the gradebook online and it would alter every class they went into. So this is the ultimate,

• 40:19Speaker 01

  what I think of as a performance culture. You're there to perform, somebody's measuring you, you see your score. Um, so I think that's not conducive for deep learning. And yes, have a grade at the end of the year, but during the year, you can assess kids in much better ways. Like teachers can, a great way of assessing kids is to give them a rubric that kind of outlines what they're learning over the course of a unit or a few weeks. So kids can actually see the journey they're on. Like this is what we're doing mathematically. Sometimes they self-assess

• 40:57Speaker 01

  on those units. And then teachers um will show what they can, what the kids can do with a rubric and also write notes. Like, you know, in the next few weeks, you might like to learn to do this. So um, so instead of kids just thinking about, I'm an A kid or a B kid, or I have this letter attached to me, they're actually seeing mathematically what's important. And they're involved in the process of knowing where they are mathematically. At the end of the year, sure, they can have a grade, but um during the year, they get these much more informative measures.

• 41:35Lex Fridman?

  I, I do think this, this might be more for college, but maybe not. I, some of the best classes I've had is when I got a special, like set aside, like the, the professor clearly saw that I was interested in some aspect of a thing. And then um, I've a few in mind, and one in particular, when he said that um, he kind of challenged me. So this is outside of grades and all of that, that kind of stuff, that.

• 42:08Lex Fridman?

  Basically, it's like reverse psychology. I don't, I don't think this can be done. And so I gave everything to do that particular thing. So this was, it happened to be in an artificial intelligence class. But I, I think that like special treatment of taking students who are especially like excellent at a particular little aspect, that you see their eyes light up. I, I often think like, maybe it's tempting for a teacher to think you've already succeeded there. But they're actually signaling to you that like you could really launch them on their way.

• 42:42Speaker 01

  Yeah.

• 42:43Lex Fridman?

  And I don't know, that's too much to expect from teachers, I think, to, to, to, to pay attention to all of that because it's really difficult. But I, I just kind of remember who are the biggest, the most important people in, in the history of my life of education. And it's those people that who really didn't just like inspire me with their awesomeness, which they did, but also just they pushed me a little.

• 43:07Speaker 01

  Yeah.

• 43:07Lex Fridman?

  Like it gave me a little push. And that requires focusing on the quote unquote excellent students in the class.

• 43:15Speaker 01

  Yeah. I think what's important though, is teachers to have the perspective that they don't know who's gonna be excellent at something before they give out the activity.

• 43:25Lex Fridman?

  Exactly.

• 43:26Speaker 01

  And in our camp classes that we ran, sometimes students would finish ahead of other students. And we would say to them, can you write a question that's like this but different? And, and over time, we encouraged them to like extend things further. I remember we were doing one activity where kids were working out the borders of a square and how big this border would be in different case sizes. And one of the boys came up at, at the end of the class and said, I've been thinking about how you do this with a pentagon. And I said, that's fantastic. How do, how, what does it look like with a pentagon?

• 44:09Speaker 01

  Go, you know, find out, see if you can discover. So I didn't know he was gonna come up and say that. And I didn't have in my head, like this is the kid who could have this extension task, but you can still do that as a teacher. When kids get excited about something or they're doing well in something, have them extend it, go further. It's great.

• 44:31Lex Fridman?

  And then you also, like, this is like teacher and coach. You could say it in different ways to different students. Like for me, the right thing to say is almost to say, I don't think you could do this. This is too hard. Like, that's what I need to hear. It's like, no, you know, there's an immediate push. But with some people, if they're a little bit more, I mean, it all has to do with upbringing. How your genetics is, they might be much more, that might break them.

• 45:00Speaker 01

  Yeah, that might break them.

• 45:01Lex Fridman?

  And so you have to be also sensitive to that. I mean, teaching is really difficult.

• 45:04Speaker 01

  It is really difficult.

• 45:06Lex Fridman?

  For this very reason.

• 45:07Speaker 01

  It is.

• 45:08Lex Fridman?

  So what is the best way to teach math, to learn math at those early few days? When you just want to capture them?

• 45:18Speaker 01

  I do something, actually, there's a video of me doing this on our website that I love. When I first meet students. And this is what I do. I show them a picture. This is the picture I show them. And it's a picture of seven dots like this.

• 45:37Speaker 01

  And I show it for just a few seconds. And I say to them, I'd like you to tell me how many dots there are, but I don't want you to count them. I want to group the dots. And I show it them and then I, I, I take it away before they've even had enough time to count them. And then I ask them, so how did you see it? And I go around the room and amazingly enough, there's probably 18 different ways of seeing these seven dots. And so I ask people, tell me how, how you grouped it. And some people see it as like an outside hole with a center dot. Some people see like stripes of lines. Some people see segments. And I collect them all and I put them on the board. And at the end, I say, look at this.

• 46:20Speaker 01

  We are a class of 30 kids and we saw these seven dots in 18 different ways. There's actually a mathematical term for this. It's called groupatizing.

• 46:28Lex Fridman?

  Groupatizing?

• 46:29Speaker 01

  Yeah.

• 46:30Lex Fridman?

  I like it.

• 46:31Speaker 01

  It's kind of cool. So turns out, though, that how well you group itize predicts how well you do in maths.

• 46:40Lex Fridman?

  Is it, uh, is it raw talent or is it just something that you can develop?

• 46:44Speaker 01

  I don't think it's raw. I don't think you're born groupitizing, I think, but some kids have developed that ability, if you like, and you can learn it. You can. So this, to me, is part of how wrong we have maths, that we think to tell whether a kid's good at maths, we're going to give them a speed test on fact, on multiples. But actually, seeing how kids group dots could be a more important assessment of how well they're going to do maths. Anyway, I diverge. What I like to do, though, when I start off with kids is show them, I'm going to give you maths problems. I'm going to value the different ways you see them. And turns out you can do this kind of problem, asking people how they group dots with

• 47:27Speaker 01

  young children or with graduate students, and it's engaging for all of them.

• 47:34Lex Fridman?

  Is, uh, you talk about creativity a little bit and flexibility in your book Limitless. What's the role of that? So it sounds like there's a bit of that kind of thing involved in groupitizing.

• 47:47Speaker 01

  Yeah, yeah.

• 47:49Lex Fridman?

  I love this term. So what's, what would you say is the role of creativity and flexibility in the learning of math?

• 47:56Speaker 01

  I think what we know now is that what we need for this 21st century world we live in is a flexible mind. It's, school should not really be about teaching kids particular methods, but teaching them to approach problems with flexibility. Being creative, thinking creatively is really important. So people don't think the words maths and creativity come together. But I, that's what I love about maths is the creative, different ways you can see it. And so helping our kids, there's a book I like a lot by, written by physicists. You probably know this book, Kred Elastic.

• 48:38Speaker 01

  You might know it. Um. And it's about how we want elastic minds, same kind of thing, flexible, creative minds. And schools do very little on developing that kind of mind. They do a lot of developing the kind of mind that a computer now does for us.

• 49:00Lex Fridman?

  Memorization.

• 49:01Speaker 01

  Memorization, doing procedures, a lot of things that we spend a lot of time in school on. In the world, when kids leave school, a computer will do that. And better than they will. But that creative, flexible thinking, we're kind of at ground zero at computers being able to engage in that thinking. Maybe we're a little above ground zero, but um the human brain is perfectly suited for that creative, flexible thinking. That's what humans are so great at. So I would like to balance the shift in schools. Maybe you still need to do some procedural kind of thinking, but there should be a lot more of that creative, flexible thinking.

• 49:45Lex Fridman?

  And what's the role of other humans in this picture? So collaborative

• 49:51Speaker 01

  Yeah.

• 49:51Lex Fridman?

  learning, so brainstorming together, the creativity as it emerges from the collective intelligence of multiple humans.

• 50:00Speaker 01

  Super important. And um we know that also helps develop your brain, that social side of thinking. And I love mathematics collaboration, where people build on each other's ideas, and they come up with amazing things. I actually taught a hundred students calculus at Stanford recently, undergrads, and we taught them to collaborate. So these students came in Stanford, and most of them were against collaboration in maths.

• 50:29Lex Fridman?

  This is before COVID in person?

• 50:31Speaker 01

  Yeah, it was just before COVID hit. It was two thousand nineteen. And um

• 50:36Lex Fridman?

  Sorry, you said they're against, uh, sorry.

• 50:38Speaker 01

  Yeah, so. It's really interesting. So they'd only experienced maths individually, in a kind of competitive, individual way. And if they had experienced it as group work, it had been a bad experience. Like, maybe they were the one who did it all and the others didn't do much. So they were kind of against collaboration. They didn't see any role for it in maths. And we taught them to collaborate. And it was hard work because as well as the fact that they were kind of against collaboration, they came in with a lot of like social comparison thinking. So I'm in this room with other Stanford undergrads and they're better than me or.

• 51:18Speaker 01

  So when we set them to work on a maths problem together, the first one was kind of a disaster because they were all like, they're better than me, they're faster than me. They came up with something I didn't come up with. So we taught them to let go of that thinking and to work well together. And one of the things we did, we decided we wanted to do a pre and post test at the end of this teaching. It was only four weeks long, but we knew, we didn't want to give them like a timed test of individual work. So we gave them an applied problem to do at the beginning. And we gave them to do in pairs together. And we gave each of them a different coloured pen and said, work on this activity together and keep using that pen. So then we had all these pieces of student work and what we saw was they just worked on separate parts of the paper.

• 52:05Speaker 01

  So there's a little like red pen section and a green pen section. And they didn't do that well on it, even though it was a problem that middle or high school kids could do, but it was like a problem solving kind of problem. And then we gave them the same one to do at the end, gave them the same colours, and actually they had learned to collaborate. And not only were they collaborating the second time around, but that boosted their achievement. And the ones who collaborated did better on the problem. Collaboration is important, having people, and what was so eye opening for these undergrads, and they talked about it in lovely ways, was I learned to value other people's thinking on a problem, and I learned to value that other people saw it in different ways.

• 52:49Speaker 01

  And it was quite a big experience for them, that they came out thinking, you know, I can do maths with other people, people can see it differently, we can build on each other's way, ways of thinking.

• 53:02Lex Fridman?

  I got a chance to, I don't know if you know who Daniel Kahneman is, got a chance to interact with him.

• 53:08Speaker 01

  I do.

• 53:09Lex Fridman?

  And like, the first, because he had a few, but one famous collaboration throughout his life with Tversky, and just like, you know, he hasn't met me before in person, but just the number of questions he was asking, just the curiosity. So I think one of the skills, the collaboration itself is a skill. And I remember my experience with him was like, okay, I get why you're so good at collaboration, because he was just extremely good at listening and genuine curiosity about how the other person thinks about the world, sees the world. And then together, he pulled me in, in that particular case, he doesn't know in particular

• 53:54Lex Fridman?

  like that much about autonomous vehicles, but he kept like, asking all of these questions. And then like 10 minutes in, we're together trying to solve the problem of autonomous driving. And like, and that, I mean, that's really fulfilling, that's really enriching, but it also, in that moment, made me realize it's kind of a skill, is you have to kind of put your ego aside.

• 54:15Speaker 01

  Yep.

• 54:15Lex Fridman?

  Put your view of the world aside, and try to learn how the other person sees it.

• 54:19Speaker 01

  Right. And the other thing you have to put aside is this social comparison thinking. Like, if you are sitting there thinking, wow, that was an amazing idea, he's so much better than I am, that's really gonna stop you taking on the value of that idea. And so there's a lot of that going on between these Stanford students when they came. And.

• 54:43Lex Fridman?

  Yeah.

• 54:44Speaker 01

  Trying to help them let go of that.

• 54:46Lex Fridman?

  One of the things I've discovered, just because being a little bit more in the public eye, how rewarding it is to celebrate others.

• 54:55Speaker 01

  Yeah.

• 54:56Lex Fridman?

  And how much is going to actually pay off in the long term.

• 55:00Speaker 01

  Yeah.

• 55:00Lex Fridman?

  So this kind of silo thinking of like, I want to prove to a small set of people around me that I'm really smart.

• 55:07Speaker 01

  Mm hmm.

• 55:08Lex Fridman?

  And do so by basically not celebrating how smart the other people are.

• 55:13Speaker 01

  Yeah.

• 55:14Lex Fridman?

  That's actually maybe short term, it seems like a good strategy, but long term it's not. And I think if you practice at the student level and then at the career, at every single stage, I think that's ultimately.

• 55:25Speaker 01

  I I agree with you. I think that's a really good way of thinking about it.

• 55:29Lex Fridman?

  You mentioned textbooks and you didn't say it, you know, maybe textbooks isn't the perfect way to teach mathematics, but I I love textbooks. They're they're like pretty pictures and they smell nice and they open. I mean, I talk about like physical. Some of my greatest experiences have been just like, oh, like, because they're really well done. When we're talking about basic, like, high school, calculus, biology, chemistry, those are like, those are incredible. It's like Wikipedia, but with color and and nice little.

• 56:05Speaker 01

  You must have seen some good textbooks if they had pretty pictures and color.

• 56:09Lex Fridman?

  Yeah, I mean, I remember, I guess it was very, very standard, like AP AP Calculus, AP Biology, AP Chemistry. I felt those are like some of the happiest days of my life in terms of learning was high school because it was it's very easy, honestly. It felt hard at the time, but you're basically doing a whirlwind tour of all of science.

• 56:33Speaker 01

  Yeah, yeah.

• 56:34Lex Fridman?

  Without having to pick, you do like literature, you do like Shakespeare, calculus, biology, physics, chemistry, what else, anatomy, physiology.

• 56:47Lex Fridman?

  Computer science without like, nobody's telling you what to do with your life. You're just doing all of those things.

• 56:52Speaker 01

  That's a good thing. You're right.

• 56:54Lex Fridman?

  But I remember the textbooks weren't, I mean, maybe I'm romanticizing the past, but I remember they weren't, they're pretty good. But so you think, what role do you think they play still? And like in this more modern digital age, what, what's the best materials with which to do these kinds of educations?

• 57:14Speaker 01

  Well, I'm intrigued that you have such a good experience with textbooks. I mean, I can remember loving some textbooks I had when I was learning and I love books. I love to pick up books and look through them. But a lot of maths textbooks are not good experiences for kids. They, um, we have a video on our website of the kids who came to our camp. And one of the students says, in maths, you have to follow the textbook. The textbook is kind of like the Bible. You have to follow it. And every day it's slightly different. Like on Monday, you do 2.3.2 and on Tuesday you do 2.3.3 and on Wednesday.

• 57:57Speaker 01

  And you never go off that. That's like every single day. And that's not inspiring for a lot of the kids. So one of the things they loved about our camp was just that there were no books. Even though we gave them sheets of paper instead, they still felt more free because they weren't just like trotting through exercises, exercises. So, um.

• 58:24Lex Fridman?

  Like what, what a textbook allows you is like you're, the, the very thing you said they might not like. The 2.3, 2.0, it feels like you're making progress and like it's little celebrations. Cause you do the problem and it seems really hard and you don't know how to do it. And then you try and try and then eventually succeed. Then you make that little step and further progress. And then you get to the end of a chapter and you get to like, it's closure. You're like, all right, I got that figured out. And then you go on to the next chapter.

• 58:56Speaker 01

  I can see that. I mean, I think it could be in a textbook, you can have. A good experience with a textbook. But what's really important is what is in that textbook? What are you doing inside it? And I mean, I grew up in England and in England, we learn maths. We don't have this separation of algebra and geometry. And I don't think any other country apart from the US has that. But I look at kids in algebra classes where they're doing algebra for a year. And I think I would have been pretty bored doing that.

• 59:33Lex Fridman?

  By the way, can we analyze your upbringing real quick? Why do British folks call mathematics maths? Why is it the plural? Is it because of everything you're saying, where it's a bunch of sub disciplines?

• 59:50Speaker 01

  Yeah, I mean, mathematics is supposed to be the the different maths that you look at. Whether you think of that as topics like geometry and probability or I think of it as maths is just multi dimensional, lots of ways. But that's why it was called mathematics. And then it was shortened to maths. And then for some reason, it was just math in the US. But to me, math has that more singular feel to it. And there's an expression here, which is do the math, which basically means do a calculation. That's what people mean by do the math.

• 1:00:32Speaker 01

  So I don't like that expression because math could be anything. It doesn't have to be a calculation. And so, yeah, I like maths because it has more of that broad feel to it.

• 1:00:42Lex Fridman?

  Yeah, I love that. Maths kind of emphasizes the multi dimensional, like the variety of different the disciplines, different approaches. Yeah. Okay. What, but outside of the textbook, what do you? See like broadly being used. You mentioned Sebastian Thrun and MOOCs. Online education. Do you think that's an effective set?

• 1:01:04Speaker 01

  Can be. I mean, online, having great teachers online obviously extends those teachers to many more people. And that's a wonderful thing. I have quite a few online courses myself. I got the bug working with Sebastian. When he was, had released his first MOOC and I thought, hmm, maybe I could do one in maths education. And I didn't know if anybody would take it. I remember releasing it that first summer and it was a free online class. And thirty thousand maths teachers took it that first summer and they were all talking about it with each other and sharing it.

• 1:01:41Speaker 01

  And it was like took off. In fact, it was that MOOC that got me to create YouCubed with Cathy Williams, who's the co-founder, because people took the MOOC and then they said, okay, what now? Like I finished, what, what can I have next? And so that was why we made our website. But so, yeah, I think online education can be great. I do think a lot of the MOOCs don't have great pedagogy. They're just a talking head and you can actually engage people in more active ways, even in online learning. So I learned from the Udacity principle when I was working at Udacity, never to talk more than like five minutes.

• 1:02:27Speaker 01

  And but then, and then to ask people to do something. So that's the sort of pedagogy of the online classes I have. There's a little bit of presenting something and then people do something and there's a little bit more. Because I think if you have a half hour video, you just switch off and start doing other things.

• 1:02:45Lex Fridman?

  So the, the way Udacity did it is like five, 10 minute, like bit of teaching.

• 1:02:52Speaker 01

  And then.

• 1:02:53Lex Fridman?

  With some visual stuff perhaps, and then there's like a quiz almost.

• 1:02:56Speaker 01

  Then you answer a question. Yeah.

• 1:02:57Lex Fridman?

  Yeah. No, that's, that's, yeah, that's really effective. You mentioned YouCubed. So what's the mission? What's the goal? You, you mentioned how it started, but what's? Um. Yeah. Wh- where are you at now? And what do you, what's your dream with it? Uh, what are the kind of things that people should go and check out on there?

• 1:03:15Speaker 01

  Yeah, we started Ucubed, I guess it was about five years ago now, and we've had over fifty-two million visitors to the site. So I'm very happy about that. And our goal is to share good ideas for teaching with teachers, students, parents in maths and to help. We have a sort of sub-goal of erasing maths anxiety. That's important to us, but also to share maths as this beautiful creative subject. And um, it's been really great. Uh, we have lessons on the site. But one of the thing, one of the reasons I thought this was needed is there's a lot of knowledge in the academy about how to teach maths well. Loads and loads of research and journals and lots of things written up.

• 1:04:01Speaker 01

  But teachers don't read it. They, they don't have access to it. They're often behind pay walls. They, they're written in really inaccessible ways. So people wouldn't want to read them or understand them. So this, I see, is a big problem. You have this whole industry of people finding out how to teach well, not sharing it with the people who are teaching. So um, that's why we made Ucubed. And instead of just putting articles up saying, here's some things to read about how to teach well. We translated what was coming from research into things that teacher could use. So lessons, there were videos to show kids. And um, there were tips for parents. There were all sorts of things on the site and

• 1:04:43Speaker 01

  it's been amazing as we had, we took inspiration from the week of code, which got teachers to focus on coding for a week. And um, we have this thing called the week of inspirational maths. And we say, just try it for a week. Just, just give us one week and try it and see what happens. And so it's been downloaded millions of times. Teachers use it every year. They start the school year with it. And what they tell us is it was amazing. The kids' lights were on. They were excited. They loved it. And then the week finished and I opened my textbooks and the lights went out and they were not interested.

• 1:05:24Lex Fridman?

  Yeah, but uh, but getting that first inspiration is still powerful.

• 1:05:28Speaker 01

  It is. I, I wish, I mean, my, what I would love is if we could actually extend that for the whole year. We're a small team at Stanford and we're trying to keep up with great things to put on the site. We haven't the capacity to produce these creative visual maths tasks for every year group for every day, but I would love to do that.

• 1:05:51Lex Fridman?

  How difficult is it to do? I mean, it's to come up

• 1:05:57Lex Fridman?

  with visual formulations of these big, important topics you need to think about in a way that, you know, that you could teach.

• 1:06:08Speaker 01

  I mean, it, we can do it. We actually, we went from the week of inspirational maths and we made K eight maths books with exactly that. Big ideas, rich activities, visuals. We just finished the last one. We've been doing it for five years and it's been exhausting and we just finished. So now there's a whole K eight set of books. And they're organized in that way. These are the big ideas. Here are rich, deep activities. They're not, though, what you can do every day for a year. So some teachers use them as a kind of supplement to their boring textbook. And some people have said, okay, this is the year. This book tells us what the year is. And then we'll supplement these big activities with.

• 1:06:55Speaker 01

  So they're being used and teachers really like them and are really happy about them. I just always want more. And I guess one of the things I would like for U cubed, one of my personal goals is that every teacher of maths knows about U cubed. At the moment, lots of teachers who come to us are really happy they found it, but there's a lot of other teachers who don't know that it exists.

• 1:07:18Lex Fridman?

  I hope this helps.

• 1:07:19Speaker 01

  Yeah.

• 1:07:20Lex Fridman?

  From a student perspective, and not in the classroom, but at home, studying. And, you know, is there some advice you can give on how to best study mathematics? So what's the role of the student outside the classroom?

• 1:07:38Speaker 01

  Yeah, I think one thing we know is a lot of people, when they review material, whether it's maths or anything else, don't do it in the best way. I think a problem a lot of people have is they read through maybe a teacher's explanation or a way of doing maths and it makes sense and they think, oh yeah, I've got that and they move on.

• 1:08:01Speaker 01

  But then it's not until you come to try and work on something and do a problem that you actually realise you didn't really understand it, it just seemed to make sense. So I would say this is also something that neuroscientists talk about, to keep giving yourself questions is a really good way to study, rather than looking through lots of material. It's always like giving yourself lots of tests is a good way to actually deeply understand things and know what you do when you don't understand.

• 1:08:32Lex Fridman?

  So would the questions be in the form of the material you're reviewing is the answer to that question or is it almost like beyond, it's the polygon thing you mentioned from a square? Is it almost like, I wonder what is the bigger picture, always kind of asking of like, how is this extended and so on?

• 1:08:51Speaker 01

  Yeah, that that would be great. And it's a similar, I mean, a question I get asked a lot is about homework, what is a good thing for kids to do for homework? And one of the recommendations I give is to not have kids just do lots of questions for homework, but to actually ask them to reflect on what they've learned, like what was the big idea you were work, you learned today? Or what did you find difficult? What did you struggle with? What was something that was exciting?

• 1:09:23Speaker 01

  Then kids go home and they have to kind of reflect in a deeper way. A lot of times, I don't know if you had this experience as a maths student, lots of people do, kids are going through maths questions, they're successful, they get them right, but they don't even really know what they're about. And a lot of kids go through many years of maths like that, doing lots of questions, but that really knowing what even. The topic is or what it's about, what it's important for. So having students go back and think at the end of a day, what was the big idea from this maths lesson? Why is it important? Where would I find that in real life? Those are really good questions for kids to be thinking about.

• 1:10:04Lex Fridman?

  Probably for everybody to be thinking about. I think most of us go through life never asking like the bigger question. Almost like, you know, those like layers of why questions that kids ask when they're very young.

• 1:10:18Speaker 01

  Yeah.

• 1:10:18Lex Fridman?

  We need to keep doing that.

• 1:10:20Speaker 01

  We do.

• 1:10:21Lex Fridman?

  Like what, that's the, you know, whatever the term is, you call first principles thinking. Some people call it that.

• 1:10:27Speaker 01

  Mm hmm.

• 1:10:28Lex Fridman?

  Which is like, why are we doing it this way? So one, one nice thing is to do that because there's usually a good answer. Like the reason we did it this way is because it works for this reason. But then if you want to do something totally novel is you'll say, well, we've been doing it this way.

• 1:10:51Lex Fridman?

  Because of historical reasons, but really this is not the best way to do it. There might be other ways and that's how invention happens.

• 1:10:58Speaker 01

  Right.

• 1:10:59Lex Fridman?

  And then you get, you know, that's really useful in every aspect of life, like choosing your career, choosing your, um, I don't know, where, where you live.

• 1:11:09Speaker 01

  Yeah.

• 1:11:09Lex Fridman?

  Who your like romantic partner is, like everything.

• 1:11:12Speaker 01

  Everything, yeah.

• 1:11:13Lex Fridman?

  And I think it probably starts doing that in math class.

• 1:11:19Speaker 01

  That would be good if we started doing.

• 1:11:20Lex Fridman?

  I want, I mean, I wonder, I, I probably didn't do very much of that for most of my education. Asking why, except for later, much later in the subjects on like grad school, when you're doing research on them. When your first task of doing something novel, using this or solving a problem really outside the classroom, they have to publish on it. It's the first time you think, wait, why are these things interesting, useful, which are the things that are useful? And yeah, I guess that was, that would be nice if we did that much earlier, that, uh, the quest of invention.

• 1:12:00Speaker 01

  Yeah, yeah. I mean, one of the sad pieces of research data I think about is the questions kids ask. Um. In school goes down like in a linear. You know, progression from in the early years, you can't stop kids asking those questions, but they learn not to ask the questions.

• 1:12:21Lex Fridman?

  I think you told somewhere about an early memory you had in your own education. Where you asked the question, or maybe that was an example you gave, but it was shut down.

• 1:12:32Speaker 01

  Oh, yeah. You've listened to something I said, yeah.

• 1:12:37Lex Fridman?

  I don't remember where it was, but it caught it caught me.

• 1:12:40Speaker 01

  Yeah, I remember it really vividly.

• 1:12:42Lex Fridman?

  What can you tell the memory?

• 1:12:44Speaker 01

  Yeah, I was. It's funny. I can remember. It must have really impacted me in that moment because you know how there's lots of hours of school you don't remember at all. But anyway. I I can remember where I was sitting and everything. I was in high a high school maths class, although they don't call it that in England. And um. The teacher said, and it was like the first class of this teacher's class, and he said, ask if you have any questions. So at one point I put my hand up and I said, I have a question. And he said something like, that's your question. Um.

• 1:13:18Speaker 01

  And I was like, oh, okay, I'm not asking any more questions in this class.

• 1:13:22Lex Fridman?

  Hard in a way where you didn't wanna you. The lesson you learn from that is I'm not gonna ask.

• 1:13:26Speaker 01

  Yeah, that was absolutely that. So that's the last question I'm asking. And um. That was. Yeah, he was the chair of the maths department. I remember that really well. So.

• 1:13:41Speaker 01

  Maybe because of that experience, one of the things we encourage when we teach kids is asking questions and we value it when they ask questions and we put them up on walls and celebrate and.

• 1:13:52Lex Fridman?

  It's funny, because I wish there was a feedback signal, because he probably. To put a positive spin on it, he probably didn't realize the negative impact he's had in that moment, right? If he only knew. See, this is probably when you're more mature and grab school. Had an amazing professor named Alicia Kafande in computer science. And he would get, he encouraged questions, but then he would tell everybody how dumb their questions are. But it was, it was done, I guess, if you show, if you say it with love and respect behind it, then it's more like a friendly humorous encouragement for more questions. It's an art, right?

• 1:14:31Speaker 01

  Yeah.

• 1:14:31Lex Fridman?

  To do it right.

• 1:14:32Speaker 01

  It's very hard.

• 1:14:33Lex Fridman?

  You have to time it right because that's probably, that kind of humor is probably better for when you're in grad school versus when you're in the early education.

• 1:14:42Speaker 01

  Right. Well, and I guess kids or young people get whether somebody's doing it to be funny or, you know, has it, this, I mean, this is why teachers so hard. Even your tone can be impactful.

• 1:15:00Lex Fridman?

  It's so sad because like for, for that particular human, the teacher, you just had a bad day and one statement couldn't have a profound negative impact.

• 1:15:10Speaker 01

  I know sadly that maths, there's a lot of maths teachers who have that kind of approach and they, I think they're suffering from the fact that they think people are math people, not math people. And that comes across in their teaching.

• 1:15:25Lex Fridman?

  But on the flip side, one positive statement.

• 1:15:28Speaker 01

  Yeah.

• 1:15:28Lex Fridman?

  Keep them going.

• 1:15:29Speaker 01

  That's right. That is the flip side of that. And I myself had like one teacher who was really amazing for me in maths and she kept me in the subject.

• 1:15:39Lex Fridman?

  What, who, who was she?

• 1:15:42Speaker 01

  She was, um, her name was Mrs. Marshall.

• 1:15:49Speaker 01

  She was my A level maths teacher. So I was in.

• 1:15:53Lex Fridman?

  What's that mean?

• 1:15:53Speaker 01

  In England, you do lots of subjects. So you're 16 and then you choose like three or four subjects. So I had chosen maths and you go to higher levels.

• 1:16:06Speaker 01

  Probably equivalent more to a master's degree in the US because you're more specialized. But anyways, she was my teacher and for the first time in my whole career in maths, she would give us problems and tell us to talk about them with each other. And so here I was, sitting there at like seventeen, talking with friends about how to solve a math problem. And that was it. That was the change that she made. But it was profound for me. I, because like those calculus students, I started to hear other people's ways of thinking and seeing it. We would talk together and come up with solutions. And I was like, that was it. That changed maths for me.

• 1:16:47Lex Fridman?

  And so it wasn't some kind of personal interaction with her. It was more like she, she was the catalyst for that collaborative experience.

• 1:16:56Speaker 01

  I mean, yeah, the many ways teachers can inspire kids. I mean, sometimes it's a personal message, but it can be your teaching approach that changes maths for kids.

• 1:17:07Lex Fridman?

  You know, Cal Newport, he, he wrote a book called Deep Work. And he's a mathematician, a theoretical computer scientist. And he talks about the kind of the focus required.

• 1:17:20Speaker 01

  Yeah.

• 1:17:20Lex Fridman?

  To do that kind of work. Is there something you can comment on? You know, we live in a, in a world full of distractions. That, that's seems like one of the elements that makes studying, and especially the studying of subjects that require thinking like math does, difficult. Is there something from a student perspective, from a teacher perspective, that encourages deep work? You can comment on?

• 1:17:46Speaker 01

  I think giving kids really inspiring, deep problems. And we have some on our website, is a really important experience for them. Even if they only do it occasionally. But it's really important. They actually realize, I I do, I I give a problem out often when I'm working with teachers and I say to them, all right, I'm going to check in with you after an hour. And they were like, an hour? They think it's shocking. And then they work on this problem. And after an hour, I say, okay, how are we doing? They're like, an hour's gone by? How is this possible?

• 1:18:26Speaker 01

  And so everybody needs those like rich, deep problems. Most kids go through their whole maths experience of however many years, never once working on a problem in that kind of deep way. So I, the the undergrad class I teach at Stanford, we do that. We work on these deep problems every session. And the students come away going, okay, I never want to go back to that maths relationship I had where it was just all about quick answers. I I just don't want to go back to that. And so we can all, all teachers can incorporate those problems in their classrooms. Maybe they don't do them every day, but

• 1:19:09Speaker 01

  they at least give kids some experience of being able to work slowly and deeply and to go to deeper places and not be told they've got five minutes to finish twenty questions.

• 1:19:24Lex Fridman?

  Yeah, but part of it is also just the the exercise of sitting there maintaining focus for prolonged periods of time. That's not often. I mean, that's a skill.

• 1:19:36Speaker 01

  Yeah.

• 1:19:36Lex Fridman?

  It's a skill that that also could be discouraging. Like, if you don't practice it, just sitting down for ten minutes straight and maintaining deep focus could be exceptionally challenging. Like, if you're really thinking about a problem. And to re, I think it's really important to realize that that's a skill that you can, just like a muscle, you can build, you can start with five minutes and goes to ten minutes to thirty and to an hour. And to be successful, I think, in certain subjects like mathematics, you want to be able to develop that skill. Otherwise, you're not going to. Get to the the the really rewarding experience of solving these problems.

• 1:20:16Speaker 01

  Mm hmm, mm hmm, mm hmm, definitely. There was a survey done of kids in school where they were asked, how long will you work on a maths problem before you give up and decide it's not possible to solve it?

• 1:20:26Lex Fridman?

  Good question.

• 1:20:27Speaker 01

  And the result on average across the kids was two minutes.

• 1:20:34Lex Fridman?

  Yeah.

• 1:20:36Lex Fridman?

  Yeah, that's a that's a bad sign, but that's that was a powerful sign that they need to learn to not give up so quickly. Yeah, we we mentioned offline, because we've been talking so much about visualization, Grant Sanderson through Luan Brown. So he's inspired millions of people with the kind of exactly the kind of way of thinking that you've been talking about.

• 1:21:01Speaker 01

  Yeah, I love his work.

• 1:21:03Lex Fridman?

  Converting sort of mathematical concepts into visual, like visually representing them, exploring them in ways that help you illuminate like the concepts. What what do you think is the role of that? So he uses mostly programmatic visualization. So it's the thing I mentioned where there's like animations created by writing computer programs. Like, what what do you think? How scalable is that approach? But in general, what do you think about his approach?

• 1:21:35Speaker 01

  I think it's amazing. I should work with him.

• 1:21:39Speaker 01

  I I can share some of our visuals and he can make them in that amazing way.

• 1:21:45Lex Fridman?

  So part of it is storytelling. Part of it is like, it's creating the visuals and then weaving a story with those visuals that kind of builds like there's also, I mean, there's also drama in it. You start with a small example and then you kind of all of a sudden there's a surprise.

• 1:22:04Speaker 01

  Yeah, yeah, yeah.

• 1:22:05Lex Fridman?

  And it really, I mean, it makes you fall in love with the

• 1:22:09Speaker 01

  That's right.

• 1:22:09Lex Fridman?

  With the concept.

• 1:22:10Speaker 01

  Yeah.

• 1:22:10Lex Fridman?

  He does talk about that.

• 1:22:13Lex Fridman?

  His sense is like some of the stuff he he doesn't feel like he's teaching.

• 1:22:20Lex Fridman?

  Like the core curriculum, which is something, you know, he sees himself as an inspirational figure. But because I think it's too difficult to kind of convert all of the curriculum into those elements.

• 1:22:34Speaker 01

  And and probably you don't need to. I mean, you if people get to experience mathematical ideas in the way that he shares them. That will change them and it will change the way they they think and maybe they could go on to take some other mathematical idea and make it that beautiful.

• 1:22:51Lex Fridman?

  Well, he does that. There's a he created a library called Manum. And he open sourced it and that library is the people should check it out. It's written in Python. And it uses some of those same elements, like it allows you to animate equations and animate little shapes. Like people that, you know, he has a very distinct style in his videos. And what that resulted in, even though from a software engineer perspective, the code you release is not like super well documented or perfect, but him releasing that. Now there's all of these people educating it. And the cool, to me personally, the coolest thing is to see like

• 1:23:34Lex Fridman?

  people that are not, you know, don't have like a million subscribers or something is they they have just a few views in the video. But it just seems like the process of them creating a video where they teach is like transformative to them from a student perspective. It's the old Feynman thing. The best way to learn is to teach.

• 1:23:54Speaker 01

  Right.

• 1:23:55Lex Fridman?

  And then him releasing that into the wild is.

• 1:23:57Speaker 01

  Yeah.

• 1:23:58Lex Fridman?

  It shows that that impact.

• 1:24:00Speaker 01

  Yeah, absolutely. I think just giving people that idea that you can do that with maths and other subjects. There's bound to be people all around who can create more, which is cool.

• 1:24:13Lex Fridman?

  Yeah, that definitely. So I recommend that people do like JavaScript or Python. You could you could build like visualizations of most concepts in high school math. You can do a lot of kinds of visualizations and doing that yourself. Plus, if you do that yourself, people will really love it. People actually. People love visualizations of math.

• 1:24:33Speaker 01

  Yeah.

• 1:24:34Lex Fridman?

  Because they, I mean, it's something in us that loves patterns, loves figuring out difficult things and the patterns in there then are unexpected in some way.

• 1:24:43Speaker 01

  Yeah. Have you ever noticed that hotels are always filled with patterns? I was just noticing at the hotel I'm in now, all of their carpets are pattern carpets, and then they have patterns on the walls.

• 1:24:55Lex Fridman?

  Yeah.

• 1:24:56Speaker 01

  So, yeah.

• 1:24:58Lex Fridman?

  We, humans, love the symmetry and patterns, the breaking of symmetry and patterns.

• 1:25:03Speaker 01

  Yeah.

• 1:25:04Lex Fridman?

  And it's funny that we don't see mathematics as somehow intricately connected to that, but it is, right?

• 1:25:10Speaker 01

  I mean, that's one of the perspectives I love students to take is to be a pattern seeker.

• 1:25:15Lex Fridman?

  In everything.

• 1:25:16Speaker 01

  In, in, yeah, certainly in all of maths. I mean, you can think of all of maths as a kind of subject of patterns and not just visual patterns, but, you know, when you think about multiplying by five and the fact you can, you know, if you, if you're multiplying eighteen times five, you can instead think of nine times ten. That's a pattern. That always works in mathematics. You can halve a number and double a number. And so, yeah, I just think there are patterns everywhere. And if kids are thinking their role is to see patterns and find patterns, it's really exciting.

• 1:25:53Lex Fridman?

  What do you think about like MIT OpenCourseWare and the release of lectures by universities?

• 1:26:01Speaker 01

  I think it's good. I think it's good. I think the, that is what started the MOOC I did was using that platform.

• 1:26:11Lex Fridman?

  So you ultimately think like the Udacity model is a little bit more effective than just a plain to our lecture?

• 1:26:17Speaker 01

  I think there's definitely, you can bring in good pedagogy into online learning. And I think the idea of putting things online so that people all over the world can access them is great. I don't think the initial excitement around MOOCs. Sort of democratizing education and make it more equal um came about because they found that the people taking MOOCs tended to be the more privileged people.

• 1:26:41Lex Fridman?

  Mm hmm.

• 1:26:41Speaker 01

  So that was, I think there's still something to be found in that. There's still more to be done to help that online learning reach those principles. But um definitely, I think it's it's a good invention. And I have an online class that's for kids, that's little free class that gives them.

• 1:27:02Lex Fridman?

  What's the topic?

• 1:27:02Speaker 01

  It's called How to Learn Maths.

• 1:27:04Lex Fridman?

  How to learn maths?

• 1:27:05Speaker 01

  Um, it shows maths as this visual creative subject and it shares mindset and some brain science and um kids who take it do better in maths class. We've studied it with like randomized controlled trials and given it to middle school kids and other middle school kids who don't take it but are taught by the same teachers, so their teachers are the same. And the kids who take the online class end up sixty eight percent more engaged in their maths class and do better at the end of the year. So that's a little six session, fifteen minute class. And it changes kids' maths relationships. So it is true that we

• 1:27:46Speaker 01

  can do that with some words that aren't, you know, not, it's not a huge change to the education system.

• 1:27:55Lex Fridman?

  Do you have advice for young people? We've been talking about mathematics quite a bit. But in terms of their journey through education, through their career choices, through life, maybe middle school, high school, undergrad students, how to live a life they're they can be proud of?

• 1:28:15Speaker 01

  I think if I were to give advice to people, especially young people, my advice would be to. Always, it sounds really corny, but always believe in yourself and know that you can achieve. Because although that sounds like obvious, of course, we want kids to know that they can achieve things. I know that millions of kids who are in the school system have been given the message they cannot do things. And adults too, they have the idea, oh, I did okay in this, I went into this job. Because those other things I could never have done okay in. So actually, when they hear, hey, maybe you could do those other things. Even adults think, you know, maybe I can.

• 1:28:59Speaker 01

  And they go back and they encounter this knowledge and they relearn things and they change careers. And amazing things happen. So for me, I think that message is really important. You can learn anything. Scientists try and find a limit. They're always trying to find a limit, like, how much can you really learn? What's the limit to how much you can learn? And they always come away not being able to find it. People can just go further and further and further. And that is true of people born with brain. Um, you know, areas of their brain that aren't functioning well, that have what we call special needs. Some of those people also go on to develop and do amazing things.

• 1:29:37Speaker 01

  So I think that really experiencing that, knowing that, feeling, not just saying it, but knowing it. Deeply, you can learn anything is um, um, something I wish all people would have.

• 1:29:53Lex Fridman?

  Actually, also applies when you've achieved some level of success too. What I find, like in my life with people that love me, when you achieve success, they, they keep celebrating your success. And they want you to keep doing the thing that you were successful at. As opposed to believing in that you can do the, the, something else, something big, whatever your heart says to do.

• 1:30:15Speaker 01

  Right.

• 1:30:16Lex Fridman?

  And one of the things that I realized the value of this.

• 1:30:22Lex Fridman?

  You know, quite recently, which is sad to say, is how important it is to seek out, when you're younger, to seek out mentors, to seek out the people, like surround yourself with people that will believe in you.

• 1:30:35Speaker 01

  Yeah.

• 1:30:35Lex Fridman?

  It's like, a little bit is on you. It's like, you don't get that, sometimes if you go to grad school, you think you kind of land on a mentor, maybe you pick a mentor based on the topic they're interested in. But the reality is, the people you surround yourself with, they're going to define your life trajectory. So select people that-

• 1:30:59Speaker 01

  That's really true. And get away from people who don't believe in you.

• 1:31:03Lex Fridman?

  Sometimes, parents can be that. They can love you deeply, but they be, you know, they set, it's the math thing we mentioned, they might set certain constraints on the beliefs that you have. And so, in that, if you're interested in mathematics and your parents are not that interested in it, don't listen to your parents on that one direction.

• 1:31:24Speaker 01

  Exactly. Yeah. And if people tell you you can't do things, you have to hear from other people who believe in you. I think you're absolutely right about that. So sad, the number of people who've had those negative messages from parents. In my Limitless Mind book, I interviewed quite a few people who'd been told they couldn't do maths, sometimes by parents, sometimes by teachers. And fortunately, they had got other ideas at some point in their life and realized there was this whole world of mathematical thinking that was open to them. So, it's really important that people do connect with people who believe in them, however hard that might be to find those people.

• 1:32:06Lex Fridman?

  What do you hope the education system, education in general, looks like 10, 20, 50, 100 years from now? Are you optimistic about this future?

• 1:32:16Speaker 01

  Yeah, I definitely have hope. There is, change can happen in the education system. In recent years, it's been microscopically slow. And, but-

• 1:32:29Speaker 01

  I do actually see change happening, like we were talking earlier that data science is now a course you can take in high school instead of Algebra II. And that's pretty amazing because that content was set out in eighteen ninety-two and hasn't changed since then. And so now we're actually seeing a change in the content of high schools, so I'm amazed that that's happening and very happy it's happening, but so change is very slow in education usually, but when you look ahead and think about all that we know and all that we can offer kids in terms of technology,

• 1:33:10Speaker 01

  you've got to think that a hundred years from now, education will be totally different to the way it is now. Maybe we won't have subject boundaries anymore because those don't really make much sense.

• 1:33:23Lex Fridman?

  It's interesting to think how certain tools like programming, maybe they'll be deeply integrated in everything we do.

• 1:33:31Speaker 01

  Yeah, you would think that all kids are growing up, learning to program and create. So I just think, I mean, the system of schooling we have now, people call it a factory model. It's not designed to inspire creativity and I feel like that will also change. People might look back on these days and think they were hilarious, but

• 1:33:57Speaker 01

  maybe we'll, in the future, kids will be doing their own programming and they'll be able to learn things and find out things and create things even as they're learning and

• 1:34:06Speaker 01

  maybe the individual subject boundaries will go. Data science itself coming into the education system kind of illustrates that because people realize it doesn't really fit inside any of the subjects. So what do we do with it? Where does it go and who teaches it? So it's already raising those kind of questions and questioning how we have these different subject boundaries.

• 1:34:33Lex Fridman?

  So you've seen data science be integrated into the curriculum?

• 1:34:37Speaker 01

  Yes, it's happening across the United States as we speak.

• 1:34:40Lex Fridman?

  I wonder how that got initiated? Like, how does change happen in the education system? Is it just a few revolutionary like leaders?

• 1:34:47Speaker 01

  I think so. I think so. It's been an interesting journey seeing data science take off, actually. It, um, there was a

• 1:34:56Speaker 01

  Course that was developed in two thousand fourteen by some people who thought data science was a good idea for high schoolers. And then after some kids took the course and nothing bad happened to them. They went to college and people started to accept it more. And then this was a big piece of the change in California. The UC system communicated. They sent out an email last year to fifty thousand high schools saying, we now accept data science. Kids can take it instead of algebra two. That's a perfectly legitimate college pathway. So that was like a big green light for a lot of schools who were like wondering about whether they could teach it. So I think it happens in small spaces and expands.

• 1:35:39Lex Fridman?

  It goes viral.

• 1:35:41Speaker 01

  Yeah.

• 1:35:42Lex Fridman?

  In this modern age.

• 1:35:43Speaker 01

  Then it goes viral. California is ahead. I think in creating courses and having kids go through it, but it's suddenly when I last looked, there were twelve states that were allowing data science as a high school course. And I think by next year, that will have doubled or more. So change is happening.

• 1:36:05Lex Fridman?

  Joe, as I said, I think mathematics is truly a beautiful subject and you having an impact on millions of people's lives by educating them, by inspiring teachers to educate in the ways that you've talked about, in multi-dimensional ways, in visual ways, I think is incredible. So you're spreading beauty into the world. So I really, really appreciate that you spent your valuable time with me today. Thank you for talking.

• 1:36:35Speaker 01

  Thank you. It was really good to talk to you.

• 1:36:37Lex Fridman?

  Thanks for listening to this conversation with Joe Bowler. To support this podcast, please check out our sponsors in the description. And now let me leave you with some words from Albert Einstein. Pure mathematics is the poetry of logical ideas. Thanks for listening and hope to see you next time.