I had just finished telling her that I have never taken a class in linear algebra. Linear algebra is the study of linear mapping between different dimensions (for example, if we were mapping in the ocean, our dimensions would be latitude, longitude, depth, and time). It is generally taught in a math major's first or second year. But I wasn't a math major - I was a biology major. In fact, the last math class I took was in 2001 (Calculus). I had just confessed to her that I didn't really understand many of the basics of linear mathematics, even though I use it fairly regularly for my research.
"I don't understand," she said, "You are doing more complex math already for your project - how do you not know the basics?"
Well, it's pretty easy, and I think it's a problem that many graduate students in the sciences share. It isn't even just bioacoustitions (whose work is heavily influenced by math and physics) who are adversely affected. Most biological scientists need to use some sort of matrix math as part of the statistics they use to analyze their data (least squares and Markov models both use linear algebra). And many biologists (at least from the small sample test poll I did on Twitter) have never taken a class on linear mathematics.
Many of us just trust that the parts inside the statistics/math machine are working right, and hope that the person who made the machine knew what they were doing.
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| "I'm sure everything in there is working right!" |
Why do some Biology PhD students end up in this sort of mess? Well, it's not at all surprising when you look at the requirements for a "typical" biology major. Here are the requirements from Colombia University, which was the first school that popped up when I googled "Biology Major Requirements:"
Math: The math requirement can be fulfilled by taking either of these:
- Two semesters of calculus
- One semester of calculus plus one semester of statistics, with advisor's permission
So, at Colombia, after students take one year of Calculus, they're done with Math. University of Housten has a similar program, as did my undergraduate university, while Florida State University actually requires students to take one more semester of math.
OK, I get it. There's only so much time in the day. If I had spent all of my time during my biology degree taking math classes, I wouldn't have had time for all my Biology classes (or the other required core classes). I also would have HATED it, because I didn't understand how cool math is until grad school. The best explanation I've found for my former dislike of Math is this (article here):
I was an imaginative kid. To my mind, math was not about imagination, it was about remembering and following rules. It was boring. I'm not sure exactly when this change happened, but somewhere in the last five years, I've realized that when I learn new math tools, it is fun to imagine how I can use them. It's kind of like showing a kid a bunch of different "tools" for transportation (car, horse, plane, shoes, dinosaur) and letting them make up a story about how they would use those vehicles to get to the top of the mountain. Instead of being something random and unconnected, I've made math part of my story. Even cooler than that, it's a mystery story, because I'm still trying to solve the puzzle."9: Mathematics disenchants young girls. I like Wired. Some of the best technological articles come from them, and a large part of this is that they’re not afraid to tell it the way it is. Whether we like it or not, we still raise our young girls different than our young boys: Disney movies about princesses; fairy tales about knights in shining armor; dressing them up in glitter-entrenched clothes. Then the elementary female learner enters school, overwhelmed by her vivid imagination, and mathematics kills her love for fantasy on impact. If there’s one way we can figure out how to teach mathematics better, it’s by making it not so “disenchanting.” (Oh, and by handing her a Tonka truck when she’s little.)"
So what's the solution? Lots of people who are smarter than me have been trying to figure this out for ages. I just know that when I have a kid, I'm going to try and figure out a way to make math appeal to their imagination. Also, there should really be a better bridge for incoming biology graduate students over the math gap. Some sort of basic intro to programming and linear algebra for those of us who will need to build our own tools. Sounds like a good idea to me.
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| Maybe if we build a bridge in the first place we can avoid some sprained ankles and lost keys. |
Or maybe this backward way of doing things is the best way to do it. Maybe I wouldn't have absorbed an intro to math/programming class if I had taken it. Maybe it's better to be thrown into the deep end, because then you're REALLY motivated to learn how to swim. And now, back to my new textbook.








I think you answer your own problem.
ReplyDelete"I didn't understand how cool math is until grad school."
Because you then had a problem to solve, right? Give people need real problems of their own to solve, and then they dig in.
Maybe another part of the problem for biologists is that the entire math curriculum in North American from K-12 is geared towards preparing students for calculus. Most biologists use statistics more.
I don't think I ever use calculus in my daily routine, but I do use statistics almost daily. And a lot of it is does not require calculations - which again is often the focus of math training - but is interpretation.
I agree. Unless I am interested, it's hard to work hard on something. I think grad school has been a good lesson in finding ways to get myself interested in things (which sometimes means making my programs also produce pretty graphs as a sort of reward for hard work).
DeleteI've been thinking about things like this as well--it was only very recently that I started seeing math more as an incredible language for describing the world than as a series of problems to be solved correctly. Looking back now, most of my early education in this language seems to have been in the equivalent of grammar and sentence diagramming, rather than reading, writing, and conversation.
ReplyDeleteI had to take linear algebra and programming for my undergrad major (Earth Systems, interdisciplinary environmental science). Linear algebra I mostly forgot and had to re-learn in grad school. Programming, though, has never stopped feeling useful. I really can't overstate what a leg up having Intro to CS was for me. In many ways, it also gave me an alternate door into the world of mathematics, one that felt much more hands-on and less abstract than the ones I'd been shown before.
While I agree with Zen that most biologists/ecologists use stats way more than calculus on a day-to-day basis, I still think understanding the fundamentals of calculus is really important. Even if you aren't manipulating equations, understanding what derivatives and integrals are is necessary to understand a lot of other things (probability distributions, for instance).
I love your comment about Math being a language - it totally is! I always know what I WANT matlab to do, but telling it how to do it is something that often gets lost in translation. I wish I had taken a programming class, I feel like it would have been incredibly helpful. Too bad my undergrad self probably wouldn't listen to that advice, though.
DeleteOh wow, catching up on your blog tonight after WAY too long. Sounds like you're having fun in Guam! (or... maybe you are already back?) I love this post - it's right up my alley. I totally agree that problems exist when it comes to math education for young girls. Well, kids in general, really. I was actually planning on writing a blog post about this also, and how a lot of kids just assume that you have to be a genius to get math. Like, you either get it or you don't. And they think that because they find it hard, they are not in the category of people that will ever get it. And that's a big lie! Pretty much anyone can do math, it just takes a lot of work. Wow, I'm getting all fired up about this again... :-)
ReplyDeleteThanks, Michelle! You should totally write that post. I'd love to see your POV, since I think you are much more mathy than I am. And you're arty too, so you've got a very interesting and unique perspective. Sounds very interesting!
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