Is it time to kill the calculus curriculum?
salon.com
salon.com
So I would say the statements in the article are true. Colleges these days are dinosaurs at changing and keeping up with the times. The reality is most college majors probably need to be shifting more heavily towards computer related skills in general. The whole idea that you need a CS degree to learn programming skills is an obsolete idea as well. Computer programming is a general-purpose skill as far as I am concerned. Anyone studying a STEM major needs to know how to write computer programs, at least at a basic level.
I'd argue that we _shouldn't_ alter the purpose of college, but find new ways to fill the gap in the market for professional jobs that aren't research-focused (i.e. academia) or vocational. There's a very real middle-of-the-market segment of education/job training that's missing.
Programming bootcamps are a good example of filling the middle-of-the-market, but they're probably too short and too simplistic to bring a graduate up to the real entry-level, junior developer. It illustrates, in my opinion, that something needs to exist between vocational schools and colleges to fill professional needs.
Also these same employers are always complaining about how the new grads don't have the "skills" they want.
EDIT: The other positive case I know of was NC partnering with the pharmaceutical (drug manufacturing) industry in the late '00s, but I have no idea how that turned out. They were partnering with community colleges and universities throughout the state to develop a targeted non-BS program for the drug manufacturers to pull from.
If you listen to complaints from new grads you can see a common trend - "college did not prepare me for the real world", "college did not give me the skills I need to succeed" and so on.
This is why I say we need to move away from the one size fits all view of college. We need BA degrees that are "career focused" and we need BA degrees that are more academic focused. It may also be wise to have a hybrid version as well.
Definitely this is the case. A degree is merely a signal. Eployers want the smartest 10% of the population. If they were left handed, employers would require left-handedness.
What I find discouraging is how routine and repetitive most work is. It's like you are the paramedic at the county fair and you're job is bandaids on elbows, but you need to be an expert brain surgeon in case that comes up.
Right now college is a one-size fits all shoe and has only be slighting molded to fit both objectives. I would argue that we need to make a hard slip. The obvious career majors (accounting, business, marketing etc.) should become more career focused while the more traditional majors should focus on the traditional vision of college.
Most if not all colleges programs advertise job placement rates for graduates, earning potential, and host career fairs, all aimed at undergraduate students (in addition to what the graduate schools offer of course).
The end result is a mish-mash of idealism meets reality, and a lot of students take out loans to practice learning things that they'll not use again, all in the hoped of getting a job.
In practice, most professionals just don't need anything more than algebra and basic statistics. If they're numerate, they can get the job done because their industry already has a collection of mathematical tools that have been developed to solve the problem. It's only the ones making new tools that really need more advanced math.
Let's say someone handed you a pile of data on some event that fires after some random time (earthquakes, light bulbs burning out, bacteria lifetime, etc). You're tasked with figuring out the probability that event is going to happen whenever.
How would you do that? You would probably say, oh that's easy! Add up each lifetime of each event that happens before whatever time, and divide by total number of events.
Congratulations, you just did calculus.
Really, you've never had to calculate an amortization schedule or the time value of money ?
But my feeling is that the real value of teaching math is how it introduces whole categories of abstract thinking. I've probably never actually used calculus practically, but in school it opened up a whole new world of practical analytical thinking to me, which, in itself, had very little to do with math or numbers.
It also helps drive home the idea that what a thing is is not the same as our conceptual model.
nobody nowadays needs to know how to hand-calculate gnarly trigonometric integrals, or solve systems using Cramer's rule. it is just pointless hoop jumping as far as I can tell.
at the same time, avoiding teaching calculus in high school still seems like a disaster to me. people are saying "teach statistics and data instead of calculus" -- but how can you hope to understand statistics if you can't compute an expected value, which is defined as an integral? if you don't know how a PDF and CDF relate to each other? calculus is just very important, there's no way around it.
you could have a calculus class with much less mindless computation though -- it would probably be both easier for students challenged by this and more useful for all students.
99% of humans would benefit greatly from studying statistics without the calculus underpinnings that greatly complicate the education for marginal added understanding, particularly as they relate to probabilities and risk. the more mathematically inclined can study the calculus in more advanced classes.
one of the great barriers to sociopolitical advancement is the gross misunderstanding of risk (covid being a good example) and basic statistical education can help ameliorate that.
but the idea being proposed is that one can get rid of the calculus class in the high school curriculum, and fill its role (of advanced math target/preparation for quantitative college majors) instead with some kind of data/statistics class. I don't think this is going to be possible unless the data/statistics class ends up teaching calculus -- otherwise it would have to be way too watered down.
but it's still not necessary to learn calculus for data science in high school. you can piece-wise your way to a lot of practical understanding, learning useful building blocks like bayes and monte carlo methods along the way. all you need is excel (with the analysis toolpak) for that. that would set up the more interested to have a solid foundation for a deeper, more theoretically rigorous dive into it in college.
you wouldn’t need most of the material in a current calculus class (who cares about the volume of a weird surface) but i still believe you would need calculus.
People need to understand basic probability and statistics. (This would be useful to teach in a civics class too, if we still had them!). Calculus isn't needed for the basics.
Basic financial mathematical literacy. "How to balance your checkbook^Waccounts, now that we barely use checks any more". What do interest rates mean in the context of Credit Cards, mortgages, savings accounts, etc...
Understanding what the numbers really mean. People use numbers a lot, but what are they really saying? Are people using numbers to lie?
It appears that the New Math failed to catch on as a math reform because:
1) Starting with formal system and building from axioms on up is appealing to mathematicians but doesn't match children's psychology, which requires concretions rather than abstractions in the early years.
2) There wasn't a good enough plan to get parents on board with the reform. Mathematics was highly regarded yet poorly understood in U.S. culture, leading to pushback from parents (and teachers) when they saw a different mathematics curricula then what they had ("You can't change math! Math is Math!").
Math reforms will need to avoid these two snares. Perhaps a data science class at middle school and up would work well since it would avoid concerns about radical changes to the curricula.
One approach I'm considering is doing a history-based approach to mathematics. I don't have anything shippable yet, but explaining the history of the integral calculus has helped my students understand the difference between Leibniz's and Newton's notations, as well as provide motivation for why we're studying limits.
Calculus should be taught by teaching professors, not research professors. It needs to be taught by someone who is focused full time on teaching. But wait, there's more..
There should be two levels of Calculus 1: long-term, or short-term. Short-term calculus is a regular class, taught by whomever is available and qualified.
Long term classes are smaller, meet more frequently (how about four times a week), and taught by a professor whose focus is teaching, not research.
To understand calculus IMHO (full disclosure I failed it three times. Fourth time was a charm) you need a mastery of algebra and trigonometry. I didn't get that, and I think less and less kids are getting that kind of mastery. Hence, a longer term of smaller classes focused on the premise that not everyone in the room has mastered algebra or trig, and teach from that perspective.
Thank you for coming to my Ted talk..
Today trend is data science, it was car and motors in 50s, electronics in 90s. Should you change school education just for that?
I believe school education should tell us more about world around us. That includes science, art, languages, history, geography.
Why do we have this notion that having school education should always help us in our career in some way (money, progression etc).
Why not just learn about the world around us? Being all-round human being is also a good.
Students would be much better served by learning the foundations of probability and statistics.
For example, they might learn that the probability of some value less than or equal to x is the integral of a CDF from negative infinity to x, or that the normal equation for linear regression minimizes a multivariable loss function by computing a vector of partial derivatives.
It's possible for a student to be advanced in math but not equally advanced in other fields; it's also possible for a student to be academically but not emotionally advanced; both of these may make it better for a student who is academically prepared for calculus to pursue it in high school rather than a post-secondary environment.
If the kid is ready for college, then do it!
however, in my last 10 - 20 years I've never actually calculated an analytical derivative. I think there might be some economists somewhere who are doing so, but in my experience that's generally because they don't understand enough about computers or modelling, and they're just roting 30 year old techniques.
I think more discrete math - at least first-order predicate calculus - should be added to high school math. But that would not take a lot of extra time, you could sandwich that into other things.
Statistics uses calculus heavily as well. It's hard to determine the probability of something lying in a range of a standard distribution without integrals.
On the other hand, 90% of the people going through college that take calculus are there to get education to do a job that requires little to no calculus. The hard part is predicting which 10% we should educate. Teaching calculus leaves the option open for that 10% to do the jobs that need it.
English composition, World History, US History, all are part of a BS program. Why make a kid sit through 4 years of remedial junk in High School when he is already at a college level?
But you are right, remedial stuff like grammar, writing, and Algebra should be taught at a Middle/High School. Kids shouldn't graduate until they are done with that. But keeping someone 4 years at a High School just to run out the clock on their DOE funding when they hit 18 is nuts when they are at a college level.
Calculus, on the other hand, teaches you how the world works.
Like... trigonometry is important. All the other nonsense I learned in geometry class was a waste of my time.