Khan Academy Statistics videos are not good
learnandteachstatistics.wordpress.com
learnandteachstatistics.wordpress.com
Sometimes I just can't wrap my head around one little concept and I research it until I do. Khan Academy and similar sites have been essential to me getting through multiple courses. Are these videos as thorough as a course taught by an experienced professor? Nope. But I don't think that's the point of them. It's a place where people like me can learn the foundations before moving on.
Before online courses existed people in my situation had little to nothing. Sometimes I bought used, out of date text books but when I got stuck on something that was the end. (This was in early 2000s).
Often I see people attempting to compare sites like KA to college courses. That's not really a fair comparison as I highly doubt that anyone with the option of college is choosing to watch KA videos instead. They are for people who don't have that option.
Because of sites Codecademy, Learn Code the Hard Way, Khan Academy, ect., I went from working in tech support and living under the poverty line to junior web developer. I will never claim that I'm as good as someone who attended professionally taught courses but I now have the ability to continue to learn and get better.
I often see people talking about how great they personally found a MOOC course, but that self-assessment is largely useless. To put it bluntly: you don't know what aspects of a topic you don't understand, were not told about, or whether the information you received was at all accurate, because you lack the expertise to determine that.
For example, people thought they had learned a lot from the Udacity Statistics 101 course and it received glowing reviews from participants. But unfortunately they did not learn about some of the most important basic ideas in statistics, and some of the things they did learn were just wrong:
http://www.angrymath.com/2012/09/udacity-statistics-101.html
the course is amazingly, shockingly awful. It is poorly structured; it evidences an almost complete lack of planning for the lectures; it routinely fails to properly define or use standard terms or notation; it necessitates occasional massive gaps where “magic” happens; and it results in nonstandard computations that would not be accepted in normal statistical work.
Astoundingly, the Udacity Introduction to Statistics course manages to go almost its entire length without ever mentioning or making any distinction between the population and sample in a study. I say I'm “astounded” because in my classes (and any one I've surveyed or looked at), this is the key idea in introductory inferential statistics. It's the very first thing that is mentioned in my class (or the book), and it's the very last thing on the last day, too. It's the entire reason why inferential statistics is necessary in the first place. In fact, the very word “statistics” means measures for one (sample) and not the other (population) – but you'll never learn that from this class.
And? This also applies to to normal educational environments, not just MOOCS. Why do people assume that courses delivered on premises by an average teacher is going to be better than a MOOC delivered by world class guy. I'd wager that on average on premises course has more gaps/problems/mistakes than a MOOC. These on-premise courses will never be exposed to criticism, mistakes never seen. Moocs are exposed to every educational 'expert' there is, so lots of criticism pops up. That's a good thing. Normal courses don't have so many 'experts' looking at them.
I like to think of Khan Academy, Coursera and Udacity as raising the lower bar for everyone. If your course / institution / whatever is worse, you can easily draw on them materials as a supplement. It you can find better, well, no harm done.
Assume? I just gave you an example of a shit course delivered by a 'world class guy'. I've done plenty of real life classes in statistics and none of the teachers/professors were startlingly brilliant communicators but at least they were able get over the basic principles of the subject. They also didn't waste my time telling me how great they were.
There are hundreds of online courses and hundreds of thousands of in-person courses. You should know it's not a good idea to make inference about ALL MOOC's based on one example or ALL in-person courses based on a handful of classes.
If your statistics classes didn't teach you this concept, I'd say it was those classes that did a poor job.
But, what you are saying isn't limited to MOOCs.
When you are learning on your own to fully understand something, you don't let magic fly. When I learned my first programming language I didn't allow myself to use any libraries at all. I made myself make everything from scratch so I knew what every moving piece was doing.
In my opinion, the onus is on the student. I work with plenty of devs who have CS degrees from top schools who will look for a library to do something that can be implemented with a line or two or code if they would take a few minutes to learn about it. Sometimes it's laziness, sometimes they don't seem to have the ability to learn something without it being force fed to them. I've also had problems with some of them during code reviews because they don't know what they don't know, and in their case they have a piece of paper that says they are experts so they refuse to listen and learn.
These courses are far from perfect, but they are a stepping stone for people who have a burning desire to learn. It's 3:30am where I am. I've been working on an algorithms class since I got home from work at 6pm. (with occasional HN breaks). I'll get a few hours of sleep and go to work. This has been my life for almost a year. To say I lack any expertise at this point is a little silly. I have nothing but a HS diploma and I'm keeping up with MIT open courseware. I would say they are doing something right.
And I think that going from tech support to developer is a little more than a self-assessment.
What part of his critique doesn't apply to the real life Stanford courses taught by the same person?
Note that I'm quite happy to believe that famous people teaching at famous institutions are bad at teaching, for reasons he gets into in his final paragraphs.
I just don't see how that's a problem with MOOCs, except to the degree that people are choosing them based on prestige, and even then that's no different from the status quo.
Khan academy isn't popular because he has money from Bill Gates, his videos were hugely popular on youtube long before that, for the simple reason that they satisfied user demand.
She needs to ask herself why there's more demand for people who want to learn about "mean, mode and median" than there is demand for learning about "levels of measurement and sampling methods". I'm guessing most kids and adults will never have to design randomized trials and data collection, but they will come across averages in every day life.
From her description she mentions how she spends a lot of time thinking about theory of teaching and rewriting and editing to correct mistake and edit out hesitations, what was noticeably missing was any discussion of applying user analytics, A/B testing, etc. to better understand how her users were interacting with her videos, when they were losing attention span, etc. One of the reason that Khan Academy is successful is they take a very metrics driven approach to iteration, something that should be very familiar to any startup founder.
Sure Khan's videos are flawed but people want to watch them. It doesn't matter how much better pedagogically Dr Nic's videos are if people don't want to watch them.
(1) He used a pie chart where perhaps a bar or column chart would have been more suitable.
(2) She's "pretty sure" he got the explanation of confidence intervals wrong, but was "so confused by the end" she can't be sure.
(3) The p-value video was accurate but dull.
And all this plus some other _very_ minor complaints ("he mispronounces the adjectival use of “arithmetic”, which is a bit embarrassing" - Seriously??) is enough to justify a massive tirade that makes accusations Sal is lazy, doesn't care, is incompetent, etc? I'm certainly more than willing to hear valid arguments KA is not perfect, but this is just rubbish from someone who frankly seems bitter nobody cares about her videos.
The MOOC model though does a lot to solve the access to education problem. If there are kids in under-developed countries who are driven to learn, and are able to access to MOOC videos then the potential impact is huge. I have a really good friend of mine implementing this strategy in low-income schools in Pakistan, and the results seem quite mixed. The kids who are driven will learn, whereas, the kids who need more attention and guidance will need a lot more teacher attention. Unfortunately, this seems to be the majority of kids. Teachers in the US also report similar results. Though for society in general it seems a net positive.
The other part of the problem is to engage kids to learn more. Engaging kids to learn is a much harder problem to solve, and possibly the most valuable one. Anyone in the industry who can provide a content network that truly engages and educates kids will gain the most.
On teaching: different people absorb and understand any educational material in different ways. The best teachers have strategies built-up, through experience, to make different kids understand the same concepts. The real technology breakthrough could be when we can pre-empt the strategy required to teach a concept to a particular kid, automate the solution and engage the kid by providing loads of cool ways to play around with the material through immersive experiences.
Before I was never good at Mathematics because i would always be stack at that one point and i couldn't ask anyone now i can.
btw: i dont think that moocs can fix the lack of motivation. This is a job for the hole society. Moocs are for people that want to learn something and can't afford it.
-introduce some completely new (for most of the audience) algorithm or a data structure
-start doing advanced analysis of its complexity in various cases (or in case of data structure costs of various operations)
The problem with that is that when you encounter something new you usually need some time to get familiar with it, to play around with it for a while to get intuitive grasp of what that thing is and what properties it has. Without it it's very difficult to follow any advanced analysis because you probably don't even fully understand how the thing works for various inputs/doing various operations. As it was, 75% of the lecture was too difficult to follow for most of the audience which showed (most people zoned out and just mindlessly taking notes).
It would be much better if home assignment before the lecture was to read some theory and maybe try to implement the algorithm/data structure to see what problems you encounter and then you would come to the lecture with specific questions to answer and understanding what may constitute a hard part. This flipping approach makes a lot of sense to me. It's similar to learning by doing: you first get some very basic understanding and then try to do things and learn along. Traditional approach on the other hand is similar to reading several 500p+ books about OOP and Java and not writing a single line of code along the way.
First, if someone is not motivated, be they adults or children they will not learn, especially in a medium like the internet where there is a lot more freedom in when and what to watch and practise. This has nothing to do with KA.
Second, good teaching can never be assumed just because it's done in a classroom setting. The major problem in education is getting good teachers. There is no system in any country where teachers are continuously evaluated and rewarded ( and get fired ) solely on the basis of performance. That is a big mistake. On the internet, real market forces work. ie people watch whichever course they want to watch. That's where KA shines through. He never forced a single kid to watch his short videos. But his viewership is now in the millions.
If someone did a paper version that doesn't stutter through problems like Salman does and actually has some pre-planned structure and peer review, it'd be better.
Oh wait I just described the status quo before...
Paper education materials have a recurring distribution cost, whereas digital materials have a larger up-front but mostly one-time cost. Investment in both digital education materials and widespread access to computers is what is revolutionary, not the specific lessons.
There is always some sort of blurb in an article like this that says something dismissive like "such a such a video which was proved bad by such and such people was switched out for a better one after the criticism". That's the point! One video file on some server somewhere is overwritten and everybody immediately has better materials than they did before. No new workbooks, no new editions of textbooks, no printing press or shipping involvement whatsoever, it's just fixed.
I'm sure a lot of these educators agree with that premise and would love to start a competing platform or work for Khan Academy itself on improving its material. Perhaps the real criticism is that Khan Academy is a major hype suck, making competitors hard to launch, and that it's apparent success has made it over-confident and closed to wider collaboration with educators.
I never seem to see any reasonable and valid criticism of KA's approach or his content. He himself goes to great length to state that his videos are not meant as a replacement to a classroom setting and yet some teachers with similar videos always bemoan KA's popularity.
I'd be happy with a regularly updated ebook, worksheets, Q&A stuff that I can do offline i.e. print it and sit in the garden/park for a bit with.
My main problem is that you can't consume video at your own rate, just the rate the author defines you should be consuming it, which in this case is "jumpy".
I've had the blessing of a good lecturer or two in the past. Salman is not one of them nor is anywhere near them.
Complaints from people who make videos and put them online (like the lady in the article) get far more respect from me than people who vaguely claim that you can't replace face-to-face lecturing, and that all face-to-face lecturing is of a high-quality. Doubly so since, I personally would prefer a well written article/book to either.
This particular lady's videos reminded me of suffering through bad powerpoints, that could be much better done as written material. All they seem to add is someone reading to me, and not in a particularly pleasant tone (think how much criticism she'd get from someone who does voiceovers professionally! These amateurs who don't know anything trying to do stuff themselves, not even realising what a fool they make of themselves!) At least Khan works through problems in the traditional blackboard manner, which seems slightly harder to translate to simple ebooks.
I totally agree with you personally, but I think videos are more useful for lots of people.
The value and merit of Khan Academy is that it does the job better for a huge amount of people, than anything before. Self-studying text-book devouring students aren't really included.
Though, maybe, there will be text versions of the video... Maybe a wiki?
Of course to learn anything you have to be motivated, either as an adult or kid. Otherwise you're better of doing it wrong.
It's people creating half-baked initial versions of a potentially revolutionary idea, even if it may not live up to the hype and never quite deliver on the promise of turning base metals into gold.
Not sure if that is a bad thing though.
But what kind of bothers me about these kind of blogpost that the are all really negative, as if Khan Academy was bad because some videos are bad. Even from videos that are not perfect about a subject people can still learn.
Im all for blogpost that start a discussion about improving some parts of Khan Academy, but the tone in this blogpost kind of bothers me.
http://statland.org/MyPapers/MAAFIXED.PDF
which leads to generations of teachers and learners who think they know more about statistics than they actually do.
Another thing that is hard to teach about statistics is valid inferences from what kind of data were gathered in the first place, as discussed in the article "The Introductory Statistics Course: A Ptolemaic Curriculum?"
http://escholarship.org/uc/item/6hb3k0nz
It is easy to find examples of statistics courses and particular statistics lessons that are lousy. The harder task, as discussed by the authors I cite above, is building better statistics curricula for deeper understanding of the subject.
From the article kindly submitted here:
"I don’t like the Khan Academy videos about statistics. But I can see why some people do. Some are okay, though some are very bad. I’m rather sorry they exist though, as they perpetuate the idea of statistics as mathematics."
That's a very legitimate and cogent complaint, one worth taking to heart at Khan Academy.
I'd like to hear from HN readers who have taken up the article author's challenge of comparing videos about such topics as confidence intervals, which is a tricky concept I have to write about a lot for my work.
by the way, those videos on the site are terrible and the exact reason why this kind of "thing" does not and never will work.
Anyone producing teaching materials will tend to use the existing school or university syllabi as a guide. Search YouTube for a mathematical topic and include 'GCSE' in the search term to see a pretty good mapping of the range of teaching styles in UK/England and Wales (Scotland has a different system).
I think anyone here thinking of authoring materials for use by school age students should break the topics down as small as they can (high 'granularity'). That will allow teachers to include them in different programmes, and to shop around for different approaches.
Wait, what?
I'm not sure I understand how these are not all mathematical concepts. Anyone care to explain?
Many people (including me) learn much better from listening to a person talk than from reading textbooks, even with no avenue to communicate back to that person.
I find the idea that my preference for listening over reading textbooks implies I don't know how to read them is somewhat bemusing.