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[MUSIC]

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Well, hello.

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Welcome to another

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episode of Undercooled.

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Today, Tim and I are

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gonna talk about grading.

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Why?

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Because we just graded our

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class from the end of the term,

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and it's foremost on our minds.

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So why don't we start by talking about

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what grading is, why it exists,

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and maybe some of the

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problems we've identified.

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So we'll start with what's wrong with

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traditional grading,

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and let's start with curving.

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So Tim, what do you think about curves?

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I think they're very

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statistically interesting,

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and they reflect a few assumptions and

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biases in our grading system.

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First is this idea that there should even

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be a Gaussian distribution

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in our populations

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that we're working with.

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And like a lot of these assumptions about

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grading, there's a nugget of truth to it.

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If you looked at the entire nation,

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there'd probably be something pretty

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close to a normal

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distribution of proficiency in

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lots of different areas.

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But at a university, we're performing

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this biased selection

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from a certain subset of

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the population to try to get the kind of

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people that we want to get.

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So believing that there should be an

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underlying normal distribution

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is already quite a flawed model.

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We tend to have a much more skewed

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distribution with the

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students that we have,

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because we're selecting who we admit,

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some of those selection criteria.

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Actually, you know, that's

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another episode entirely.

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We can talk about admissions another day,

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but we don't have a Gaussian

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distribution to begin with.

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So why would you try to enforce one?

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I think curving is

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pretty silly in that sense.

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Yet we're always told that you should fit

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your distribution to a bell curve,

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which is a Gaussian

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distribution, of course.

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And that's the standard way that most

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faculty just approach it.

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And it's a shame because it's really

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flawed thinking like

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you just pointed out.

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Yeah.

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And there's another problem there, which

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is to a lot of students,

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this conveys a very competitive,

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anti-collaborative mindset, right?

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If they're going to

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be stuck onto a curve,

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then they have to out-compete their

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classmates in order to get a grade,

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which maybe they should or should not

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actually care about,

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but intrinsically a lot of them do.

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And as soon as you throw away the curve,

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you can get to a space

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where everyone can succeed

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and everyone can help each

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other achieve at a higher level

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to actually meet and hopefully exceed

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your expectations for the course.

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Yeah. That's so true.

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Whoever said that only 10%

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of the class should get A's.

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What does that mean?

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You know, if you take teaching

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seriously, like I think we do,

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you want everybody to

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be able to get an A.

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But you have to have the bar pretty high

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so that everybody actually earns an A.

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But our goal should be

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to get everybody there.

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Why have an arbitrary number that makes

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absolutely no sense.

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And another thing that makes absolutely

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no sense is why we're

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so focused on teaching

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grading with a zero to 100 scale,

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as if we have the precision to say

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anything about that.

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So if you think about it, when we grade

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on a zero to 100 scale,

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we normally look at the standard grading,

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which says you need a 93% to get an A, a

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90% to get an A minus,

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an 87% to get a B plus, et cetera.

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Why do we have those numbers?

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And when we do it like that, what happens

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is the entire class gets compressed

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between usually 75 and 100.

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And then we look at all the scores,

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especially in a large class,

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and we look for natural breaks because

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we're so omniscient

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about what these things mean.

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And we know that this

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moves people to the right area.

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So we sit there and we look at grades and

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we look at the boundaries

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when we do our final grades,

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because we usually never publish these

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because then the

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students will scream at us.

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And we look and see,

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well, this person had a 89.95.

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And okay, you go, well, that's pretty

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close to a 90. Let's give them a 90.

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Except you realize in your class of 150

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students that you've got 10 students,

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four of which have 89.95.

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And then just below that, you have 89.89.

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And you go, ah, that's a big jump.

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But think about that.

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That is 89.95 versus 89.99 even.

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That is 0.04%.

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So the fraction is 0.0004.

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How in our wildest dreams do we feel that

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that is significant?

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If we were to put error bars on this and

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think thoughtfully of

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what those error bars mean,

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probably we can only measure learning

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through exams and

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grades and stuff like that

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to at best plus or minus 10%, which is a

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lot bigger than 0.04%.

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Yeah, there's a great irony there that

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especially in a lab context,

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I'm always mentioning to students the

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importance of significant figures

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and thinking about the

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precision of your measurement

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and how the number of digits you use

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conveys the intrinsic precision of the

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tools that you're using

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and for significant figures on a grade.

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That's borderline meaningless.

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I could be convinced we have two sig

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figs, as you said, to order of 10% error.

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Yeah, that's actually pretty achievable.

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And hard to do but possible.

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But if we were going to grade ourselves

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on that kind of

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effort, we'd probably fail.

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And yet this is done in just about every

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class all over the world.

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And it's absurd.

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And it's not right.

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And so unless we can find a way to

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magically improve the precision of our

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measurement of learning,

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which maybe can be done, I mean, you can

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have precise measurements that are good

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down to 10 to the minus 7.

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Delta E over E or

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however you want to measure it.

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Look at the LIGO project, measuring

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gravitational waves.

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That was the hero

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project of improving precision.

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Unbelievable what they did.

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But that took billions of dollars and it

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was in an area where you actually could

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make those measurements and

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could improve the precision.

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I'd argue it's a lot harder to measure

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learning than it is to measure

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gravitational fields.

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And so why are we even doing it?

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So the simplest thing, of course, to do

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is not grade on a zero to 100 scale,

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but something like zero to 10 or even

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zero, one and two or a five point scale

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or something like that,

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where the data is a more meaningful

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reflection of the actual precision that we're trying to measure.

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And so, but it still comes back to how do

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we measure learning?

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And that's a deep subject.

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And I'd argue that is the hardest problem

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in education is how do

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you measure learning?

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And I wish more people

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studied it, but they really don't.

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They just keep giving tests.

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So, and tests are a problem.

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Maybe you can talk about

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the problem with exams.

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Oh, goodness.

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I, you know, I first have to come from

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the research perspective, having done

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education research for enough years,

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that there is this gap between measuring

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learning in a rigorous

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research context versus

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what you have to do to survive as a

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teacher with hundreds of

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students in one semester,

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developing a tool to precisely and

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reliably and validly measure student

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learning in one small topic

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area is a years long effort.

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And that's not something that any of us

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have the luxury of time to do when we're

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just trying to get through our day

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and make sure, hopefully try to make sure

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that our students are learning something

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rather than spending all of our time

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developing measurement tools.

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You know, these measurements can be done,

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but I don't think it's practical to

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expect most practicing teachers to get

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into so much of the minutia of the

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psychometrics and the statistics and the

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validation procedures to say,

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"Yes, I'm actually

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measuring learning with this test."

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That's just not

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something we can practically do.

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So instead, you have to ask, "How should

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we assess our students?

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What can we do as regular practitioners

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of this craft of teaching to say, "I

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think I have a gauge, you know, a certain

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level of understanding of which of my

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students have learned how much."

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So the other problem is that almost all

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exams are focused on having a student

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demonstrate a certain level of knowledge

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on the day and time of that exam.

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And very little thought usually goes into

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the idea of retention.

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And this is famously born out with Father

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Guido Sarducci's little comedy skit, The

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Five-Minute University.

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I have none of you out

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there have ever seen that.

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Just type into Google, "Five-Minute

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University," or in YouTube, and watch it.

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And he makes the point that, you know, in

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five minutes, he can teach students what

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the average college graduate remembers

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five years after they leave college.

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And sadly, it's kind of true.

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And there's a large body of educational

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research that bears this out, that by

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giving students exams that are largely,

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largely factual recall and retrieval,

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has caused generations of

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students, myself included,

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headed to the library two days before the

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exam to cram like crazy to remember all

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the things that I might be tested on.

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Then I go and do a data dump on the test.

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I do really well, but they show that even

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two hours later, the students couldn't

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even do 50% retrieval

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of what they just did.

281
01:11:43,777 --> 01:11:46,777
And two months later, it's down to like,

282
01:11:46,777 --> 01:11:49,111
you know, 20% or some crazy low number.

283
01:11:50,000 --> 01:11:53,055
And so that's the whole point of Father

284
01:11:53,055 --> 01:11:55,333
Guido Sarducci's little skit.

285
01:11:56,111 --> 01:11:59,666
And why don't we think about retention?

286
01:11:59,666 --> 01:12:01,333
Retention is what really matters.

287
01:12:02,333 --> 01:12:04,000
Now, in some fields where it's

288
01:12:04,000 --> 01:12:06,166
conceptually based, we

289
01:12:06,166 --> 01:12:07,500
can think about concepts.

290
01:12:07,944 --> 01:12:10,111
And if you can understand a concept, the

291
01:12:10,111 --> 01:12:11,888
chances are you'll retain that

292
01:12:11,888 --> 01:12:13,333
understanding much

293
01:12:13,333 --> 01:12:15,277
longer than just memorization.

294
01:12:16,222 --> 01:12:18,444
And so the physics community has come up

295
01:12:18,444 --> 01:12:20,611
with concept tests, which is really an

296
01:12:20,611 --> 01:12:22,055
excellent way to do that.

297
01:12:22,833 --> 01:12:25,444
But it's not so easy to translate that to

298
01:12:25,444 --> 01:12:28,222
other fields because most of the concepts

299
01:12:28,222 --> 01:12:30,111
in material science, for instance,

300
01:12:30,611 --> 01:12:31,611
are really chemistry

301
01:12:31,611 --> 01:12:33,333
concepts or physics concepts.

302
01:12:34,500 --> 01:12:36,277
And we don't test those.

303
01:12:36,722 --> 01:12:40,055
We try to test the ability to use those

304
01:12:40,055 --> 01:12:42,388
concepts in the context of material

305
01:12:42,388 --> 01:12:45,666
science to be able to answer a question.

306
01:12:46,944 --> 01:12:48,833
Like earlier, we were just playing around

307
01:12:48,833 --> 01:12:51,722
with the new voice model for chat GPT.

308
01:12:52,555 --> 01:12:54,944
And Tim, you asked it about Martin site.

309
01:12:55,277 --> 01:12:55,777
What is it?

310
01:12:56,555 --> 01:12:59,000
And chat GPT was confused.

311
01:12:59,333 --> 01:13:02,333
It just said it's an interesting phase,

312
01:13:02,333 --> 01:13:03,722
but I don't really see it

313
01:13:03,722 --> 01:13:05,000
on any of the phase diagrams.

314
01:13:05,222 --> 01:13:07,055
So I'm not quite sure what it is.

315
01:13:08,055 --> 01:13:10,722
And so chat GPT just scrubbing the

316
01:13:10,722 --> 01:13:13,000
internet didn't get that

317
01:13:13,000 --> 01:13:14,277
it's a metastable phase.

318
01:13:14,500 --> 01:13:16,666
And you don't see metastable phases on

319
01:13:16,666 --> 01:13:18,111
equilibrium phase diagrams.

320
01:13:18,333 --> 01:13:19,500
And that's the whole point.

321
01:13:19,500 --> 01:13:21,277
So there's an underlying concept there.

322
01:13:22,055 --> 01:13:24,944
And so that's why chat GTP didn't get it

323
01:13:24,944 --> 01:13:25,388
because it doesn't

324
01:13:25,388 --> 01:13:27,000
really understand anything.

325
01:13:27,000 --> 01:13:28,444
It just repeats things.

326
01:13:29,555 --> 01:13:35,388
So giving exams is a dangerous way, in my

327
01:13:35,388 --> 01:13:38,722
opinion, to assess learning.

328
01:13:39,611 --> 01:13:42,277
And, you know, there is one type of exam

329
01:13:42,277 --> 01:13:43,944
that's fantastic for actually

330
01:13:43,944 --> 01:13:44,611
understanding whether

331
01:13:44,611 --> 01:13:45,722
your students know something.

332
01:13:46,333 --> 01:13:46,833
That's right.

333
01:13:46,833 --> 01:13:48,833
But that's not a written exam, is it?

334
01:13:49,500 --> 01:13:49,833
No.

335
01:13:50,055 --> 01:13:50,222
Yeah.

336
01:13:50,222 --> 01:13:50,666
I think you know

337
01:13:50,666 --> 01:13:51,722
where I'm going with this.

338
01:13:52,833 --> 01:13:53,222
Go ahead.

339
01:13:55,333 --> 01:13:56,833
Oral exams can be so powerful.

340
01:13:57,500 --> 01:13:58,611
Both on the student side

341
01:13:58,611 --> 01:13:59,833
and on the teacher side.

342
01:14:00,888 --> 01:14:02,666
You know, this ability to interact with

343
01:14:02,666 --> 01:14:06,055
someone in real time to ask them

344
01:14:06,055 --> 01:14:07,444
questions, to give them hints,

345
01:14:07,444 --> 01:14:10,277
to see exactly where in the process of

346
01:14:10,277 --> 01:14:11,444
working out a problem in

347
01:14:11,444 --> 01:14:13,444
real time, where they get stuck,

348
01:14:13,444 --> 01:14:14,777
where they have moments of insight.

349
01:14:15,222 --> 01:14:18,611
That can be very powerful for revealing

350
01:14:18,611 --> 01:14:20,222
learning in our students.

351
01:14:20,944 --> 01:14:23,333
And it's the original

352
01:14:23,333 --> 01:14:24,722
adaptive testing, right?

353
01:14:25,222 --> 01:14:25,500
Yeah.

354
01:14:25,500 --> 01:14:26,388
The student is crushing it.

355
01:14:26,388 --> 01:14:27,611
You make the question harder.

356
01:14:27,777 --> 01:14:29,111
You see how far they can get.

357
01:14:29,111 --> 01:14:30,055
The student is struggling.

358
01:14:30,222 --> 01:14:31,833
You back off and you give them support

359
01:14:31,833 --> 01:14:33,666
and you see what you can

360
01:14:33,666 --> 01:14:35,277
help them with collaboratively.

361
01:14:36,444 --> 01:14:36,833
That's right.

362
01:14:37,777 --> 01:14:39,166
We're trying to develop all this

363
01:14:39,166 --> 01:14:41,388
technology to replicate that experience.

364
01:14:43,277 --> 01:14:47,222
But either way, the oral exam, as good as

365
01:14:47,222 --> 01:14:49,666
it is, is not very scalable.

366
01:14:50,166 --> 01:14:51,777
If you've got a class of 100 students,

367
01:14:52,388 --> 01:14:53,722
how are you going to have 100

368
01:14:53,722 --> 01:14:54,833
half-hour-long conversations

369
01:14:55,277 --> 01:14:56,444
with all of the

370
01:14:56,444 --> 01:14:57,666
individual people in your class?

371
01:14:58,444 --> 01:14:59,833
And that's the key point.

372
01:15:00,500 --> 01:15:02,777
Some people say, "Oh, you only have to

373
01:15:02,777 --> 01:15:05,944
give a 10-minute oral exam

374
01:15:05,944 --> 01:15:07,222
and you can learn everything."

375
01:15:07,777 --> 01:15:09,222
I'm not sure I agree with that.

376
01:15:09,833 --> 01:15:11,388
And then they say, "Well, to grade

377
01:15:11,388 --> 01:15:13,388
somebody's paper takes about 10 minutes,

378
01:15:13,388 --> 01:15:14,444
so it should be scalable."

379
01:15:15,333 --> 01:15:16,888
But I think you said the key thing.

380
01:15:16,888 --> 01:15:18,055
It kind of takes more like a

381
01:15:18,055 --> 01:15:20,000
half an hour for every student.

382
01:15:20,666 --> 01:15:25,833
Because all of us who went and got PhDs,

383
01:15:26,166 --> 01:15:27,444
most of us had a PhD

384
01:15:27,444 --> 01:15:29,833
defense, which is an oral exam.

385
01:15:30,277 --> 01:15:32,166
And that takes at least an hour,

386
01:15:32,166 --> 01:15:33,666
sometimes two hours.

387
01:15:33,944 --> 01:15:35,388
But that's a big body of work.

388
01:15:35,944 --> 01:15:37,888
And I'll never forget, I was a math major

389
01:15:37,888 --> 01:15:39,611
as an undergrad, and I

390
01:15:39,611 --> 01:15:41,166
had a really interesting

391
01:15:41,222 --> 01:15:44,000
professor who he was in the National

392
01:15:44,000 --> 01:15:45,055
Academy of Sciences.

393
01:15:45,944 --> 01:15:48,000
And he used to tell us

394
01:15:48,000 --> 01:15:49,555
about thought process.

395
01:15:49,611 --> 01:15:50,722
He brought up this thing,

396
01:15:50,722 --> 01:15:52,277
the Epicurean model of thought.

397
01:15:53,111 --> 01:15:54,722
And so he thought that when you were

398
01:15:54,722 --> 01:15:56,944
trying to solve, prove a

399
01:15:56,944 --> 01:15:59,277
theorem, very abstract, right?

400
01:15:59,500 --> 01:16:02,777
And you would sit there and have this

401
01:16:02,777 --> 01:16:04,277
experience of pounding your

402
01:16:04,277 --> 01:16:05,500
head on the table and getting

403
01:16:05,500 --> 01:16:08,444
very, very frustrated while you tried to

404
01:16:08,444 --> 01:16:09,555
figure out the problem.

405
01:16:09,944 --> 01:16:12,222
And often the best thing to do would be

406
01:16:12,222 --> 01:16:14,055
to work for a few hours

407
01:16:14,055 --> 01:16:15,111
and then go take a break,

408
01:16:15,111 --> 01:16:16,111
do something else, go

409
01:16:16,111 --> 01:16:16,888
to the bar, whatever.

410
01:16:17,666 --> 01:16:20,555
And maybe in the middle of the earth, of

411
01:16:20,555 --> 01:16:22,222
sleeping that night, you'll

412
01:16:22,222 --> 01:16:24,277
wake up with this aha moment.

413
01:16:25,055 --> 01:16:27,111
And he viewed that as the, he called it

414
01:16:27,111 --> 01:16:29,055
the Epicurean model of thought.

415
01:16:29,055 --> 01:16:30,000
I have no idea if this is

416
01:16:30,000 --> 01:16:31,666
accurate, but it's a good model.

417
01:16:32,333 --> 01:16:34,055
While you're pounding your head on the

418
01:16:34,055 --> 01:16:36,611
table, you are taking

419
01:16:36,611 --> 01:16:39,611
relevant ideas off that pegboard in

420
01:16:39,611 --> 01:16:41,888
your brain and throwing them into a bingo

421
01:16:41,888 --> 01:16:43,944
pot where like the

422
01:16:43,944 --> 01:16:45,111
kinetic theory of gases,

423
01:16:45,222 --> 01:16:47,666
you get random connections of

424
01:16:47,666 --> 01:16:49,333
these ideas coming together.

425
01:16:49,944 --> 01:16:52,222
And when the right idea comes together by

426
01:16:52,222 --> 01:16:55,055
random, the power of the

427
01:16:55,055 --> 01:16:56,944
aesthetics of that beautiful

428
01:16:57,222 --> 01:17:00,222
solution are so powerful, they crash

429
01:17:00,222 --> 01:17:01,888
through to your conscious mind.

430
01:17:02,944 --> 01:17:06,000
So he gave us math exams.

431
01:17:06,277 --> 01:17:08,333
We only had 14 kids in the class because

432
01:17:08,333 --> 01:17:09,666
it was, you know, who was a math major.

433
01:17:10,333 --> 01:17:14,277
And he would give us a piece of chalk and

434
01:17:14,277 --> 01:17:15,777
the chalkboard and he'd

435
01:17:15,777 --> 01:17:17,277
tell us something to prove

436
01:17:17,277 --> 01:17:19,388
that was pretty easy. And we'd start

437
01:17:19,388 --> 01:17:21,000
writing on the board and doing it.

438
01:17:21,000 --> 01:17:22,944
As soon as he realized that we knew what

439
01:17:22,944 --> 01:17:24,111
we were doing, he

440
01:17:24,111 --> 01:17:25,055
said, oh, enough of that.

441
01:17:25,444 --> 01:17:28,000
Let's do this. And you knew you did well.

442
01:17:28,333 --> 01:17:30,277
If you could never finish any of the

443
01:17:30,277 --> 01:17:31,166
things he asked you

444
01:17:31,166 --> 01:17:32,500
because he could tell that you

445
01:17:32,500 --> 01:17:34,277
knew how to do it. So I waste the time

446
01:17:34,277 --> 01:17:35,611
and he wanted to push you

447
01:17:35,611 --> 01:17:37,166
and he'd eventually get you

448
01:17:37,222 --> 01:17:39,277
to a place where you had no idea what to

449
01:17:39,277 --> 01:17:41,000
do. And then he'd start to

450
01:17:41,000 --> 01:17:43,500
drop hints and see how we did

451
01:17:43,500 --> 01:17:45,944
with the hints. And when it was all done,

452
01:17:45,944 --> 01:17:47,222
because this was a very

453
01:17:47,222 --> 01:17:50,555
subjective exam, he gave us two

454
01:17:50,555 --> 01:17:53,611
grades and those two grades were averaged

455
01:17:53,611 --> 01:17:54,833
for our final grade. And

456
01:17:54,833 --> 01:17:59,111
those two grades were how good

457
01:17:59,444 --> 01:18:03,722
was our conscious thinking and how good

458
01:18:03,722 --> 01:18:04,888
the other grade was, how

459
01:18:04,888 --> 01:18:06,055
good was our subconscious

460
01:18:06,555 --> 01:18:09,166
thinking going back to this Epicurean

461
01:18:09,166 --> 01:18:10,666
model that he told us about.

462
01:18:11,611 --> 01:18:14,500
And that was where he gave us

463
01:18:14,500 --> 01:18:17,888
hints. How could we synthesize those to

464
01:18:17,888 --> 01:18:18,666
crash through to our

465
01:18:18,666 --> 01:18:20,222
conscious mind to do the technical

466
01:18:20,333 --> 01:18:23,444
aspects of actually doing the proof. And

467
01:18:23,444 --> 01:18:25,277
so it was pretty amazing.

468
01:18:26,500 --> 01:18:27,888
But that took a lot of time.

469
01:18:27,888 --> 01:18:29,555
I mean, I was in there with him for over

470
01:18:29,555 --> 01:18:32,777
a half an hour and I got a

471
01:18:32,777 --> 01:18:34,222
C for my conscious thinking,

472
01:18:34,500 --> 01:18:36,222
but I got an A for my subconscious

473
01:18:36,222 --> 01:18:38,000
thinking. So I got a B for

474
01:18:38,000 --> 01:18:40,388
the exam and I was pretty happy,

475
01:18:40,777 --> 01:18:42,944
but I learned a lot. It was an amazing

476
01:18:42,944 --> 01:18:45,555
experience, but it's just

477
01:18:45,555 --> 01:18:47,611
not scalable to 150 people.

478
01:18:49,000 --> 01:18:51,500
That's just too much time.

479
01:18:53,166 --> 01:18:55,833
You know, that reminds me of one question

480
01:18:55,833 --> 01:19:00,555
from my PhD qualifying exam. And

481
01:19:01,500 --> 01:19:04,944
the question was very simple. You have a

482
01:19:04,944 --> 01:19:06,777
gas of charged particles,

483
01:19:07,611 --> 01:19:09,000
the box that the gases in

484
01:19:09,000 --> 01:19:11,500
expands, does the temperature go up or

485
01:19:11,500 --> 01:19:15,000
down? And so of course, having done

486
01:19:15,000 --> 01:19:16,277
however many years of

487
01:19:16,277 --> 01:19:17,777
physics at that point, I went straight to

488
01:19:17,777 --> 01:19:18,722
the nuclear option. I'm

489
01:19:18,722 --> 01:19:19,555
like, I'm going to write the

490
01:19:19,555 --> 01:19:21,055
partition function for this thing.

491
01:19:21,333 --> 01:19:23,277
Because if I know that I can calculate

492
01:19:23,277 --> 01:19:24,777
anything. So, you know,

493
01:19:24,777 --> 01:19:27,722
I go through the jumping through the

494
01:19:27,722 --> 01:19:29,666
hoops of writing down the

495
01:19:29,666 --> 01:19:31,500
states of the system. And I

496
01:19:31,500 --> 01:19:33,833
start to write integral of, and then I

497
01:19:33,833 --> 01:19:35,055
have this moment of I'm

498
01:19:35,055 --> 01:19:36,388
never going to be able to do the

499
01:19:36,388 --> 01:19:38,277
math for this. This is completely

500
01:19:38,277 --> 01:19:40,000
intractable what I've set

501
01:19:40,000 --> 01:19:42,777
myself up for. And one of the

502
01:19:42,888 --> 01:19:44,833
people on the committee saw me have that

503
01:19:44,833 --> 01:19:46,222
moment where I had

504
01:19:46,222 --> 01:19:48,388
finally realized that, you know,

505
01:19:48,666 --> 01:19:50,166
integrating this by hand was not the

506
01:19:50,166 --> 01:19:51,500
correct approach. And he

507
01:19:51,500 --> 01:19:53,166
says, Okay, good. So now just

508
01:19:53,222 --> 01:19:55,277
think about it physically. Where is the

509
01:19:55,277 --> 01:19:56,722
energy in the system? And

510
01:19:56,722 --> 01:19:59,277
I'm like, Oh, yeah, huh. And

511
01:19:59,777 --> 01:20:01,388
five minutes later, I was at the answer.

512
01:20:01,388 --> 01:20:03,944
But, you know, it was just

513
01:20:03,944 --> 01:20:05,555
one of those experiences that

514
01:20:05,555 --> 01:20:08,111
sticks with you. Yeah, I wish we could

515
01:20:08,111 --> 01:20:09,222
have more of our students to

516
01:20:09,222 --> 01:20:10,333
have more of those epiphanies

517
01:20:10,500 --> 01:20:13,111
on their exams instead of just grinding

518
01:20:13,111 --> 01:20:14,944
out written calculations.

519
01:20:15,777 --> 01:20:17,055
And speaking of written,

520
01:20:17,444 --> 01:20:20,000
another option is to think more

521
01:20:20,000 --> 01:20:23,166
physically and have them actually write

522
01:20:23,166 --> 01:20:25,555
essays and write papers

523
01:20:26,055 --> 01:20:29,000
about the concepts that underlie it. And

524
01:20:29,000 --> 01:20:31,111
this used to be a pretty good way. Now

525
01:20:31,111 --> 01:20:32,333
that also takes a lot

526
01:20:32,333 --> 01:20:36,055
of time to grade. That's not so easy. But

527
01:20:36,055 --> 01:20:37,277
the whole world has changed

528
01:20:37,277 --> 01:20:39,277
in the last year. First of all,

529
01:20:39,277 --> 01:20:41,888
now chat GPT will help the students write

530
01:20:41,888 --> 01:20:44,388
those without necessarily

531
01:20:44,388 --> 01:20:46,444
showing that they understood

532
01:20:46,722 --> 01:20:49,944
it, but it will also let the instructor

533
01:20:49,944 --> 01:20:51,388
grade them more

534
01:20:51,388 --> 01:20:54,333
accurately. And maybe there's a way

535
01:20:54,333 --> 01:20:57,388
with the oral exam, if you record it,

536
01:20:57,388 --> 01:20:58,888
that we could transcribe

537
01:20:58,888 --> 01:21:03,611
it and, you know, grade it

538
01:21:03,611 --> 01:21:05,388
automatically. But unfortunately, you

539
01:21:05,388 --> 01:21:06,222
still have to sit there

540
01:21:06,222 --> 01:21:07,777
through the whole oral exam and

541
01:21:07,777 --> 01:21:11,055
participate in the interaction. So until

542
01:21:11,055 --> 01:21:13,444
chat GTP voice models can

543
01:21:13,444 --> 01:21:15,000
actually do that interrogation

544
01:21:15,500 --> 01:21:17,722
on a curated set of data, so it's

545
01:21:17,722 --> 01:21:20,833
accurate, and be able to do assessment,

546
01:21:21,555 --> 01:21:22,833
this hasn't happened yet.

547
01:21:23,500 --> 01:21:26,722
Maybe it can. Maybe chat GPT will finally

548
01:21:26,722 --> 01:21:30,222
give us a way to evaluate

549
01:21:30,222 --> 01:21:31,666
the quality of learning.

550
01:21:32,777 --> 01:21:36,111
But I think that's a long way off. But

551
01:21:36,111 --> 01:21:36,777
it's a nice thought.

552
01:21:36,777 --> 01:21:44,222
At any rate, so we've talked a lot about

553
01:21:44,222 --> 01:21:45,111
what's wrong with

554
01:21:45,111 --> 01:21:47,055
grading, what's wrong with exams,

555
01:21:48,000 --> 01:21:50,555
why, you know, oral exams, which are

556
01:21:50,555 --> 01:21:53,722
great, really aren't scalable. But what

557
01:21:53,722 --> 01:21:55,388
do we do? Are there new

558
01:21:55,388 --> 01:21:58,833
methods out there? And when I say new

559
01:21:58,833 --> 01:22:00,222
methods, I've got to put that

560
01:22:00,222 --> 01:22:02,611
in quotes because there are,

561
01:22:02,833 --> 01:22:04,944
but they're really not that new. They've

562
01:22:04,944 --> 01:22:06,166
been around for a while.

563
01:22:06,611 --> 01:22:09,333
And so, for example, you know,

564
01:22:09,333 --> 01:22:11,500
people talk a lot about mastery grading

565
01:22:11,500 --> 01:22:13,444
as one of these new things

566
01:22:13,444 --> 01:22:15,055
that we're going to do. But if

567
01:22:15,055 --> 01:22:17,666
you go back in the literature, the person

568
01:22:17,666 --> 01:22:20,000
who coined the phrase

569
01:22:20,000 --> 01:22:21,722
mastery learning and first wrote

570
01:22:21,777 --> 01:22:24,000
about it was none other than Benjamin

571
01:22:24,000 --> 01:22:26,555
Bloom, who's very famous for his Bloom's

572
01:22:26,555 --> 01:22:27,888
taxonomy back in the

573
01:22:27,944 --> 01:22:32,555
60s. And so, but mastery grading is

574
01:22:32,555 --> 01:22:35,666
starting to gain a lot of traction. So

575
01:22:35,666 --> 01:22:37,722
why don't you tell us

576
01:22:37,722 --> 01:22:40,277
what you think mastery grading means?

577
01:22:40,777 --> 01:22:44,111
Interesting. So this is not

578
01:22:44,111 --> 01:22:45,944
something I use in my classes.

579
01:22:47,277 --> 01:22:49,722
We can get to that. But my understanding

580
01:22:49,722 --> 01:22:51,444
of mastery grading is that

581
01:22:51,444 --> 01:22:53,666
you have your course broken into

582
01:22:54,333 --> 01:22:58,388
many small components. And for each of

583
01:22:58,388 --> 01:23:00,333
those components, you're

584
01:23:00,333 --> 01:23:01,888
assessing the students almost

585
01:23:01,888 --> 01:23:05,388
on a binary scale of have you achieved a

586
01:23:05,388 --> 01:23:07,388
sufficient level of proficiency on this

587
01:23:07,388 --> 01:23:09,166
or have you not? And

588
01:23:09,166 --> 01:23:11,500
then by totaling how many course

589
01:23:11,500 --> 01:23:13,777
components students achieve mastery of

590
01:23:13,777 --> 01:23:14,833
over the course of the

591
01:23:15,166 --> 01:23:16,944
term, the quarter semester year, whatever

592
01:23:16,944 --> 01:23:19,333
it is, then you can assign

593
01:23:19,333 --> 01:23:20,777
a final grade based on how

594
01:23:20,777 --> 01:23:22,277
much of the course content they have

595
01:23:22,277 --> 01:23:24,166
mastered. Is that how you

596
01:23:24,166 --> 01:23:25,666
implement it in your classes?

597
01:23:27,166 --> 01:23:30,555
Sort of, but I'd say that the K through

598
01:23:30,555 --> 01:23:31,666
12 community has been

599
01:23:31,666 --> 01:23:33,111
using this for a long time,

600
01:23:33,444 --> 01:23:36,000
especially with the younger students. And

601
01:23:36,000 --> 01:23:37,277
so I know when my kids

602
01:23:37,277 --> 01:23:38,166
were going to school,

603
01:23:38,666 --> 01:23:40,333
they weren't getting grades until like

604
01:23:40,333 --> 01:23:41,555
after fourth grade or

605
01:23:41,555 --> 01:23:43,444
fifth grade until then they

606
01:23:43,444 --> 01:23:46,444
were just getting one of three things

607
01:23:46,444 --> 01:23:50,444
exceeds expectation meets

608
01:23:50,444 --> 01:23:53,166
expectations or is approaching

609
01:23:53,333 --> 01:23:56,555
expectations because the idea wasn't to

610
01:23:56,555 --> 01:23:58,500
stigmatize the student with something

611
01:23:58,500 --> 01:24:00,277
horrible, but rather

612
01:24:00,333 --> 01:24:03,166
talk about where they are relative to

613
01:24:03,166 --> 01:24:04,611
what the teachers wanted

614
01:24:04,611 --> 01:24:07,166
them to do to give them flags so

615
01:24:07,166 --> 01:24:08,777
that they knew who to give more attention

616
01:24:08,777 --> 01:24:10,166
to. Cause you know, our

617
01:24:10,166 --> 01:24:11,555
public school system doesn't have

618
01:24:12,388 --> 01:24:14,166
that much money. Teachers aren't paid

619
01:24:14,166 --> 01:24:16,166
that well. And most teachers find

620
01:24:16,166 --> 01:24:17,277
themselves in classes

621
01:24:17,777 --> 01:24:19,833
that are way too big for them to

622
01:24:19,833 --> 01:24:22,444
adequately teach. So they do

623
01:24:22,444 --> 01:24:24,388
a triage and that's exactly

624
01:24:24,388 --> 01:24:27,555
what that is. You know, except unlike a

625
01:24:27,555 --> 01:24:29,888
triage, the worst group,

626
01:24:29,888 --> 01:24:31,222
they don't just leave to die.

627
01:24:31,500 --> 01:24:33,166
They actually spend more time on that

628
01:24:33,166 --> 01:24:34,666
worst group, a little more

629
01:24:34,666 --> 01:24:36,000
time with the people who are

630
01:24:36,666 --> 01:24:38,666
just starting to meet those expectations.

631
01:24:39,277 --> 01:24:40,500
And then maybe even enlist

632
01:24:40,500 --> 01:24:42,277
the help of those students who

633
01:24:42,277 --> 01:24:44,833
exceed to help the younger students do a

634
01:24:44,833 --> 01:24:46,555
little bit better. That's kind of the

635
01:24:46,555 --> 01:24:47,777
idea of the one room

636
01:24:48,388 --> 01:24:50,666
schoolroom, the schoolhouse, right? Where

637
01:24:50,666 --> 01:24:52,222
all grades used to be mixed

638
01:24:52,222 --> 01:24:53,888
together. The older students

639
01:24:53,888 --> 01:24:57,555
would help the younger students. And, you

640
01:24:57,555 --> 01:24:58,444
know, it's a pretty

641
01:24:58,444 --> 01:25:00,277
powerful technique and I think it

642
01:25:00,444 --> 01:25:03,222
works really well. So why don't we use

643
01:25:03,222 --> 01:25:04,944
that in higher education?

644
01:25:05,888 --> 01:25:08,555
That's kind of my thought on

645
01:25:08,555 --> 01:25:11,333
the whole thing. Well, since you gave me

646
01:25:11,333 --> 01:25:12,222
the perfect launching

647
01:25:12,222 --> 01:25:13,666
point, I'll have to say that's

648
01:25:13,666 --> 01:25:16,722
very close to what I do in my classes. I

649
01:25:16,722 --> 01:25:18,277
am bringing together a few of

650
01:25:18,277 --> 01:25:19,444
the topics we covered today.

651
01:25:20,000 --> 01:25:21,944
Most of my assignments are scored on a

652
01:25:21,944 --> 01:25:23,777
five point scale because

653
01:25:23,777 --> 01:25:25,277
that's course enough that I can

654
01:25:25,277 --> 01:25:27,833
actually be reliable about it. I can

655
01:25:27,833 --> 01:25:28,888
distinguish between a four

656
01:25:28,888 --> 01:25:30,277
and a five, a four and a three.

657
01:25:31,222 --> 01:25:35,666
And my criteria are exactly what you've

658
01:25:35,666 --> 01:25:36,611
just stated. I have

659
01:25:36,611 --> 01:25:38,333
meets expectations, exceeds,

660
01:25:38,611 --> 01:25:41,277
does not meet. And then descriptive

661
01:25:41,277 --> 01:25:43,222
rubrics that say, here's what I'm

662
01:25:43,222 --> 01:25:44,333
expecting. If you achieve

663
01:25:44,333 --> 01:25:46,333
this, that's a four. If you exceed that,

664
01:25:46,333 --> 01:25:48,944
that's a five. And there is a lot of

665
01:25:48,944 --> 01:25:50,388
student angst around

666
01:25:50,500 --> 01:25:52,111
that, especially at the start of the

667
01:25:52,111 --> 01:25:53,611
semester. Oh my God, I got a

668
01:25:53,611 --> 01:25:54,944
three out of five. I'm failing

669
01:25:54,944 --> 01:25:57,222
out of school. No, it means you're almost

670
01:25:57,222 --> 01:25:58,222
there. You're not quite

671
01:25:58,222 --> 01:26:01,277
there yet. And it's something

672
01:26:01,277 --> 01:26:05,055
that I find makes the grading go a lot

673
01:26:05,055 --> 01:26:07,277
smoother because I can focus on the

674
01:26:07,277 --> 01:26:08,722
qualitative feedback

675
01:26:08,722 --> 01:26:11,111
that I give to the students about where

676
01:26:11,111 --> 01:26:12,222
they succeeded and where

677
01:26:12,222 --> 01:26:13,222
they still need to develop

678
01:26:13,222 --> 01:26:15,222
more as opposed to spending my effort

679
01:26:15,222 --> 01:26:16,222
trying to turn it into a

680
01:26:16,222 --> 01:26:18,888
number. Right. And of course,

681
01:26:18,944 --> 01:26:22,166
by using rubrics, you're moving towards

682
01:26:22,166 --> 01:26:23,777
another form of mastery

683
01:26:23,777 --> 01:26:26,166
grading. You're probably doing

684
01:26:26,166 --> 01:26:28,055
something closer to specifications

685
01:26:28,055 --> 01:26:30,666
grading. Yes, that's

686
01:26:30,666 --> 01:26:32,222
right. So I'm, I'm giving the

687
01:26:32,222 --> 01:26:34,444
specifications for what the different

688
01:26:34,444 --> 01:26:35,888
levels of achievement are for each

689
01:26:35,888 --> 01:26:37,444
assignment. And then

690
01:26:38,222 --> 01:26:40,388
just comparing what the students produce

691
01:26:40,388 --> 01:26:41,722
to those specifications.

692
01:26:42,555 --> 01:26:46,000
So you've put in a lot of transparency to

693
01:26:46,000 --> 01:26:47,500
your grading, even though

694
01:26:47,500 --> 01:26:48,777
the students may be fearful

695
01:26:48,888 --> 01:26:51,444
because it's new, it's actually a lot

696
01:26:51,444 --> 01:26:55,000
less opaque than just, you

697
01:26:55,000 --> 01:26:57,111
know, getting a percentage on an

698
01:26:57,111 --> 01:27:00,000
exam where then the professor arbitrarily

699
01:27:00,000 --> 01:27:03,555
draws the lines later on. There's no

700
01:27:03,555 --> 01:27:04,833
transparency to that.

701
01:27:06,777 --> 01:27:10,000
So that's pretty cool. And then there's

702
01:27:10,000 --> 01:27:11,333
another movement that

703
01:27:11,333 --> 01:27:13,777
has grown up around mastery

704
01:27:14,000 --> 01:27:16,555
grading specifications, grading, and

705
01:27:16,555 --> 01:27:19,333
there was a book published that talks

706
01:27:19,333 --> 01:27:20,722
about this quite a bit,

707
01:27:21,055 --> 01:27:24,055
and it's called ungrading. And the

708
01:27:24,055 --> 01:27:26,055
ungrading movement is also

709
01:27:26,055 --> 01:27:29,444
not a new idea. For example,

710
01:27:29,444 --> 01:27:33,055
the president of University of Chicago

711
01:27:33,055 --> 01:27:35,333
decided that grades were

712
01:27:35,333 --> 01:27:38,222
evil back in the 1930s, and he

713
01:27:38,277 --> 01:27:41,444
banned grades, but that only lasted for

714
01:27:41,444 --> 01:27:42,555
about a year before they

715
01:27:42,555 --> 01:27:45,055
threw the guy out because none of

716
01:27:45,055 --> 01:27:47,222
the faculty could deal with it. But the

717
01:27:47,222 --> 01:27:48,500
truth is that if you go

718
01:27:48,500 --> 01:27:51,611
way back, grades didn't exist

719
01:27:52,500 --> 01:27:56,222
until the late 1800s. And they were

720
01:27:56,222 --> 01:27:58,277
started in England at

721
01:27:58,277 --> 01:27:59,333
Cambridge and Oxford,

722
01:28:00,000 --> 01:28:03,333
not grades, but levels, right? You

723
01:28:03,333 --> 01:28:06,000
achieve some level. And do you

724
01:28:06,000 --> 01:28:07,555
know where grades were? A, B,

725
01:28:07,611 --> 01:28:10,111
C, D were first instituted in the United

726
01:28:10,111 --> 01:28:11,555
States in the whole world.

727
01:28:13,611 --> 01:28:16,333
I don't. I would guess University of

728
01:28:16,333 --> 01:28:18,333
Chicago just for pure irony.

729
01:28:18,944 --> 01:28:21,277
No, for real irony, it started at the

730
01:28:21,277 --> 01:28:22,444
University of Michigan.

731
01:28:23,000 --> 01:28:25,555
Oh, no. Yes. So we were

732
01:28:25,555 --> 01:28:26,944
the leaders there as well.

733
01:28:27,277 --> 01:28:30,500
Yes, we were. And it caught on like

734
01:28:30,500 --> 01:28:32,500
wildfire. And at least that's what the

735
01:28:32,500 --> 01:28:34,555
book ungrading says. I

736
01:28:35,500 --> 01:28:38,500
will trust them. It's a fascinating book.

737
01:28:38,888 --> 01:28:39,500
And so this whole

738
01:28:39,500 --> 01:28:41,666
ungrading movement is to get rid of

739
01:28:41,666 --> 01:28:45,000
all of those concepts. And if you take it

740
01:28:45,000 --> 01:28:46,500
to its logical conclusion,

741
01:28:47,388 --> 01:28:48,944
the logical conclusion of

742
01:28:48,944 --> 01:28:51,166
ungrading means you don't give grades.

743
01:28:52,111 --> 01:28:54,388
And instead, you just ask the students,

744
01:28:55,222 --> 01:28:56,000
what do you think you

745
01:28:56,000 --> 01:28:58,666
deserve? And it's kind of interesting

746
01:28:58,666 --> 01:29:01,277
because, you know, that

747
01:29:01,277 --> 01:29:02,833
will actually work sometimes,

748
01:29:03,833 --> 01:29:05,666
but not at the University of Michigan.

749
01:29:06,666 --> 01:29:09,777
And I watched a podcast that

750
01:29:09,777 --> 01:29:13,222
Eric Mazur did on ungrading

751
01:29:13,777 --> 01:29:16,944
with two faculty members from the Eastern

752
01:29:16,944 --> 01:29:19,444
Kentucky University, which has a very

753
01:29:19,444 --> 01:29:20,777
different demographic

754
01:29:20,888 --> 01:29:24,444
than Michigan or Harvard. And they

755
01:29:24,444 --> 01:29:26,777
actually talked about their students.

756
01:29:27,444 --> 01:29:29,000
When they let their students

757
01:29:29,500 --> 01:29:32,444
give themselves grades, they almost

758
01:29:32,444 --> 01:29:34,611
always give themselves a

759
01:29:34,611 --> 01:29:36,111
lower grade than they actually

760
01:29:36,111 --> 01:29:39,277
deserved. But that's because they have

761
01:29:39,277 --> 01:29:40,555
mostly non-traditional

762
01:29:40,555 --> 01:29:43,833
students who, you know, are mostly

763
01:29:43,833 --> 01:29:47,388
first-generation college students. They

764
01:29:47,388 --> 01:29:48,722
know why they're in school

765
01:29:48,722 --> 01:29:50,666
and they're pretty tough on

766
01:29:50,666 --> 01:29:55,111
themselves. And a great comment, one of

767
01:29:55,111 --> 01:29:57,333
the faculty members said, but this must

768
01:29:57,333 --> 01:29:58,111
be great at Harvard.

769
01:29:58,277 --> 01:30:00,555
Your students are like so highly evolved.

770
01:30:00,555 --> 01:30:01,611
And Eric just shook his head

771
01:30:01,611 --> 01:30:03,833
and said, no, think about how

772
01:30:03,833 --> 01:30:07,166
they got into Harvard. They all got in by

773
01:30:07,166 --> 01:30:09,333
focusing entirely on

774
01:30:09,333 --> 01:30:11,944
grades. And so there's a lot of

775
01:30:11,944 --> 01:30:14,666
dishonesty in that whole process. And

776
01:30:14,666 --> 01:30:15,777
sadly, University of

777
01:30:15,777 --> 01:30:19,222
Michigan is close to that. So it

778
01:30:19,222 --> 01:30:21,333
just won't work to let students give

779
01:30:21,333 --> 01:30:23,555
themselves grades because they'll just

780
01:30:23,555 --> 01:30:24,611
give themselves A's.

781
01:30:24,944 --> 01:30:26,833
I don't want to be that, you know,

782
01:30:26,833 --> 01:30:30,166
cynical, but I'd say for 90%

783
01:30:30,555 --> 01:30:33,055
of the time, it will be cynical.

784
01:30:33,277 --> 01:30:36,111
So we can't quite go that route. It might

785
01:30:36,111 --> 01:30:37,944
work some places, but it's

786
01:30:37,944 --> 01:30:41,722
that to me is a bridge too far.

787
01:30:42,555 --> 01:30:45,055
Yeah. As we're talking about students

788
01:30:45,055 --> 01:30:47,944
grading themselves and the

789
01:30:47,944 --> 01:30:48,833
sort of student obsession

790
01:30:48,944 --> 01:30:53,388
with the A, it really makes me think

791
01:30:53,388 --> 01:30:55,777
about the fact that there's

792
01:30:55,777 --> 01:30:57,444
a very wide gap between how

793
01:30:58,000 --> 01:31:00,722
important our students believe grades are

794
01:31:00,722 --> 01:31:02,333
and how important grades

795
01:31:02,333 --> 01:31:04,944
actually are not. You know,

796
01:31:04,944 --> 01:31:07,166
that as we're sending students to their

797
01:31:07,166 --> 01:31:10,333
employers or to graduate schools, the

798
01:31:10,333 --> 01:31:11,722
large majority of what

799
01:31:11,944 --> 01:31:15,277
we're writing in our recommendations is

800
01:31:15,277 --> 01:31:16,444
not about the grades they

801
01:31:16,444 --> 01:31:17,944
got. It's about what they did

802
01:31:18,277 --> 01:31:20,777
and the interactions that they had. And

803
01:31:20,777 --> 01:31:22,277
certainly when I'm writing

804
01:31:22,277 --> 01:31:23,222
a letter of recommendation,

805
01:31:23,611 --> 01:31:25,500
I'll say about two sentences of this

806
01:31:25,500 --> 01:31:27,222
student got an A and then two

807
01:31:27,222 --> 01:31:29,055
pages about the actual human

808
01:31:29,111 --> 01:31:33,222
being, not the letter. That's right. And

809
01:31:33,222 --> 01:31:35,555
what's sweeping the country

810
01:31:35,555 --> 01:31:38,777
is this whole idea of holistic

811
01:31:40,000 --> 01:31:44,777
evaluation of admissions. And for the

812
01:31:44,777 --> 01:31:46,166
graduate programs, you

813
01:31:46,166 --> 01:31:48,277
know, it's well known that

814
01:31:49,555 --> 01:31:52,722
all grades are as a predictor is whether

815
01:31:52,722 --> 01:31:54,222
or not students will score

816
01:31:54,222 --> 01:31:57,444
well in exams in graduate

817
01:31:57,444 --> 01:32:00,777
school. And it says nothing about how

818
01:32:00,777 --> 01:32:02,277
well they will do with

819
01:32:02,277 --> 01:32:04,444
research, which is what PhDs are all

820
01:32:04,555 --> 01:32:07,666
about. And for research, we know that

821
01:32:07,666 --> 01:32:09,777
we'd rather have a student who's

822
01:32:09,777 --> 01:32:13,388
perseveres, who's fearless,

823
01:32:14,222 --> 01:32:19,944
who embraces failure, learns from it, has

824
01:32:19,944 --> 01:32:22,333
all these other things.

825
01:32:22,611 --> 01:32:24,277
We would much rather have a

826
01:32:24,277 --> 01:32:26,833
student who's overcome adversity in their

827
01:32:26,833 --> 01:32:28,111
undergraduate career

828
01:32:28,111 --> 01:32:30,166
to go from a pretty low

829
01:32:30,222 --> 01:32:32,833
level to a high level that shows an

830
01:32:32,833 --> 01:32:35,166
ability to overcome the kind

831
01:32:35,166 --> 01:32:37,722
of barriers that are actually

832
01:32:37,777 --> 01:32:40,444
important for doing research. Because

833
01:32:40,444 --> 01:32:41,555
that's what research is all

834
01:32:41,555 --> 01:32:43,388
about. Better get used to failing

835
01:32:43,388 --> 01:32:47,000
a lot and embracing it because if we knew

836
01:32:47,000 --> 01:32:47,944
what the answer was, it

837
01:32:47,944 --> 01:32:49,222
wouldn't be called research.

838
01:32:50,333 --> 01:32:55,222
So, you know, with all of that, I, again,

839
01:32:56,111 --> 01:32:57,277
students have this, you

840
01:32:57,277 --> 01:32:58,500
know, how do we educate students

841
01:32:58,666 --> 01:33:01,388
that grades aren't important when all of

842
01:33:01,388 --> 01:33:02,666
society is telling them

843
01:33:02,666 --> 01:33:04,944
that they are. And it's really,

844
01:33:04,944 --> 01:33:12,777
really sad. So anyway, we've talked a lot

845
01:33:12,777 --> 01:33:14,333
about some background

846
01:33:14,333 --> 01:33:15,833
about what you and I believe

847
01:33:16,333 --> 01:33:19,666
is important in grading or not important

848
01:33:19,666 --> 01:33:22,000
in grading. Why don't you

849
01:33:22,000 --> 01:33:22,944
tell me what you actually

850
01:33:23,111 --> 01:33:25,055
do for grading? You started by telling me

851
01:33:25,055 --> 01:33:26,666
you have a multi-point

852
01:33:26,666 --> 01:33:28,500
scale. Can you be a little

853
01:33:28,500 --> 01:33:31,277
more specific about how you do grading in

854
01:33:31,277 --> 01:33:33,500
your class right now? Sure.

855
01:33:34,444 --> 01:33:35,444
Yeah. On the implementation

856
01:33:35,666 --> 01:33:37,777
side for each of these assignments,

857
01:33:37,777 --> 01:33:40,888
whether it's a report or a

858
01:33:40,888 --> 01:33:42,777
lab notebook or a homework or,

859
01:33:44,222 --> 01:33:45,611
no, actually, I guess that's about it.

860
01:33:46,833 --> 01:33:50,944
The rubric will have a description of

861
01:33:51,944 --> 01:33:54,611
what students should be accomplishing in

862
01:33:54,611 --> 01:33:56,333
the assignment. So as a

863
01:33:56,333 --> 01:33:57,611
concrete example, in this

864
01:33:57,611 --> 01:34:00,444
last lab report that my students have

865
01:34:00,444 --> 01:34:02,388
just turned in, I'll have a

866
01:34:02,388 --> 01:34:04,388
line that says, for example,

867
01:34:05,333 --> 01:34:07,888
must compare predictions of a theoretical

868
01:34:07,888 --> 01:34:09,944
model to experimental data

869
01:34:09,944 --> 01:34:11,555
and evaluate the accuracy of

870
01:34:11,611 --> 01:34:16,777
the model. And then at that point, the

871
01:34:16,777 --> 01:34:18,111
different levels of grading

872
01:34:18,111 --> 01:34:22,000
are a five does an excellent

873
01:34:22,000 --> 01:34:24,000
job of providing a convincing explanation

874
01:34:24,000 --> 01:34:25,055
that combines multiple

875
01:34:25,055 --> 01:34:27,166
sources of data. And a four

876
01:34:28,333 --> 01:34:31,722
accurately compares the theoretical model

877
01:34:31,722 --> 01:34:33,055
to the experimental data,

878
01:34:33,055 --> 01:34:35,000
but does not bring in other

879
01:34:35,000 --> 01:34:37,055
sources of information. And there's this

880
01:34:37,055 --> 01:34:38,833
kind of tiered structure of

881
01:34:38,833 --> 01:34:40,833
what will really convince me

882
01:34:40,888 --> 01:34:42,722
that you know what you're doing and then

883
01:34:42,722 --> 01:34:45,000
sort of taking away some of

884
01:34:45,000 --> 01:34:46,500
those pieces of the argument

885
01:34:46,500 --> 01:34:49,944
as you get to lower score levels. And an

886
01:34:49,944 --> 01:34:51,388
important distinction that I

887
01:34:51,388 --> 01:34:52,555
think is worth pointing out

888
01:34:52,555 --> 01:34:56,055
here is that I'm telling students what

889
01:34:56,055 --> 01:34:56,833
they need to have

890
01:34:56,833 --> 01:34:59,055
accomplished at the end of the day. I'm

891
01:34:59,055 --> 01:35:00,555
telling them that here's what will

892
01:35:00,555 --> 01:35:03,777
convince me, but I'm not actually giving

893
01:35:03,777 --> 01:35:06,222
them a list of boxes

894
01:35:06,333 --> 01:35:09,166
to check, right? I'm not saying, okay,

895
01:35:09,166 --> 01:35:10,111
you have to get some error

896
01:35:10,111 --> 01:35:11,444
bars on this thing. And I'm not

897
01:35:11,444 --> 01:35:15,000
telling them, oh, yes, you should run the

898
01:35:15,000 --> 01:35:16,000
model with different model

899
01:35:16,000 --> 01:35:17,388
parameters to see whether

900
01:35:17,388 --> 01:35:21,166
there are numerical issues because that

901
01:35:21,166 --> 01:35:23,277
that's part of what's being

902
01:35:23,277 --> 01:35:25,444
assessed is do they have the

903
01:35:25,944 --> 01:35:28,222
understanding of this process of science

904
01:35:28,222 --> 01:35:30,222
to be able to do a

905
01:35:30,222 --> 01:35:32,944
meaningful comparison. And sometimes

906
01:35:33,111 --> 01:35:34,388
students look at this rubric and they're

907
01:35:34,388 --> 01:35:35,888
like, so you want a meaningful

908
01:35:35,888 --> 01:35:37,388
comparison? What does that

909
01:35:37,388 --> 01:35:39,888
mean? But then that's a great question.

910
01:35:39,888 --> 01:35:40,722
That's something we can have a

911
01:35:40,722 --> 01:35:42,444
conversation about. And

912
01:35:42,444 --> 01:35:44,055
when they're ready to ask that question,

913
01:35:44,055 --> 01:35:45,444
and we can talk about it,

914
01:35:45,444 --> 01:35:47,222
then that's a place where I think

915
01:35:47,222 --> 01:35:49,944
true learning can really happen. So I

916
01:35:49,944 --> 01:35:52,555
would argue that there's value in an

917
01:35:52,555 --> 01:35:54,388
interactive course that

918
01:35:54,555 --> 01:36:01,277
leaving some things not fully written out

919
01:36:01,277 --> 01:36:03,111
explicitly in these

920
01:36:03,111 --> 01:36:04,777
specifications is good

921
01:36:04,777 --> 01:36:06,500
because it gets students to question the

922
01:36:06,500 --> 01:36:08,833
meaning of the words in the

923
01:36:08,833 --> 01:36:10,611
specification to help them

924
01:36:10,611 --> 01:36:12,166
unpack any gaps in their own

925
01:36:12,166 --> 01:36:13,277
understanding of it.

926
01:36:15,111 --> 01:36:16,888
Right. So I think it's important to

927
01:36:16,888 --> 01:36:18,444
mention that you teach a

928
01:36:18,444 --> 01:36:20,944
laboratory class, and that you

929
01:36:21,944 --> 01:36:25,666
typically have, you spend a lot of time

930
01:36:25,666 --> 01:36:27,000
with the students. So

931
01:36:27,000 --> 01:36:28,666
your teaching schedule is

932
01:36:29,666 --> 01:36:32,000
four days a week, every afternoon, you're

933
01:36:32,000 --> 01:36:34,111
in the lab with groups of

934
01:36:34,111 --> 01:36:35,833
students and you typically have

935
01:36:36,166 --> 01:36:38,444
groups of four in each team. Is that

936
01:36:38,444 --> 01:36:41,500
right? Yeah, usually three to four. And

937
01:36:41,500 --> 01:36:43,333
how many teams do you

938
01:36:43,333 --> 01:36:44,888
have because you have them all rotating

939
01:36:44,888 --> 01:36:47,222
on stations around to

940
01:36:47,222 --> 01:36:48,166
utilize the equipment?

941
01:36:48,500 --> 01:36:52,111
Yeah, typically a section will be four

942
01:36:52,111 --> 01:36:54,055
teams and then I'll have however many

943
01:36:54,055 --> 01:36:55,055
sections I have based

944
01:36:55,055 --> 01:36:57,222
on enrollment, usually three. Right. So

945
01:36:57,222 --> 01:36:58,944
you have like up to 16

946
01:36:58,944 --> 01:37:01,111
students at any given time.

947
01:37:01,833 --> 01:37:03,777
So you actually have time to interact

948
01:37:03,777 --> 01:37:05,777
with each student. Because

949
01:37:05,777 --> 01:37:07,333
how long are your labs are like

950
01:37:07,722 --> 01:37:09,166
two hours? They're four hours, four

951
01:37:09,166 --> 01:37:11,277
hours. Yeah. So you have, you

952
01:37:11,277 --> 01:37:13,222
have a lot of time to interact

953
01:37:13,555 --> 01:37:18,500
with each student. And that just you just

954
01:37:18,500 --> 01:37:20,944
have to spend a lot of time. So in a way,

955
01:37:21,611 --> 01:37:24,388
you're able to do oral exams with all

956
01:37:24,388 --> 01:37:26,444
your students almost every day.

957
01:37:27,611 --> 01:37:29,555
Yeah, I just don't call them that. And

958
01:37:29,555 --> 01:37:30,388
that's right. That takes

959
01:37:30,388 --> 01:37:33,055
away a lot of the stress around,

960
01:37:33,055 --> 01:37:35,444
Oh my God, I'm being examined. No, we're

961
01:37:35,444 --> 01:37:37,388
just having a conversation so I can see

962
01:37:37,666 --> 01:37:39,166
what you get and what you don't get. So I

963
01:37:39,166 --> 01:37:41,777
can help you get what you don't yet get.

964
01:37:42,111 --> 01:37:44,000
Right. But you know,

965
01:37:44,000 --> 01:37:46,277
this approach. Go on.

966
01:37:47,055 --> 01:37:48,888
I was just going to say that this

967
01:37:48,888 --> 01:37:51,222
approach is going to hit a

968
01:37:51,222 --> 01:37:54,222
scaling limit where in a 100,

969
01:37:54,222 --> 01:37:57,222
120 person course, there's just no way to

970
01:37:57,222 --> 01:37:59,444
do this unless I had an army of grad

971
01:37:59,444 --> 01:38:00,444
students who were all

972
01:38:00,722 --> 01:38:03,444
trained in pedagogy and able to tease out

973
01:38:03,444 --> 01:38:04,833
students ideas in the same

974
01:38:04,833 --> 01:38:06,777
way. So that kind of leads to

975
01:38:06,833 --> 01:38:09,388
the question of in a bigger class,

976
01:38:09,833 --> 01:38:11,166
because like Steve, your classes are

977
01:38:11,166 --> 01:38:12,333
significantly larger than

978
01:38:12,333 --> 01:38:14,833
mine. What are other approaches that you

979
01:38:14,833 --> 01:38:16,333
can employ for grading

980
01:38:16,333 --> 01:38:18,333
that would work well with

981
01:38:18,333 --> 01:38:21,055
a larger number of students? That's

982
01:38:21,055 --> 01:38:23,444
right. So I have 140

983
01:38:23,444 --> 01:38:25,500
students in my class this term.

984
01:38:25,944 --> 01:38:31,444
We had a 24 teams of six people per team,

985
01:38:31,444 --> 01:38:33,222
roughly. Some people,

986
01:38:33,722 --> 01:38:35,000
some teams were five people.

987
01:38:35,833 --> 01:38:40,666
It was in a very large room. And so, you

988
01:38:40,666 --> 01:38:41,777
know, I've tried to

989
01:38:41,777 --> 01:38:43,833
structure my course really around

990
01:38:44,055 --> 01:38:46,055
the way that I'm going to do grading. And

991
01:38:46,055 --> 01:38:48,722
so I think one thing that

992
01:38:48,722 --> 01:38:50,388
was really important in what

993
01:38:50,388 --> 01:38:54,166
you do, Tim, is a best practice that lots

994
01:38:54,166 --> 01:38:55,333
of people talk about

995
01:38:55,333 --> 01:38:57,444
that if you're going to give

996
01:38:57,611 --> 01:39:01,444
assignments for a grade, it's better to

997
01:39:01,444 --> 01:39:04,055
give lots of low stakes

998
01:39:04,055 --> 01:39:07,277
assignments. So instead of giving

999
01:39:07,277 --> 01:39:11,222
three exams, it's better if you gave 14

1000
01:39:11,222 --> 01:39:13,111
exams that were all equally

1001
01:39:13,111 --> 01:39:15,388
weighted, because that way,

1002
01:39:15,833 --> 01:39:18,166
if you do poorly on one of them, it

1003
01:39:18,166 --> 01:39:19,611
doesn't crash your whole

1004
01:39:19,611 --> 01:39:22,777
grade. And so by working with them

1005
01:39:22,944 --> 01:39:27,166
every single week and interacting with

1006
01:39:27,166 --> 01:39:28,500
all of them, you know,

1007
01:39:28,500 --> 01:39:30,944
you've kind of created a

1008
01:39:33,055 --> 01:39:36,944
large number of evaluations with low

1009
01:39:36,944 --> 01:39:38,777
stakes for each one that

1010
01:39:38,777 --> 01:39:41,722
conclude with your judgment,

1011
01:39:42,444 --> 01:39:44,055
where you can use your rubric to grade

1012
01:39:44,055 --> 01:39:45,944
them. And so I do try

1013
01:39:45,944 --> 01:39:47,666
to do the same thing. So

1014
01:39:48,166 --> 01:39:52,277
with as many students as I have, it's

1015
01:39:52,277 --> 01:39:56,888
kind of hard to just redo everything. I

1016
01:39:56,888 --> 01:39:57,888
have to do it in steps.

1017
01:39:58,666 --> 01:40:01,000
So I looked at what I had been doing. So

1018
01:40:01,000 --> 01:40:01,777
I give reading

1019
01:40:01,777 --> 01:40:04,277
assignments for every class session.

1020
01:40:05,444 --> 01:40:09,666
And I give, we usually have, I meet two

1021
01:40:09,666 --> 01:40:12,944
hours, twice a week. And

1022
01:40:12,944 --> 01:40:14,611
so each week has two class

1023
01:40:14,666 --> 01:40:18,333
sessions. And so I usually give two

1024
01:40:18,333 --> 01:40:20,055
reading assignments for

1025
01:40:20,055 --> 01:40:23,277
each class session. Each week,

1026
01:40:23,888 --> 01:40:27,722
I have a homework assignment. Each week,

1027
01:40:28,111 --> 01:40:29,500
not the same week, but I

1028
01:40:29,500 --> 01:40:31,277
have a what I call a readiness

1029
01:40:31,277 --> 01:40:34,611
assurance activity, which is a more

1030
01:40:34,611 --> 01:40:38,722
formative based test, but it's weighted heavily towards the team

1031
01:40:38,722 --> 01:40:45,833
participation. I also have outcomes

1032
01:40:45,833 --> 01:40:50,166
assessment reflections, where I, at the

1033
01:40:50,166 --> 01:40:51,222
end of every module,

1034
01:40:51,500 --> 01:40:53,277
I have students reflect on what they

1035
01:40:53,277 --> 01:40:54,944
actually learned. So

1036
01:40:54,944 --> 01:40:56,944
again, my whole course is set up

1037
01:40:56,944 --> 01:40:59,944
to focus on retention, because I think

1038
01:40:59,944 --> 01:41:00,888
that's really important.

1039
01:41:01,722 --> 01:41:02,722
And one way to get retention

1040
01:41:03,333 --> 01:41:09,555
is to have students revisit a concept

1041
01:41:09,555 --> 01:41:12,611
multiple times over a

1042
01:41:12,611 --> 01:41:14,555
relatively long period of time.

1043
01:41:15,333 --> 01:41:19,055
So all of my modules, so a module starts

1044
01:41:19,055 --> 01:41:20,555
with a one week effort.

1045
01:41:21,222 --> 01:41:23,500
And that module then extends

1046
01:41:23,500 --> 01:41:25,722
for three weeks before they actually

1047
01:41:25,722 --> 01:41:27,277
finish all the things. So while they're working on other

1048
01:41:28,000 --> 01:41:33,055
aspects of that module, a new module is

1049
01:41:33,055 --> 01:41:35,166
being initiated the next

1050
01:41:35,166 --> 01:41:37,777
week. At any rate, I have

1051
01:41:37,777 --> 01:41:42,722
roughly 24 reading assignments in the

1052
01:41:42,722 --> 01:41:45,833
term. We have about 12 weeks, 14 weeks,

1053
01:41:45,833 --> 01:41:46,611
something like that.

1054
01:41:47,444 --> 01:41:49,888
So I have, you know, 24 reading

1055
01:41:49,888 --> 01:41:52,944
assignments. I have 14 homework

1056
01:41:52,944 --> 01:41:53,111
assignments. I have 14 readiness

1057
01:41:53,500 --> 01:42:00,833
assurance assignments. I have 14 outcomes

1058
01:42:00,833 --> 01:42:02,500
reflection assignments.

1059
01:42:02,944 --> 01:42:04,333
And then I also do projects.

1060
01:42:05,111 --> 01:42:09,333
And I've been doing three projects, but

1061
01:42:09,333 --> 01:42:11,222
the first one's just for practice. I'll

1062
01:42:11,222 --> 01:42:12,222
be changing that next

1063
01:42:12,222 --> 01:42:15,833
year, mostly because drop bad deadlines

1064
01:42:15,833 --> 01:42:16,833
destroy teams in my class for the first three weeks. So

1065
01:42:16,888 --> 01:42:22,166
my first project has pretty much always

1066
01:42:22,166 --> 01:42:23,666
been a bust because the

1067
01:42:23,666 --> 01:42:25,666
teams got disrupted so much.

1068
01:42:26,055 --> 01:42:28,833
It wasn't working, but I finally figured

1069
01:42:28,833 --> 01:42:31,555
out how to fix that. I can

1070
01:42:31,555 --> 01:42:34,222
now go in the day after class

1071
01:42:34,222 --> 01:42:38,000
starts and drop the enrollment number so

1072
01:42:38,000 --> 01:42:38,944
nobody can join the

1073
01:42:38,944 --> 01:42:40,555
class. People can still drop,

1074
01:42:40,555 --> 01:42:42,666
but nobody can add my class after the

1075
01:42:42,666 --> 01:42:42,777
deadline. And that's
going to let me have three projects

1076
01:42:43,333 --> 01:42:50,222
which will be worth two units each. When

1077
01:42:50,222 --> 01:42:51,555
it's all said and done, I

1078
01:42:51,555 --> 01:42:54,666
add this all up and I have 72

1079
01:42:54,666 --> 01:42:58,722
units make up my course. And what I tell

1080
01:42:58,722 --> 01:43:00,777
the students is they have

1081
01:43:00,777 --> 01:43:02,611
to get an A on every single

1082
01:43:02,611 --> 01:43:04,944
unit. Now I'm a little flexible there and A minus is just as good as an A because I can't really

1083
01:43:05,111 --> 01:43:12,222
distinguish. So they pretty much have to

1084
01:43:12,222 --> 01:43:14,777
score like a 90%, but it's

1085
01:43:14,777 --> 01:43:17,222
not a strict 90%. I just do it

1086
01:43:17,222 --> 01:43:24,055
as a zero one or two and a two is an A. A

1087
01:43:24,055 --> 01:43:25,555
one is approaching expectations and a zero means

1088
01:43:25,611 --> 01:43:32,722
they just didn't do it. And I try to give

1089
01:43:32,722 --> 01:43:35,888
each of those units where

1090
01:43:35,888 --> 01:43:37,611
I can, I can't always do it

1091
01:43:37,611 --> 01:43:40,555
where I can. I give them the ability to

1092
01:43:40,555 --> 01:43:42,444
retake them multiple times

1093
01:43:42,444 --> 01:43:44,277
until they achieve a two.

1094
01:43:46,000 --> 01:43:48,166
All the reading assignments, which are,

1095
01:43:48,166 --> 01:43:49,444
you know, 24 out of 72, a big chunk, all of that

1096
01:43:49,944 --> 01:43:56,222
are reading assignments on perusal and

1097
01:43:56,222 --> 01:43:58,166
perusal gives me the ability

1098
01:43:58,166 --> 01:44:01,500
to allow them to continually

1099
01:44:01,500 --> 01:44:07,555
add annotations that score highly or to

1100
01:44:07,555 --> 01:44:12,277
do high quality interactions.

1101
01:44:12,277 --> 01:44:14,500
So they get credit for being

1102
01:44:14,500 --> 01:44:16,777
social because I believe social learning

1103
01:44:16,777 --> 01:44:17,444
is a powerful tool. But I think that's a really

1104
01:44:17,444 --> 01:44:20,888
powerful tool. Social learning is hard

1105
01:44:20,888 --> 01:44:22,277
baked into our DNA.

1106
01:44:22,944 --> 01:44:24,944
Writing's only been around for 5,000

1107
01:44:24,944 --> 01:44:27,166
years. Social learning has been around

1108
01:44:27,166 --> 01:44:29,333
for 3 million years. That's

1109
01:44:29,333 --> 01:44:31,333
our primal instinct. That's

1110
01:44:31,333 --> 01:44:34,666
how we learn. And so by being social, by

1111
01:44:34,666 --> 01:44:36,500
interacting with other students on

1112
01:44:36,500 --> 01:44:38,555
perusal, I really highly

1113
01:44:38,722 --> 01:44:42,777
value that. So they can do that up to a

1114
01:44:42,777 --> 01:44:45,333
deadline. They, you know, once the

1115
01:44:45,333 --> 01:44:47,555
deadline goes too late.

1116
01:44:50,000 --> 01:44:52,500
So that's how, that's how I'm trying to

1117
01:44:52,500 --> 01:44:55,277
do mastery grading. I also

1118
01:44:55,277 --> 01:44:57,166
have these reflections. So

1119
01:44:57,444 --> 01:44:59,555
what I grade is the homework reflection.

1120
01:44:59,555 --> 01:45:01,000
I don't grade the

1121
01:45:01,000 --> 01:45:02,222
initial homework effort.

1122
01:45:02,777 --> 01:45:05,500
I only grade that on effort, not on

1123
01:45:05,500 --> 01:45:08,111
accuracy. They have to scan

1124
01:45:08,111 --> 01:45:09,333
their work and put it into

1125
01:45:09,333 --> 01:45:11,444
canvas. They have to do it, but I pretty

1126
01:45:11,444 --> 01:45:12,722
much just, you know,

1127
01:45:12,722 --> 01:45:15,166
virtually weigh the packet of

1128
01:45:15,166 --> 01:45:18,222
information to see that they tried. And

1129
01:45:18,222 --> 01:45:19,222
that's just a check mark.

1130
01:45:19,555 --> 01:45:21,500
They have to do that if they

1131
01:45:21,500 --> 01:45:24,666
want to get an A on the assignment or

1132
01:45:24,666 --> 01:45:26,555
pass that unit. If they

1133
01:45:26,555 --> 01:45:27,888
don't do that, it doesn't matter

1134
01:45:27,944 --> 01:45:30,111
what they do later on. They're not going

1135
01:45:30,111 --> 01:45:32,277
to pass it. Then they have

1136
01:45:32,277 --> 01:45:34,166
a homework activity in class

1137
01:45:34,166 --> 01:45:36,222
where they make a better homework

1138
01:45:36,222 --> 01:45:40,388
solution with their team. And I hire all

1139
01:45:40,388 --> 01:45:41,555
of these instructional

1140
01:45:41,666 --> 01:45:46,277
aides, our senior level material students

1141
01:45:46,277 --> 01:45:48,555
who were just in that class two years

1142
01:45:48,555 --> 01:45:50,555
earlier. And so they,

1143
01:45:51,500 --> 01:45:54,277
I have one undergrad for every two

1144
01:45:54,277 --> 01:45:57,333
tables, maybe every three tables, and

1145
01:45:57,333 --> 01:45:59,333
they walk around and

1146
01:45:59,333 --> 01:46:01,500
provide help. But it turns out the

1147
01:46:01,500 --> 01:46:02,500
students don't really need

1148
01:46:02,500 --> 01:46:06,444
help. The help they need is those

1149
01:46:06,444 --> 01:46:09,222
students that are introverts and don't

1150
01:46:09,222 --> 01:46:12,500
talk need to talk. So I tell the whole

1151
01:46:12,500 --> 01:46:13,333
class, we're going to

1152
01:46:13,333 --> 01:46:15,777
do this. And I train the instructional

1153
01:46:15,777 --> 01:46:17,222
aides to pull those folks

1154
01:46:17,222 --> 01:46:19,722
aside and say, Hey, you know,

1155
01:46:20,000 --> 01:46:22,722
Johnny, you're not talking enough. How is

1156
01:46:22,722 --> 01:46:24,111
anyone in your unit team?

1157
01:46:24,111 --> 01:46:26,055
How is anyone in your unit team

1158
01:46:26,166 --> 01:46:29,111
realize that you're adding value? And

1159
01:46:29,111 --> 01:46:30,222
unless they realize you're

1160
01:46:30,222 --> 01:46:31,666
adding value, they won't respect

1161
01:46:31,666 --> 01:46:34,555
you. And good teams are teams that

1162
01:46:34,555 --> 01:46:37,277
respect each other. So we help the

1163
01:46:37,277 --> 01:46:38,722
introverts become less

1164
01:46:38,722 --> 01:46:40,722
introverted. We also talk to the

1165
01:46:40,722 --> 01:46:43,166
extroverts and explain how important

1166
01:46:43,166 --> 01:46:44,722
learning how to listen is.

1167
01:46:45,444 --> 01:46:50,111
And it's sort of like an audio, we do

1168
01:46:50,111 --> 01:46:51,500
compression on the high

1169
01:46:51,500 --> 01:46:53,500
end. And we do, you know,

1170
01:46:54,055 --> 01:46:56,833
we boost the levels on the low end, to

1171
01:46:56,833 --> 01:46:58,222
try to make teams that

1172
01:46:58,222 --> 01:47:00,000
perform better, because ultimately,

1173
01:47:00,722 --> 01:47:02,555
they need to teach each other these

1174
01:47:02,555 --> 01:47:04,277
concepts, if they want to

1175
01:47:04,277 --> 01:47:07,277
have retention. So that's what I

1176
01:47:07,333 --> 01:47:11,333
focus on. And does it work? Well, I'm not

1177
01:47:11,333 --> 01:47:12,555
there yet. I still have a

1178
01:47:12,555 --> 01:47:13,555
lot of problems with it.

1179
01:47:13,611 --> 01:47:16,888
But I'm getting there and I'm learning

1180
01:47:16,888 --> 01:47:17,888
right now. I have way

1181
01:47:17,888 --> 01:47:20,444
too many A's. So although I

1182
01:47:20,944 --> 01:47:24,222
want to have everyone get an A, I know in

1183
01:47:24,222 --> 01:47:25,166
my heart that the

1184
01:47:25,166 --> 01:47:26,444
students who a lot of students

1185
01:47:26,444 --> 01:47:28,333
are getting A's who really don't know

1186
01:47:28,333 --> 01:47:29,833
anything. And how do I know

1187
01:47:29,833 --> 01:47:33,000
that? Because when I walk around

1188
01:47:33,000 --> 01:47:35,500
the classroom, I will pick out a few

1189
01:47:35,500 --> 01:47:37,944
activities that I give them that I know

1190
01:47:37,944 --> 01:47:38,722
are very conceptual.

1191
01:47:39,555 --> 01:47:42,222
And I go and make them write stuff on the

1192
01:47:42,222 --> 01:47:43,666
whiteboard. And I talk

1193
01:47:43,666 --> 01:47:44,833
to every single team,

1194
01:47:45,277 --> 01:47:46,777
takes me about a half an hour to get

1195
01:47:46,777 --> 01:47:48,500
around the whole room. But

1196
01:47:48,500 --> 01:47:50,333
I can get a really good feel

1197
01:47:50,722 --> 01:47:52,555
for whether they learned anything from

1198
01:47:52,555 --> 01:47:53,833
their reading, whether they

1199
01:47:53,833 --> 01:47:54,833
learned anything from what

1200
01:47:54,833 --> 01:47:59,000
I talk about. And sadly, sometimes I walk

1201
01:47:59,000 --> 01:48:00,333
around the room like I tried

1202
01:48:00,333 --> 01:48:02,277
to tell them with extrinsic

1203
01:48:02,333 --> 01:48:05,555
semi-conductivity, where the acceptor

1204
01:48:05,555 --> 01:48:07,388
level is, where the donor

1205
01:48:07,388 --> 01:48:09,833
level is, where the Fermi level

1206
01:48:09,944 --> 01:48:12,000
is for an intrinsic semiconductor, and

1207
01:48:12,000 --> 01:48:13,388
where it moves when you have

1208
01:48:13,388 --> 01:48:15,833
an extrinsic or acceptor or

1209
01:48:15,833 --> 01:48:18,000
donor. And I try to get them to draw

1210
01:48:18,000 --> 01:48:19,000
these pictures on the

1211
01:48:19,000 --> 01:48:21,166
board. And then two days later,

1212
01:48:21,166 --> 01:48:24,055
I give them that exact problem on the

1213
01:48:24,055 --> 01:48:25,666
readiness assurance activity.

1214
01:48:25,666 --> 01:48:27,277
And on the individual round,

1215
01:48:28,222 --> 01:48:32,166
30% get it right. So I failed. I thought

1216
01:48:32,166 --> 01:48:35,055
I was giving them one-on-one instruction.

1217
01:48:35,666 --> 01:48:37,444
I thought they understood what I was

1218
01:48:37,444 --> 01:48:40,555
saying, but other factors

1219
01:48:40,555 --> 01:48:43,555
always come in. This was on the

1220
01:48:43,555 --> 01:48:46,833
second to last day of class. And I'm

1221
01:48:46,833 --> 01:48:50,555
sorry, students, by the time they hit the

1222
01:48:50,555 --> 01:48:52,388
very last week of the term

1223
01:48:53,055 --> 01:48:55,666
are pretty much brain dead because their

1224
01:48:55,666 --> 01:48:56,666
other classes are

1225
01:48:56,666 --> 01:48:58,333
weighing so heavily on them.

1226
01:48:58,944 --> 01:49:03,666
They're cramming like crazy. And it's a

1227
01:49:03,666 --> 01:49:05,055
really tough environment

1228
01:49:05,055 --> 01:49:07,222
to learn something new that

1229
01:49:07,222 --> 01:49:10,833
last week of class. So, you know, we all

1230
01:49:10,833 --> 01:49:12,666
suffer from this. I'm sure you've

1231
01:49:12,666 --> 01:49:13,944
observed that phenomena

1232
01:49:14,222 --> 01:49:18,166
as well. Oh, sure. And so those are my

1233
01:49:18,166 --> 01:49:20,166
problems. But what I'm

1234
01:49:20,166 --> 01:49:22,166
going to try to do next time,

1235
01:49:22,166 --> 01:49:24,333
I'm going to go back to something that's

1236
01:49:24,333 --> 01:49:27,777
really like an oral exam. You know,

1237
01:49:27,777 --> 01:49:29,388
it's called the Feynman technique. It's

1238
01:49:29,388 --> 01:49:31,444
what Richard Feynman told all of us.

1239
01:49:31,944 --> 01:49:35,111
If we want to know that we actually

1240
01:49:35,111 --> 01:49:37,500
understand something, we

1241
01:49:37,500 --> 01:49:39,833
should use the litmus test of,

1242
01:49:40,500 --> 01:49:43,166
can you teach this to a five-year-old?

1243
01:49:43,833 --> 01:49:45,055
And if you can teach

1244
01:49:45,055 --> 01:49:46,388
it to a five-year-old,

1245
01:49:46,666 --> 01:49:50,444
you probably really deeply understand it.

1246
01:49:50,444 --> 01:49:52,222
And if you deeply understand anything,

1247
01:49:52,888 --> 01:49:54,388
chances are you're going to retain that

1248
01:49:54,388 --> 01:49:56,888
for a long time. So I'm

1249
01:49:56,888 --> 01:49:58,222
going to play around with

1250
01:49:58,555 --> 01:50:00,833
things like I do for my projects, which

1251
01:50:00,833 --> 01:50:03,277
is whiteboard video. And I'm

1252
01:50:03,277 --> 01:50:04,722
going to try to get students to

1253
01:50:04,722 --> 01:50:07,333
make short whiteboard videos. My

1254
01:50:07,333 --> 01:50:09,222
whiteboard videos for my projects are

1255
01:50:09,222 --> 01:50:10,388
like two minutes long.

1256
01:50:11,277 --> 01:50:14,055
I think for certain concepts that I'm

1257
01:50:14,055 --> 01:50:16,444
going to ask them to do, I'm going to

1258
01:50:16,444 --> 01:50:17,944
embody the idea of a

1259
01:50:17,944 --> 01:50:21,944
YouTube short or a TikTok video. They

1260
01:50:21,944 --> 01:50:25,777
have 30 to 45 seconds to teach the

1261
01:50:25,777 --> 01:50:27,833
concept. And we'll see how

1262
01:50:27,833 --> 01:50:30,055
that goes. I haven't quite figured out

1263
01:50:30,055 --> 01:50:32,500
how to do it. But the truth

1264
01:50:32,500 --> 01:50:34,000
is they're all pretty skilled

1265
01:50:34,000 --> 01:50:36,444
in editing video. They come to college

1266
01:50:36,444 --> 01:50:38,611
knowing how to do that. So

1267
01:50:38,611 --> 01:50:40,000
let's exploit those skills.

1268
01:50:40,555 --> 01:50:44,666
Let's get stuff up. And maybe they can

1269
01:50:44,666 --> 01:50:45,944
help each other enough. And

1270
01:50:45,944 --> 01:50:47,555
if I build a library of the

1271
01:50:47,555 --> 01:50:50,055
good ones, those can even help students

1272
01:50:50,055 --> 01:50:54,444
learn small little chunks. But we'll see.

1273
01:50:54,722 --> 01:50:57,222
Yeah, I love that idea of producing short

1274
01:50:57,222 --> 01:50:59,555
form content. One trouble

1275
01:50:59,555 --> 01:51:02,166
that I have in my course with

1276
01:51:02,333 --> 01:51:04,277
the specifications that I'm using is

1277
01:51:04,277 --> 01:51:06,555
students come in believing

1278
01:51:06,555 --> 01:51:08,555
that more is better. And,

1279
01:51:09,055 --> 01:51:11,055
maybe I'll just write 30 pages instead of

1280
01:51:11,055 --> 01:51:11,833
20. And then all the

1281
01:51:11,833 --> 01:51:12,888
right answers will be in there

1282
01:51:12,888 --> 01:51:15,611
somewhere. And they will, but that's not

1283
01:51:15,611 --> 01:51:16,388
really helping the

1284
01:51:16,388 --> 01:51:19,000
underlying problem. So this is

1285
01:51:19,000 --> 01:51:21,500
something that I'm always trying to find

1286
01:51:21,500 --> 01:51:22,444
ways to do better in my

1287
01:51:22,444 --> 01:51:25,222
classes to give assignments that

1288
01:51:25,277 --> 01:51:27,222
really have students distill something

1289
01:51:27,222 --> 01:51:29,222
down to just the minimum

1290
01:51:29,222 --> 01:51:32,000
essence of the concept or the

1291
01:51:32,000 --> 01:51:34,055
problem of the calculation. And do it in

1292
01:51:34,055 --> 01:51:34,944
a paragraph. Don't even

1293
01:51:34,944 --> 01:51:36,555
do it in a page. If I could

1294
01:51:37,277 --> 01:51:40,777
really get them to be more concise and to

1295
01:51:40,777 --> 01:51:42,000
think about how short can

1296
01:51:42,000 --> 01:51:43,888
I make my product instead?

1297
01:51:43,888 --> 01:51:46,222
How long can I make it that would serve

1298
01:51:46,222 --> 01:51:48,000
all of us very well, but

1299
01:51:48,000 --> 01:51:49,388
we'll get there someday.

1300
01:51:49,388 --> 01:51:51,111
We all know it's much harder to write

1301
01:51:51,111 --> 01:51:52,055
something that's short

1302
01:51:52,055 --> 01:51:53,444
than something that's long.

1303
01:51:54,555 --> 01:51:56,944
And the same is true for video or

1304
01:51:56,944 --> 01:51:59,166
anything else. The thing I like about

1305
01:51:59,166 --> 01:52:01,111
video is that it's way

1306
01:52:01,222 --> 01:52:04,500
ahead of where chat GGP can quite get to

1307
01:52:04,500 --> 01:52:06,500
right now. I can start to

1308
01:52:06,500 --> 01:52:07,444
make videos, but they're not

1309
01:52:07,444 --> 01:52:11,166
going to be very good. And so I don't

1310
01:52:11,166 --> 01:52:12,444
have a problem with having

1311
01:52:12,444 --> 01:52:15,000
the students use chat GPT to

1312
01:52:15,000 --> 01:52:18,777
make their script, but to make the script

1313
01:52:18,777 --> 01:52:19,944
and make it concise

1314
01:52:19,944 --> 01:52:22,166
enough for a 30 second spot.

1315
01:52:22,777 --> 01:52:25,111
That's a pretty challenging thing that

1316
01:52:25,111 --> 01:52:27,111
requires you actually think

1317
01:52:27,111 --> 01:52:29,055
about what chat GPT is telling

1318
01:52:29,222 --> 01:52:31,888
you. And as long as you think about it,

1319
01:52:32,222 --> 01:52:34,055
that's a really good

1320
01:52:34,055 --> 01:52:36,555
activity in my book. Because once

1321
01:52:36,555 --> 01:52:38,888
you've thought about it, you've gone

1322
01:52:38,888 --> 01:52:41,333
beyond just memorizing and

1323
01:52:41,333 --> 01:52:44,666
you've edited what chat GPT says.

1324
01:52:45,333 --> 01:52:48,666
And so then chat GPT becomes a tool and

1325
01:52:48,666 --> 01:52:50,722
it's a useful tool, but you

1326
01:52:50,722 --> 01:52:52,222
must edit it. You must think

1327
01:52:52,222 --> 01:52:54,944
about what it's saying in order to make

1328
01:52:54,944 --> 01:52:56,388
something very concise. So I

1329
01:52:56,388 --> 01:52:57,500
think that's a good strategy.

1330
01:52:59,222 --> 01:53:01,277
Evaluate whether it's accurate, decide

1331
01:53:01,277 --> 01:53:02,944
how it can be done better, and then

1332
01:53:02,944 --> 01:53:04,000
actually execute the

1333
01:53:04,000 --> 01:53:06,166
doing it better. And that's a really good

1334
01:53:06,166 --> 01:53:07,333
use of time for learning.

1335
01:53:07,333 --> 01:53:08,555
And I'm even thinking maybe I

1336
01:53:08,555 --> 01:53:11,222
can come up with an activity where they

1337
01:53:11,222 --> 01:53:12,833
use their short form video

1338
01:53:12,833 --> 01:53:15,055
to teach other people on their

1339
01:53:15,055 --> 01:53:16,944
team and have the other people on the

1340
01:53:16,944 --> 01:53:19,666
team evaluate the quality of those

1341
01:53:19,666 --> 01:53:23,722
videos. So we'll say,

1342
01:53:24,555 --> 01:53:26,888
not sure how I'm going to pull this all

1343
01:53:26,888 --> 01:53:28,888
off. But that's what I'm

1344
01:53:28,888 --> 01:53:30,111
thinking about for next year.

1345
01:53:30,888 --> 01:53:31,500
What are you thinking

1346
01:53:31,500 --> 01:53:32,833
about for next year?

1347
01:53:35,222 --> 01:53:35,611
Ah,

1348
01:53:38,222 --> 01:53:41,833
I'm thinking about the biggest change

1349
01:53:41,833 --> 01:53:43,555
that I want to make on

1350
01:53:43,555 --> 01:53:45,722
this topic of grading is

1351
01:53:45,777 --> 01:53:53,222
doing a better job of mapping this five

1352
01:53:53,222 --> 01:53:57,222
point scale onto a

1353
01:53:57,222 --> 01:53:59,111
numerical scale that will make sense

1354
01:53:59,111 --> 01:54:01,666
to students who have grown up in zero to

1355
01:54:01,666 --> 01:54:05,055
100 land without getting

1356
01:54:05,055 --> 01:54:06,555
to this compression problem

1357
01:54:06,555 --> 01:54:07,833
that you were bringing up at the

1358
01:54:07,833 --> 01:54:12,388
beginning. If I can actually spread out

1359
01:54:12,388 --> 01:54:14,166
the individual numbers

1360
01:54:14,500 --> 01:54:18,555
over a wider numerical range so that the

1361
01:54:18,555 --> 01:54:20,500
values are distinct and have

1362
01:54:20,500 --> 01:54:21,388
separate meanings from each

1363
01:54:21,388 --> 01:54:24,055
other without getting students into the

1364
01:54:24,055 --> 01:54:26,222
panic of why do I have a C minus

1365
01:54:26,222 --> 01:54:28,277
territory? That's really

1366
01:54:28,666 --> 01:54:32,111
what I'm focused on right now is to help

1367
01:54:32,111 --> 01:54:33,833
students distinguish the

1368
01:54:33,833 --> 01:54:35,222
score on the assignment

1369
01:54:36,333 --> 01:54:38,277
from the grade you're going to get in the

1370
01:54:38,277 --> 01:54:39,722
course. Because as

1371
01:54:39,722 --> 01:54:40,666
much as I would like to

1372
01:54:41,166 --> 01:54:42,500
just tell them that grades don't matter

1373
01:54:42,500 --> 01:54:44,277
and have them actually believe it,

1374
01:54:44,666 --> 01:54:48,333
that's an impossible challenge. So have

1375
01:54:48,333 --> 01:54:50,777
to work around, work with

1376
01:54:50,777 --> 01:54:52,722
what our students believe

1377
01:54:52,722 --> 01:54:54,500
instead of what we wish they believed.

1378
01:54:55,333 --> 01:54:57,444
Well, that's a good point

1379
01:54:57,444 --> 01:54:58,833
to end with. I think we've

1380
01:54:58,833 --> 01:55:00,666
been talking for a long time now longer

1381
01:55:00,666 --> 01:55:03,500
than we intended. It

1382
01:55:03,500 --> 01:55:04,722
sure is hard to be concise.

1383
01:55:05,222 --> 01:55:09,833
Yes, it is. Especially when it comes to

1384
01:55:09,833 --> 01:55:11,611
something as intractable as grading.

1385
01:55:13,000 --> 01:55:15,666
So I guess with that, we'll say goodbye

1386
01:55:15,666 --> 01:55:18,555
and looking forward to our

1387
01:55:18,555 --> 01:55:20,500
next chat. See you later.

1388
01:55:21,555 --> 01:55:22,722
Okay. See you next time.