Lets teach for mastery not test scores Sal Khan

I’m here today to talk about
the two ideas that,

at least based on
my observations at Khan Academy,

are kind of the core,
or the key leverage points for learning.

And it’s the idea of mastery

and the idea of mindset.

I saw this in the early days
working with my cousins.

A lot of them were having trouble
with math at first,

because they had all of these gaps
accumulated in their learning.

And because of that, at some point
they got to an algebra class

and they might have been a little bit
shaky on some of the pre-algebra,

and because of that, they thought
they didn’t have the math gene.

Or they’d get to a calculus class,

and they’d be a little bit
shaky on the algebra.

I saw it in the early days

when I was uploading
some of those videos on YouTube,

and I realized that people
who were not my cousins were watching.

(Laughter)

And at first, those comments
were just simple thank-yous.

I thought that was a pretty big deal.

I don’t know how much time
you all spend on YouTube.

Most of the comments are not “Thank you.”

(Laughter)

They’re a little edgier than that.

But then the comments
got a little more intense,

student after student saying
that they had grown up not liking math.

It was getting difficult as they got
into more advanced math topics.

By the time they got to algebra,

they had so many gaps in their knowledge
they couldn’t engage with it.

They thought they didn’t
have the math gene.

But when they were a bit older,

they took a little agency
and decided to engage.

They found resources like Khan Academy

and they were able to fill in those gaps
and master those concepts,

and that reinforced their mindset
that it wasn’t fixed;

that they actually were capable
of learning mathematics.

And in a lot of ways, this is how
you would master a lot of things in life.

It’s the way you would
learn a martial art.

In a martial art, you would
practice the white belt skills

as long as necessary,

and only when you’ve mastered it

you would move on to become a yellow belt.

It’s the way you learn
a musical instrument:

you practice the basic piece
over and over again,

and only when you’ve mastered it,

you go on to the more advanced one.

But what we point out –

this is not the way a traditional
academic model is structured,

the type of academic model
that most of us grew up in.

In a traditional academic model,

we group students together,
usually by age,

and around middle school,

by age and perceived ability,

and we shepherd them all
together at the same pace.

And what typically happens,

let’s say we’re in a middle school
pre-algebra class,

and the current unit is on exponents,

the teacher will give
a lecture on exponents,

then we’ll go home, do some homework.

The next morning,
we’ll review the homework,

then another lecture, homework,
lecture, homework.

That will continue for about
two or three weeks,

and then we get a test.

On that test, maybe I get a 75 percent,

maybe you get a 90 percent,

maybe you get a 95 percent.

And even though the test identified
gaps in our knowledge,

I didn’t know 25 percent of the material.

Even the A student, what was
the five percent they didn’t know?

Even though we’ve identified the gaps,

the whole class will then
move on to the next subject,

probably a more advanced subject
that’s going to build on those gaps.

It might be logarithms
or negative exponents.

And that process continues,
and you immediately start to realize

how strange this is.

I didn’t know 25 percent
of the more foundational thing,

and now I’m being pushed
to the more advanced thing.

And this will continue for months, years,
all the way until at some point,

I might be in an algebra class
or trigonometry class

and I hit a wall.

And it’s not because algebra
is fundamentally difficult

or because the student isn’t bright.

It’s because I’m seeing an equation
and they’re dealing with exponents

and that 30 percent
that I didn’t know is showing up.

And then I start to disengage.

To appreciate how absurd that is,

imagine if we did other things
in our life that way.

Say, home-building.

(Laughter)

So we bring in the contractor and say,

“We were told we have
two weeks to build a foundation.

Do what you can.”

(Laughter)

So they do what they can.

Maybe it rains.

Maybe some of the supplies don’t show up.

And two weeks later,
the inspector comes, looks around,

says, “OK, the concrete
is still wet right over there,

that part’s not quite up to code …

I’ll give it an 80 percent.”

(Laughter)

You say, “Great! That’s a C.
Let’s build the first floor.”

(Laughter)

Same thing.

We have two weeks, do what you can,
inspector shows up, it’s a 75 percent.

Great, that’s a D-plus.

Second floor, third floor,

and all of a sudden,
while you’re building the third floor,

the whole structure collapses.

And if your reaction is the reaction
you typically have in education,

or that a lot of folks have,

you might say, maybe
we had a bad contractor,

or maybe we needed better inspection
or more frequent inspection.

But what was really broken
was the process.

We were artificially constraining
how long we had to something,

pretty much ensuring a variable outcome,

and we took the trouble of inspecting
and identifying those gaps,

but then we built right on top of it.

So the idea of mastery learning
is to do the exact opposite.

Instead of artificially
constraining, fixing

when and how long you work on something,

pretty much ensuring
that variable outcome,

the A, B, C, D, F –

do it the other way around.

What’s variable is when and how long

a student actually has
to work on something,

and what’s fixed is that
they actually master the material.

And it’s important to realize

that not only will this make the student
learn their exponents better,

but it’ll reinforce
the right mindset muscles.

It makes them realize that if you got
20 percent wrong on something,

it doesn’t mean that you have
a C branded in your DNA somehow.

It means that you should just
keep working on it.

You should have grit;
you should have perseverance;

you should take agency over your learning.

Now, a lot of skeptics might say,
well, hey, this is all great,

philosophically, this whole idea
of mastery-based learning

and its connection to mindset,

students taking agency
over their learning.

It makes a lot of sense,
but it seems impractical.

To actually do it, every student
would be on their own track.

It would have to be personalized,

you’d have to have private tutors
and worksheets for every student.

And these aren’t new ideas –

there were experiments
in Winnetka, Illinois, 100 years ago,

where they did mastery-based learning
and saw great results,

but they said it wouldn’t scale
because it was logistically difficult.

The teacher had to give different
worksheets to every student,

give on-demand assessments.

But now today, it’s no longer impractical.

We have the tools to do it.

Students see an explanation
at their own time and pace?

There’s on-demand video for that.

They need practice? They need feedback?

There’s adaptive exercises
readily available for students.

And when that happens,
all sorts of neat things happen.

One, the students can actually
master the concepts,

but they’re also building
their growth mindset,

they’re building grit, perseverance,

they’re taking agency over their learning.

And all sorts of beautiful things
can start to happen

in the actual classroom.

Instead of it being focused
on the lecture,

students can interact with each other.

They can get deeper mastery
over the material.

They can go into simulations,
Socratic dialogue.

To appreciate what we’re talking about

and the tragedy of lost potential here,

I’d like to give a little bit
of a thought experiment.

If we were to go 400 years
into the past to Western Europe,

which even then, was one of the more
literate parts of the planet,

you would see that about 15 percent
of the population knew how to read.

And I suspect that if you asked someone
who did know how to read,

say a member of the clergy,

“What percentage of the population
do you think is even capable of reading?”

They might say, “Well,
with a great education system,

maybe 20 or 30 percent.”

But if you fast forward to today,

we know that that prediction
would have been wildly pessimistic,

that pretty close to 100 percent
of the population is capable of reading.

But if I were to ask you
a similar question:

“What percentage of the population
do you think is capable

of truly mastering calculus,

or understanding organic chemistry,

or being able to contribute
to cancer research?”

A lot of you might say, “Well,
with a great education system,

maybe 20, 30 percent.”

But what if that estimate

is just based on your own experience
in a non-mastery framework,

your own experience with yourself
or observing your peers,

where you’re being pushed
at this set pace through classes,

accumulating all these gaps?

Even when you got that 95 percent,

what was that five percent you missed?

And it keeps accumulating –
you get to an advanced class,

all of a sudden you hit a wall and say,

“I’m not meant to be a cancer researcher;

not meant to be a physicist;
not meant to be a mathematician.”

I suspect that that actually is the case,

but if you were allowed to be operating
in a mastery framework,

if you were allowed to really
take agency over your learning,

and when you get something wrong,

embrace it – view that failure
as a moment of learning –

that number, the percent
that could really master calculus

or understand organic chemistry,

is actually a lot closer to 100 percent.

And this isn’t even just a “nice to have.”

I think it’s a social imperative.

We’re exiting what you could call
the industrial age

and we’re going into
this information revolution.

And it’s clear that some
things are happening.

In the industrial age,
society was a pyramid.

At the base of the pyramid,
you needed human labor.

In the middle of the pyramid,
you had an information processing,

a bureaucracy class,

and at the top of the pyramid,
you had your owners of capital

and your entrepreneurs

and your creative class.

But we know what’s happening already,

as we go into this information revolution.

The bottom of that pyramid,
automation, is going to take over.

Even that middle tier,
information processing,

that’s what computers are good at.

So as a society, we have a question:

All this new productivity is happening
because of this technology,

but who participates in it?

Is it just going to be that very top
of the pyramid, in which case,

what does everyone else do?

How do they operate?

Or do we do something
that’s more aspirational?

Do we actually attempt
to invert the pyramid,

where you have a large creative class,

where almost everyone
can participate as an entrepreneur,

an artist, as a researcher?

And I don’t think that this is utopian.

I really think that this
is all based on the idea

that if we let people
tap into their potential

by mastering concepts,

by being able to exercise agency
over their learning,

that they can get there.

And when you think of it
as just a citizen of the world,

it’s pretty exciting.

I mean, think about
the type of equity we can we have,

and the rate at which civilization
could even progress.

And so, I’m pretty optimistic about it.

I think it’s going to be
a pretty exciting time to be alive.

Thank you.

(Applause)

我今天在这里
谈论两个想法,

至少根据
我在可汗学院的观察,

它们是核心,
或者是学习的关键杠杆点。

这是

掌握的想法和心态的想法。

我在早期
和表兄弟一起工作时看到了这一点。

他们中的许多人一开始在数学上遇到了麻烦

因为
他们在学习中积累了所有这些差距。

正因为如此,在某个时候,
他们上了代数课

,他们可能
在一些预代数上有点摇摆不定,正

因为如此,他们认为
自己没有数学基因。

或者他们会去上微积分课

,他们
在代数上会有点不稳定。

早期我

在 YouTube 上上传其中一些视频时看到了它

,我意识到
不是我表亲的人在看。

(笑声

) 起初,这些
评论只是简单的感谢。

我认为这是一件大事。

我不知道
你们在 YouTube 上花了多少时间。

大多数评论不是“谢谢”。

(笑声)

他们比那更前卫。

但随后评论
变得更加激烈,一个又一个

学生
说他们长大后不喜欢数学。

随着他们
进入更高级的数学主题,这变得越来越困难。

当他们开始学习代数时,

他们的知识差距太大,
以至于无法参与其中。

他们认为他们
没有数学基因。

但当他们长大

一点时,他们找了一个小代理
,决定参与。

他们找到了像可汗学院这样的资源

,他们能够填补这些空白
并掌握这些概念

,这强化了他们的思维
定势,即它不是固定的;

他们实际上有
能力学习数学。

在很多方面,这就是
你如何掌握生活中很多事情的方式。

这是你
学习武术的方式。

在武术中,只要有必要,你就会
练习白带技能

,只有掌握了它,

你才能成为黄带。

这就是你
学习乐器的方式:

你一遍又一遍地练习基本乐曲

,只有当你掌握了它,

你才能继续学习更高级的乐曲。

但我们要指出的是——

这不是传统
学术模式的结构方式,

我们大多数人都是

在这种学术模式中长大的。在传统的学术模式中,

我们将学生分组在一起,
通常是按年龄分组

,大约在中间 学校,

根据年龄和感知能力,

我们以同样的速度牧养他们。

通常会发生什么,

假设我们在中学
预代数课上

,当前单元是关于指数的

,老师会
讲授指数,

然后我们会回家,做一些功课。

第二天早上,
我们会复习作业,

然后是另一个讲座,作业,
讲座,作业。

这将持续大约
两到三周,

然后我们会进行测试。

在那次测试中,也许我得到 75%,

也许你得到 90%,

也许你得到 95%。

即使测试发现
了我们知识的空白,

我也不知道 25% 的材料。

即使是A学生,
他们不知道的百分之五是什么?

即使我们已经确定了差距

,整个班级
将继续学习下一个主题,

可能是一个
将建立在这些差距之上的更高级的主题。

它可能是对数
或负指数。

这个过程还在继续
,你会立即开始意识到

这是多么奇怪。

我不知道 25%
的更基础的东西

,现在我被推
到更高级的东西上。

这将持续数月、数年,
一直持续到某个时候,

我可能在上代数课
或三角学课

,但我碰壁了。

这并不是因为代数
根本上很难,

也不是因为学生不聪明。

这是因为我看到了一个方程
,他们正在处理指数


而我不知道的 30% 正在出现。

然后我开始脱离。

要理解这是多么荒谬,

想象一下我们是否
以这种方式在生活中做其他事情。

说,房屋建筑。

(笑声)

所以我们请来承包商说,

“我们被告知我们有
两周的时间来建造一个地基。

尽你所能。”

(笑声)

所以他们尽其所能。

也许会下雨。

也许有些物资没有出现。

两周后
,检查员来了,环顾四周,

说:“好吧,那边的混凝土
还是湿的,

那部分不太符合代码……

我会给它 80%。”

(笑声)

你说,“太好了!那是C。
让我们建一楼吧。”

(笑声)

同样的事情。

我们有两个星期,尽你所能,
检查员出现,这是 75%。

太好了,那是D-plus。

二楼,三楼

,突然,
当你在建造三楼时

,整个结构都倒塌了。

如果你的反应是
你在教育中的典型反应,

或者很多人的反应,

你可能会说,也许
我们有一个糟糕的承包商,

或者我们需要更好的检查
或更频繁的检查。

但真正被打破的
是过程。

我们人为地限制
了我们必须做某事的时间,

几乎确保了一个可变的结果

,我们不厌其烦地检查
和识别这些差距,

但随后我们就建立在它之上。

所以掌握学习的想法
正好相反。

而不是人为地
限制,固定

你工作的时间和时间,

几乎
确保可变的结果

,A,B,C,D,F——

反过来做。

可变的

是学生实际必须
在什么时间和多长时间内完成某件事,

而固定的是
他们实际上掌握了材料。

重要的是要认识到

,这不仅能让学生
更好地学习他们的指数,

而且还能
加强正确的思维方式。

这让他们意识到,如果你
在某件事上犯了 20% 的错误,

这并不意味着
你的 DNA 中有一个 C 烙印。

这意味着你应该
继续努力。

你应该有毅力;
你应该有毅力;

你应该接管你的学习。

现在,很多怀疑论者可能会说,
嗯,嘿,从哲学上讲,这一切都很棒,

以掌握为基础的学习的整个理念

及其与思维方式的联系,

学生
接管了他们的学习。

这很有意义,
但似乎不切实际。

要真正做到这一点,每个学生
都会走上自己的轨道。

它必须是个性化的,

你必须为每个学生配备私人导师
和工作表。

这些并不是新想法

——100 年前在伊利诺伊州的温内特卡进行了一些实验,

在那里他们进行了基于掌握的学习
并看到了很好的结果,

但他们说它不会扩大规模,
因为它在逻辑上很困难。

老师必须
给每个学生不同的工作表

,按需进行评估。

但是今天,它不再是不切实际的。

我们有工具可以做到这一点。

学生
按照自己的时间和节奏看到解释?

有点播视频。

他们需要练习吗? 他们需要反馈吗?

有适合学生的适应性练习。

当这种情况发生时,
各种巧妙的事情就会发生。

第一,学生们实际上可以
掌握这些概念,

但他们也在建立
自己的成长心态,

他们正在建立勇气、毅力,

他们正在学习主动权。

各种美好的事情
都可以

在实际的教室中开始发生。

学生们可以相互交流,而不是专注于讲座。

他们可以更深入地
掌握材料。

他们可以进入模拟,
苏格拉底式对话。

为了了解我们正在谈论的内容

以及这里失去潜力的悲剧,

我想进行
一些思想实验。

如果我们回到 400
年前的西欧

,即使在那时,它还是
地球上文化程度最高的地区之一,

你会看到大约 15%
的人口知道如何阅读。

而且我怀疑如果你问一个
知道如何阅读的人,

比如一位神职人员,


你认为有多少人口有阅读能力?”

他们可能会说,“好吧,如果
有一个很好的教育系统,

也许 20% 或 30%。”

但如果你快进到今天,

我们知道那个预测
会非常悲观

,几乎 100%
的人都有阅读能力。

但如果我问你
一个类似的问题:

“你认为有多少人口

能够真正掌握微积分,

或者理解有机化学,

或者能够
为癌症研究做出贡献?”

你们中的很多人可能会说,“嗯,如果
有一个很好的教育系统,

也许 20% 到 30%。”

但是,如果该估计

仅基于您自己
在非精通框架中

的经验,您自己的经验
或观察您的同龄人

,您
在课堂上以这种设定的速度被推动,

积累所有这些差距怎么办?

即使你得到了那 95%,

你错过的那 5% 是多少?

而且它还在不断积累——
你上了一个高级班,

突然间你碰壁说:

“我不适合做癌症研究人员;

不适合做物理学家;
不适合做数学家。 "

我怀疑情况确实如此,

但如果你被允许
在一个掌握框架中运作,

如果你被允许真正
接管你的学习

,当你遇到问题时,

接受它——把失败
看作是 学习的时刻——

这个数字,
真正掌握微积分

或理解有机化学的百分比

,实际上接近 100%。

这甚至不仅仅是一个“很高兴拥有”。

我认为这是一种社会需要。

我们正在退出你所说
的工业时代

,我们正在进入
这场信息革命。

很明显,有些
事情正在发生。

在工业时代,
社会是一个金字塔。

在金字塔的底部,
你需要人力。

在金字塔的中间,
你有一个信息处理、

一个官僚阶层

,在金字塔的顶端,
你有你的资本所有者

、你的企业家

和你的创意阶层。

但当

我们进入这场信息革命时,我们已经知道正在发生什么。

金字塔的底部,
自动化,将接管。

即使是中间层,
信息处理,

这也是计算机擅长的。

所以作为一个社会,我们有一个问题:

所有这些新的生产力都是
因为这项技术而发生的,

但谁参与其中?

它是否只是
金字塔的最顶端,在这种情况下,

其他人会做什么?

他们是如何运作的?

还是我们做
一些更有抱负的事情?

我们是否真的
试图颠倒金字塔,

那里有一个庞大的创意阶层

,几乎每个人都
可以作为企业家

、艺术家、研究人员参与其中?

我不认为这是乌托邦。

我真的认为
这一切都是基于这样的想法

,即如果我们让人们

通过掌握概念来挖掘他们的潜力,

通过能够对
他们的学习行使代理权

,他们就可以到达那里。

当你把它想象
成一个世界公民时,

它是非常令人兴奋的。

我的意思是,
想想我们可以拥有的公平类型,

以及文明甚至
可以进步的速度。

所以,我对此非常乐观。

我认为这将是
一个非常激动人心的时刻。

谢谢你。

(掌声)