How Diversity Helps us Get the Right Answers

[Applause]

thank you it’s a pleasure to be here

with you today i’m here today to talk

about diversity in science

and why diversity makes science not just

fairer

but better this past year we’ve all been

grappling with issues

of the challenge of diversity equity and

inclusion

and in science in particular we faced

profound challenges

now before talking about the difficulty

i think it is worth looking back

to acknowledge that in many professions

and institutions

we’ve made enormous progress the

advancement of women in professional

fields provides some historical examples

and context

if we look at medicine in the 19th

century in the united states

there were actually separate medical

colleges for women

so america practiced a kind of apartheid

a separate and unequal

medical education for women and this was

justified

allegedly scientifically on the basis

that women were simply unable to

withstand the physical rigors

of a tough medical education

if we look at law we see a similar

pattern

law schools didn’t have separate law

schools for women

they just generally excluded them for

most of the 19th and early 20th century

women were excluded from

most top law schools or if they were

included

they were marginalized everyone is

familiar with the career of

ruth bader ginsburg who made it all the

way to the u.s supreme court

this photograph shows ruth bader

ginsburg with her harvard law review

group

in 1957-58 ginsburg was one of only two

women in that group and you can see in

this photograph

that they are literally marginalized the

women are physically put

at the margins of the photograph

now that was in the 1950s today things

are much better

women now make up more than 50 percent

of the students in top law schools

across the country

and the same is true in medical schools

as well

if we look at politics we also see a

pattern of really tremendous

progress in the 19th century there were

no women

in the u.s congress and in the 20th

century the first woman elected to

congress was representative jeanette

rankin

who for most of her career was the only

woman to serve in the house of

representatives

the situation in the senate was not much

better for most of the

early 20th century there was only one or

two women in the senate

and typically they were appointed upon

the death of either their husband or

their father

hattie carraway was the first woman

appointed in such a way to actually run

in her own in her own regard and when

she

did run after having been initially

elected

people criticized her tremendously the

expectation was that she was supposed to

simply step down

and so she said the time has passed when

a woman should be placed in a position

and kept there only while someone else

is being groomed for the job

jeanette rankin looking back on her

career said if i had my life to do over

i would do it all again but this time i

would be nastier

if we look at the big picture of

congress we see a huge change starting

around the 1990s

where suddenly there’s an enormous

increase in the representation of women

and we can see this in these photographs

here the upper photographs is

lyndon baines johnson with the 90th

congress you can see it’s all men

almost entirely in black and gray suits

but when we get to the 116th congress

now we have many women bringing not just

their talents and diversity

but much more colorful and fun clothing

as well

now today few people would openly argue

against diversity

in political representation but there’s

still a lot of resistance to

purposefully expanding diversity in

science

the two main arguments that are

generally used to support diversity and

inclusion in the scientific workplace

are fairness and talent people

acknowledge that it’s simply not fair to

exclude talented people from opportunity

and it’s grossly unfair to subject them

to harassment

discrimination or a hostile workplace

if we exclude people on the basis of

race gender or other demographic

criteria we also lose talent and so

science suffers

and in my experience those two arguments

are generally broadly accepted

but these arguments sit in tension with

something else going on

many people in science do argue against

purposeful diversity

because of what they call their

commitment to excellence

most scientists believe that science is

a meritocracy

that the best man wins but unfortunately

this is generally literally true

the best man wins but that might not be

the best person

they see the goal of inclusion and

diversity therefore intention

or at odds with the goal of excellence

they perceive a tension between attempts

to make science more inclusive

and the necessity of maintaining the

highest intellectual standards

and for many people in science the

latter trumps

the former this is reflected in reports

like this one

pursuing excellence on a foundation of

an inclusion that was issued by my own

university harvard

which is clearly trying to reassure the

harvard community

that we can pursue inclusion without

sacrificing excellence

in other words acknowledging this idea

that there’s a tension

between the two but i want to argue

today that this framing has the problem

backwards

that it’s not just that we can pursue

diversity

without sacrificing excellence it’s that

we cannot have scientific excellence

without diversity so how do i support

that claim

well first let’s talk about the goal of

science

what is the goal of science the answer

to find out truths about the natural

world

how do scientists do that well not the

scientific method

as i’ve argued in my books and in my

previous ted talk

there is no one scientific method

but what all scientists have in common

is that they collect evidence

in the field in the laboratory in

clinical trials

through animal studies by building

models

and then this evidence is vetted

all scientific disciplines have

processes for vetting claims

in workshops conferences informal

colleague review

formal peer review the continued

evaluation of work in practice

and sometimes where necessary retraction

scientific claims are subject to tough

critical scrutiny

you have to be thick-skinned to be a

scientist the process is not always fun

but it is essential for two reasons the

process of critical vetting

weeds out faulty or unsupported claims

and through discussion and criticism

claims are modified and knowledge

emerges

knowledge is established the philosopher

of science helen longnell calls this

transformative interrogation

interrogation because it’s tough but

transformative

because what survives is typically not

the same as what was at the starting

point

scientists adjust their claims in light

of critical scrutiny

sometimes they go back and collect more

or different data

sometimes they conclude that the

original idea was no good

and they have to start all over again

what we call

scientific facts are claims that have

withstood this scrutiny

so how does that bring us to diversity

well to understand why diversity is

crucial for the success of this

scientific process

we have to say something about

objectivity

now many people think that science works

because scientists are objective

and certainly it’s true that all good

scientists try as much as possible to be

objective

we can say that objectivity is what

philosophers call

a regulative ideal something that we

aspire to

now most people think of objectivity as

a characteristic that inheres in the

individual

so we might say things like i am

objective

she is not objective or a good scientist

is objective typical definitions of

objectivity

insist that it’s based on observation

but not influenced by emotions or

prejudices

so for example one popular definition

judgment based on observable phenomena

and uninfluenced by emotions or personal

prejudices

objectivity is associated with empirical

observation

as opposed to feelings emotions or other

thought processes

but various scholars say not so fast

because the opposite of objectivity

isn’t bias

it’s subjectivity and we are all

subjective

because all perception is subjective

so we could make the distinction and

many people do between objective facts

and subjective opinions

so this slide gives two examples here’s

an objective fact

the force awakens is the highest

grossing star wars movie

here’s a subjective opinion the empire

strikes back

is the best star wars movie or consider

this one

these are oranges i love oranges

the problem is that the standard

distinction between an object of fact

and a subjective opinion breaks down

when we

look closely at the problem of

perception so consider this slide

three people all look at the exact same

object they all

see it with their eyes in the same way

nobody’s color blind

and yet their perceptions of this object

are very different and all three of

these perceptions

including that you could make money by

cutting down the tree and selling it

they’re all right but they’re different

different people can look at the same

thing

and have different perceptions of it

here’s another perhaps clear example

let’s go back to those oranges are we

really sure they’re oranges

how do we know they’re not tangerines or

clementines

or plastic fruit or how about this one

is it a six or is it a nine

what all this adds up to is that people

necessarily see things in different ways

it doesn’t mean they’re bad or good or

that one person is objective and the

other is biased

it just means that we’re human beings

so let’s take the famous example of the

six blindfolded people and the elephant

in this classic metaphor we we

understand the metaphor to tell us that

if we relied on only one report

we’d get a very wrong impression of what

this thing is

at best we would have a true but partial

account

but now imagine that the blindfolds are

taken off

and even if the people were not

blindfolded if they were

all looking from the same angle what we

would obtain would be a partial

perspective so we might see the front of

the elephant

but not the back we wouldn’t know how

long the creature was we wouldn’t know

whether or not it had a tail

and this then explains why it’s crucial

why diversity is crucial to see the

whole picture

of the natural world to find out the

truth

about the natural world because

scientists are humans

who invariably and inevitably bring

their own values

preferences bias and prior experiences

into their work

so the best available way to correct for

that is by having diverse scientists

who can assure them that problems are

examined from a range of different and

appropriate perspectives

we all have different experiences but in

science the goal is not to end up with

your truth

and my truth but to end up with truth

and so a diverse community isn’t just

politically correct

it’s more likely to generate scientific

claims that are actually correct

and isn’t that what we want

[Applause]

you

[掌声]

谢谢你们今天很高兴

和你们在一起我今天在这里

谈论科学的

多样性以及为什么多样性使科学不仅

更公平

而且更好在过去的一年中我们一直在

努力

应对挑战的问题 多样性公平和

包容

性,特别是在科学领域,

在谈到困难之前,我们现在面临着深刻的挑战,

我认为值得回顾的是

,在许多专业

和机构中,

我们已经取得了巨大的

进步,女性在专业

领域的进步提供了一些历史 例子

和背景

如果我们看一下 19

世纪的美国

医学,实际上有单独

的女性医学院,

所以美国实行了一种种族隔离制度

,对女性进行了单独和不平等的

医学教育,据称这在

科学上是合理的

,因为女性 如果我们看法律,他们根本无法

承受严格

的医学教育的身体严酷性

我们看到类似的

模式

法学院没有

为女性开设单独的法学院,

他们只是

在 19 世纪和 20 世纪初的大部分时间里将

她们排除在外

露丝·巴德·金斯伯格的职业生涯

一路走到美国最高法院

这张照片显示了 1957-58 年露丝·巴德·

金斯伯格和她的哈佛法律审查

小组的成员

金斯伯格是该小组中仅有的两名

女性之一,你可以在

这张照片中看到

她们实际上被边缘化了,现在

女性被置于

照片的边缘,

那是在 1950 年代,如今情况

要好得多,

现在女性占全国

顶尖法学院学生的 50% 以上

,同样如此 在医学院

中,

如果我们看政治,我们也会看到

19 世纪取得巨大进步的模式,美国国会中

没有女性

, 在20

世纪,第一位选举国会的第一位女性

是代表性的

Jeanette Rankin

,他的大多数职业生涯都是唯一

一个在代表家中服务的女性,

参议院的情况对

20世纪初的大部分地区都没有什么比

参议院中的一两个女性

,通常是在

他们的丈夫或父亲去世后任命的,

海蒂·卡拉威是第一位

以这种方式任命的女性,

以她自己的名义实际运行,而当

确实在 been initially

elected

people criticized her tremendously the

expectation was that she was supposed to

simply step down

and so she said the time has passed when

a woman should be placed in a position

and kept there only while someone else

is being groomed for the job

jeanette rankin 回顾她的

职业生涯,她说如果我的生活要结束,

我会再做一次,但这次

如果我们从大局来看,我会更糟糕

大会我们看到从 1990 年代开始发生了巨大变化

,突然间

女性的代表人数大幅增加

,我们可以在这些照片中看到这一点,

上面的照片是

林登·贝恩斯·约翰逊在第 90 届

大会上,你可以看到几乎所有男性

都参加了 黑色和灰色西装,

但是当我们参加第 116 届国会时,

我们有很多女性带来的不仅是

她们的才华和多样性,

而且还有更多色彩缤纷和有趣的衣服

现在很少有人会公开反对

政治代表的多样性,但

仍然有很多 反对

有目的地扩大科学多样性

通常用于支持

科学工作场所的多样性和包容性的两个主要论点

是公平和人才人们

承认,

将有才华的人排除在

机会之外是不公平的,让他们服从是非常不公平的

如果我们排除 peo,则为骚扰歧视或敌对工作场所 ple 基于

种族性别或其他人口统计

标准,我们也失去了人才,因此

科学受到影响

,根据我的经验,这两个论点

通常被广泛接受,

但这些论点与正在发生的其他事情存在紧张关系,

许多科学界人士确实反对

有目的的多样性

由于他们所谓的

对卓越的承诺,

大多数科学家认为科学

是精英管理

,最好的人会获胜,但不幸的

是,这通常是

最好的人获胜的,但这可能不是

他们认为包容和多样性目标的最佳人选

意图

或与追求卓越的目标不一致

他们认为在

努力使科学更具包容性

与保持

最高智力标准的必要性之间存在张力

我自己发布的包含的基础上

哈佛大学

显然是在试图向

哈佛社区

保证,我们可以在不

牺牲卓越

的情况下追求包容

性 我们可以在

不牺牲卓越的情况下追求多样性 没有多样性

我们就无法拥有卓越的科学

所以我如何很好地支持

这一

主张 首先让我们谈谈

科学

的目标 科学的目标是什么

找出自然世界真相的答案

如何 科学家们做得很好,而不是

我在我的书和我

之前的 ted 演讲中所说的

科学方法,没有一种科学方法,

但所有科学家的共同点

是,他们

在临床试验的实验室中收集现场证据

通过建立模型进行动物研究

,然后对这些证据进行审查,

所有科学学科都已进行

sses 用于

在研讨会上审查声明 非正式

同事评审

正式同行评审 对

实践工作的持续评估

,有时在必要时撤回

科学声明受到严格的

严格审查

你必须厚脸皮才能成为一名

科学家 这个过程并不总是有趣的

但出于两个原因

,批判性审查的过程会

剔除错误或没有依据的主张,

并通过讨论和批评

来修改主张,知识

出现 幸存者

通常与

起点不同

我们所说的

科学事实是

经受住了这种审查的主张,

那么这如何使我们更好

地了解多样性,以了解为什么多样性

对于这一科学过程的成功至关重要

我们不得不说一些关于

客观性的事情

现在许多人认为科学之所以有效,

是因为科学家是客观

的 当然,所有优秀的

科学家都尽可能地保持

客观,这是

真的 像我是

客观的,

她不是客观的,或者一个好科学家

是客观的,客观的典型定义

坚持认为它是基于观察,

但不受情绪或

偏见的影响

,例如,一个流行的定义

判断基于可观察的现象

,不受情绪或个人

偏见的影响

客观性与经验有关 l

观察

而不是感觉情绪或其他

思维过程,

但各种学者说不要那么快,

因为客观性的对立面

不是偏见

而是主观性,我们都是

主观的,

因为所有的感知都是主观的,

所以我们可以做出区分,

很多人在 客观事实

和主观意见

所以这张幻灯片给出了两个例子 这是

一个客观事实

原力觉醒是

票房最高的星球大战电影

这是一个主观意见 帝国

反击

是最好的星球大战电影 或者考虑

一下

这是橙子 我爱

橙子 问题在于,当我们仔细观察感知问题时

,事实对象

和主观意见之间的标准区别就被打破了

所以考虑这张幻灯片,

三个人都看着完全相同的

对象,他们都

用同样的方式看到它

没有人是色盲

,但他们对这个物体的看法

却非常不同,而且这三个都是

包括你可以通过

砍伐树木然后卖掉它来赚钱的看法,

它们没关系,但它们是不同

的 橘子 我们

真的确定它们是橘子

吗 我们怎么知道它们不是橘子、

柑桔

或塑料水果 或者这个

是六号还是九号

不同的方式

这并不意味着他们是坏的或好的,

或者一个人是客观的,另一个人

是有偏见的,

这只是意味着我们是人类

所以让我们以这个经典中的六个蒙眼人和大象的着名例子为例

隐喻 我们

理解这个隐喻告诉我们,

如果我们只依赖一份报告,

我们会对这件事有一个非常错误的印象,

充其量我们会有一个真实但部分的

描述,

但现在想象眼罩是

起飞

,即使人们没有

被蒙住眼睛,如果他们

都从同一个角度看,我们

将获得的将是一个局部

透视,所以我们可能会看到大象的正面,

但看不到背面,我们不知道

这个生物有多长 我们是否不知道

它是否有尾巴

,这就解释了

为什么多样性对于

了解整个自然世界以找出自然世界的

真相至关重要,

因为

科学家是人类

,他们总是不可避免地 将

他们自己的价值观

偏好偏见和先前的经验

带入他们的工作中,

因此纠正这种情况的最佳可用方法

是让不同的科学家

向他们保证,问题是

从一系列不同和适当的角度进行检查的,

我们都有不同的经验,但在

科学领域 目标不是以

你的真相

和我的真相告终,而是以真相告终

,因此多元化的社区不仅在

政治上是

正确的 更有可能

产生真正正确的科学主张,这

不是我们想要的

[掌声]