Our loss of wisdom Barry Schwartz

[Music]

[Music]

in his inaugural address Barack Obama

appealed to each of us to give our best

as we try to extricate ourselves from

this current financial crisis but what

did he appeal to he did not happily

follow in the footsteps of his

predecessor and tell us to just go

shopping nor did he tell us trust us

trust your country invest invest invest

instead what he told us was to put aside

childish things and he appealed to

virtue virtue is an old-fashioned word

it seems a little out of place in a

cutting-edge environment like this one

and besides some of you might be

wondering what the hell does it mean let

me begin with an example these are this

is the job description of a hospital

janitor that is scrolling up on the

screen and all of the items on it are

unremarkable they’re the things you

would expect mop the floors sweep them

empty the trash restock the cabinets it

may be a little surprising how many

things there are but it’s not surprising

what they are but the one thing I want

you to notice about them is this even

though this is a very long list there

isn’t a single thing on it that involves

other human beings not one the janitors

job could just as well be done in a

mortuary as in a hospital and yet when

some psychologists interviewed hospital

janitors to get a sense of what they

thought their jobs were like they

encountered Mike who told them about how

he stopped mopping the floor because mr.

Jones was out of his bed getting a

little exercise trying to build up his

strength walking slowly up and down the

hall and Charlene told them about how

she ignored her supervisors admonition

didn’t vacuum the visitors lounge

because there were some family members

who were there all day every day who at

this moment happened to be taking a nap

and then there was Luke who washed the

floor in a comatose young man’s room

twice because the man’s father who had

been keeping a vigil for six months

didn’t see Luke do it the first time and

his father was angry and behavior like

this from janitors from technicians from

nurses and if we’re lucky every now and

then from doctors doesn’t just make

people feel a little better it actually

improves the quality of patient care and

enables hospitals to run well now not

all janitors are like this of course but

the ones who are think that these sorts

of human interactions involving kindness

care and empathy are an essential part

of the job and yet their job description

contains not one word about other human

beings these janitors have the moral

will to do right by other people and

beyond this they have the moral skill to

figure out what doing right means

practical wisdom Aristotle told us is

the combination of moral will and moral

skill a wise person knows when and how

to make the exception to every rule as

the janitors knew when to ignore their

job duties in the service of other

objectives a wise person knows how to

improvise as Luke did when he rewashed

the floor real-world problems are often

ambiguous and ill-defined and the

context is always changing a wise person

is like a jazz musician using the notes

on the page but dancing around them

inventing combinations that are

appropriate for the situation and the

people at hand

a wise person knows how to use these

moral skills in the service of the right

aims to serve other people not to

manipulate other people and finally

perhaps most

important a wise person is made not born

wisdom depends on experience and not

just any experience you need the time to

get to know the people that you’re

serving you need permission to be

allowed to improvise to try new things

occasionally to fail and to learn from

your failures and you need to be

mentored by wise teachers when you ask

the janitors who behave like the ones I

described how hard it is to learn to do

their jobs they tell you that it takes

lots of experience and they don’t mean

it takes lots of experience to learn how

to mop floors and empty trash cans it

takes lots of experience to learn how to

care for people at Ted brilliance is

rampant it’s scary the good news is that

you don’t need to be brilliant to be

wise the bad news is that without wisdom

brilliance isn’t enough it’s as likely

to get you into trouble and other people

into trouble as anything else now I hope

that we all know this there’s a sense in

which it’s obvious and yet let me tell

you a little story it’s a story about

lemonade a dad and his 11 year old son

were watching a Detroit Tigers game at

the ballpark

his son asked him for some lemonade and

dad went to the concession stand to buy

it all they had was Mike’s Hard Lemonade

which was 5% alcohol dad being an

academic had no idea that Mike’s Hard

Lemonade was it contained out at all so

we brought it back and the kid was

drinking it and a security guard spotted

it and called the police who called an

ambulance

they rushed to the ballpark whisked the

kid to the hospital the emergency room

to ascertain that the kid had no alcohol

in his blood and they were ready to let

the kid go but not so fast the Wayne

County Child Welfare protective agency

said

oh and the child was sent to a foster

home for three days at that point can

the child go home well a judge said yes

but only if the dad leaves the house and

checks into a motel

after two weeks I’m happy to report the

family was reunited but the welfare

workers and the ambulance people and the

judge all said the same thing we hate to

do it but we have to follow procedure

how do things like this happen Scott

Simon who told this story on NPR said

rules and procedures may be dumb but

they spare you from thinking and to be

fair and to be fair rules are often

imposed because previous officials have

been lacks and they let a child go back

to an abusive household fair enough when

things go wrong as of course they do

we reach for two tools to try to fix

them one tool we reach for is rules

better ones more of them the second tool

we reach for is incentives better ones

more of them what else after all is

there we can certainly see this in

response to the current financial crisis

regulate regulate regulate fix the

incentives fix the incentives fix the

incentives the truth is that neither

rules nor incentives are enough to do

the job how could you even write a rule

that got the janitors to do what they

did and would you pay them a bonus for

being empathic it’s preposterous

on its face and what happens is that as

we turn increasingly to rules rules and

incentives may make things better in the

short run but they create a downward

spiral that makes them worse in the long

run moral skill is chipped away by an

over reliance on rules that deprives us

of the opportunity to improvise and

learn from our improvisation and moral

will is on

mind by an incessant appeal to

incentives that destroy our desire to do

the right thing and without intending it

by appealing to rules and incentives we

are engaging in a war on wisdom let me

just give you a few example first of

rules and the war on moral skill the

lemonade story is one second no doubt

more familiar to you is the nature of

modern American education scripted

lockstep curriculum here’s an example

from Chicago kindergarten reading and

enjoying literature and words that begin

with B the baths assemble students on a

rug give students a warning about the

dangers of hot water say 75 items in

this script to teach a 25 page picture

book all over Chicago and every

kindergarten class in the city every

teacher is saying the same words in the

same way on the same day we know why

these scripts are there we don’t trust

the judgment of teachers enough to let

them loose on their own scripts like

these are insurance policies against

disaster and they prevent disaster but

what they assure in its place is

mediocrity

don’t get me wrong we need rules jazz

musicians need some notes most of them

need some notes on the page we need more

rules for the bankers god knows but too

many rules prevent accomplished jazz

musicians from improvising and as a

result they lose their gifts or worse

they stop playing all together now

how about incentives they seem clever if

you have one reason for doing something

and I give you a second reason for doing

the same thing it seems only logical

that two reasons are better than one and

you’re more likely to do it right well

not always sometimes two reasons to do

the same thing seem to compete with one

another instead of complementing and

they make people less likely to do it

I’ll just give you one example because

time is racing in Switzerland back in

about 15 years ago they were trying to

decide where to cite nuclear waste dumps

there was going to be a national

referendum and some psychologists went

around and polled citizens who were very

well informed and they said would you be

willing to have a nuclear waste dump in

your community astonishingly 50% of the

citizens said yes they knew it or

thought it was dangerous they thought it

would reduce their property values but

it had to go somewhere and they had

responsibilities as citizens the

psychologists asked other people a

slightly different question they said if

we paid you six weeks salary every year

would you be willing to have a nuclear

waste dump in your community two reasons

it’s my responsibility and I’m getting

paid instead of 50% saying yes

25% said yes what happens is that the

second this introduction of the

incentive gets us so that instead of

asking what are my responsibilities all

we ask is what serves my interests when

incentives don’t work when CEOs ignore

the long-term health of their companies

in pursuit of short-term gains that will

lead to massive bonuses the response is

always the same get smarter incentives

the truth is that there are no

incentives you can devise that are ever

going to be smart enough any incentive

system can be subverted by bad will we

need incentives people have to make a

living but excessive reliance on

incentives demoralizes professional

activity in two senses of that word it

causes people who engage in that

activity to lose morale and it causes

the activity itself to lose morality

Barack Obama said before he was

inaugurated we must ask not just as it

profitable but is it right and when

professions are demoralized everyone in

them becomes dependent on addicted to

incentives and they stop asking is it

right we see this in medicine and we

certainly see it in the world of

business

it is obvious that this is not the way

people want to do their work so what can

we do a few sources of hope we ought to

try to Reem oral eyes work one way not

to do it teach more ethics courses there

is no better way to show people that

you’re not serious than to tie up

everything you have to say about ethics

into a little package with a bow and

consign it to the margins as an ethics

course what to do instead one celebrate

moral exemplars acknowledge when you go

to law school that a little voice is

whispering in your ear about Atticus

Finch no ten-year-old goes to law school

to do mergers and acquisitions people

are inspired by moral heroes but we

learn that with sophistication comes the

understanding that you can’t acknowledge

that you have moral heroes well

acknowledge them be proud that you have

them celebrate them and demand that the

people who teach you acknowledge and

celebrate them too that’s one thing we

can do I don’t know how many of you

remember this another moral hero 15

years ago Aaron Feuerstein who was the

head of Malden Mills in Massachusetts

they made Polartec the factory burned

down 3,000 employees he kept every one

of them on the payroll why because it

would have been a disaster for them and

for the community if he had let them go

maybe on paper our company’s worthless

to Wall Street but I can tell you it’s

worth more we are doing fine just that

this Ted we heard talks from several

moral heroes to particularly inspiring

to me one was Ray Anderson who turned

you know turned you know a part of the

evil empire into a zero footprint or

almost a zero footprint business why

because it was the right thing

to do and a bonus he’s discovering is

he’s actually gonna make even more money

his employees are inspired by the effort

why because they’re happy to be doing

something that’s the right thing to do

yesterday we heard willie smith’s

talk about reforesting in indonesia and

in many ways this is the perfect example

because it took the will to do the right

thing and god knows it took a huge

amount of technical skill I bottle that

how much he needed to know in order and

his associates in order to plot this out

but most important to make it work and

he emphasized this is that it took

knowing the people in the communities

unless the people you’re working with

our support are behind you this will

fail and there isn’t a formula to tell

you how to get the people behind you

because different people in different

communities organize their lives in

different ways so there’s a lot here at

Ed and at other places to celebrate and

you don’t have to be a mega hero there

are ordinary heroes ordinary heroes like

the janitors who are worth celebrating

too as practitioners each and every one

of us should strive to be ordinary if

not extraordinary heroes as heads of

organizations we should strive to create

environments that encourage and nurture

both moral skill and moral will even the

wisest and most well-meaning people will

give up if they have to swim against the

current in the organizations in which

they work if you run an organization you

should be sure that none of the jobs

none of the jobs have job descriptions

like the job description of the janitors

because the truth is that any work you

do that involves interaction with other

people is moral work and any moral work

depends upon practical wisdom and

perhaps most important as teachers we

should strive to be the ordinary heroes

the moral exemplars to the people we

mentor and there are a few things that

we have to remember as teachers one is

that we are always

teaching someone is always watching the

camera is always on Bill Gates talked

about the importance of education and in

particular the model that Kipp was

providing knowledge is power and he

talked about a lot of the wonderful

things that Kipp is doing to take

inner-city kids

and turn them in the direction of

college I want to focus on one

particular thing Kipp is doing that bill

didn’t mention and that is they have

come to the realization that the single

most important thing kids need to learn

is character they need to learn to

respect themselves they need to learn to

respect their schoolmates they need to

learn to respect their teachers and most

important they need to learn to respect

learning that’s the principal objective

if you do that the rest is just pretty

much a Coast downhill and the teachers

the way you teach these things to kids

is by having the teachers and all the

other staff embody it every minute of

every day Obama appealed to virtue and I

think he was right and the virtue that

we need above all others I think is

practical wisdom because it’s what

allows other virtues honesty kindness

courage and so on to be displayed at the

right time and in the right way he also

appealed to hope right again I think

there is reason for hope I think people

want to be allowed to be virtuous in

many ways it’s what Ted is all about

wanting to do the right thing in the

white right way for the right reasons

this kind of wisdom is within the grasp

of each and every one of us if only we

start paying attention paying attention

to what we do to how we do it and

perhaps most importantly to the

structure of the organizations within

which we work so as to make sure that it

enables us and other people to develop

wisdom rather than rather than having it

suppressed thank you very much

thank you

if you have to go east on that side

thank you very much

what does a machine know about itself

can it know when it needs to be repaired

and when it doesn’t in industries like

manufacturing and energy they’re using

predictive analytics to detect signs of

trouble helping some companies save

millions on maintenance because machines

seek help before they’re broken and

don’t when they’re not that’s what I’m

working on I’m an IBMer let’s build a

smarter planet

[音乐]

[音乐]

在他的就职演说中,巴拉克奥巴马

呼吁我们每个人在

我们试图从当前的金融危机中解脱出来时尽我们所能,

他呼吁的是什么,他没有高兴地

追随他的

前任和 告诉我们只是去

购物,他也没有告诉我们相信我们

相信你的国家投资投资

而不是他告诉我们的是把

幼稚的东西放在一边,他呼吁

美德美德是一个老式的词,

这似乎有点不合适

像这样的尖端环境

,除此之外,你们中的一些人可能

想知道这到底是什么意思,让

我从一个例子开始,这些

是医院看门人的工作描述,

它在屏幕上向上滚动

,所有的 上面的物品并不

引人注目 它们是您

所期望的东西 拖地 扫地

清空垃圾 重新储存橱柜 有

多少东西可能有点令人惊讶

,但它们是什么并不奇怪

关于他们,我想让你注意的一件事是,

尽管这是一个很长的清单,但上面

没有一件涉及

其他人的事情,看门人的

工作也可以在

太平间完成 在医院里,然而当

一些心理学家采访医院

清洁工以了解他们

认为自己的工作是什么样的时,他们

遇到了迈克,迈克告诉他们他是如何

停止拖地的,因为先生。

琼斯正在下床做

一些运动,试图增强他的

力量,在大厅里慢慢地走来走去

,夏琳告诉他们她是如何

无视上司的警告,

没有给访客休息室吸尘,

因为那里有一些家庭成员

每天一整天,

此时正好在打盹

,然后卢克

在一个昏迷的年轻人房间里洗了两次地板,

因为那个男人的父亲

已经守夜了六个月,

没有看到卢克这样做 第一次,

他的父亲很生气,

看门人从技术人员到

护士的这种行为,如果我们时不时地从医生那里得到幸运

,不仅让

人们感觉好一点,它实际上

提高了病人护理的质量,

并使 医院现在运行良好

当然不是所有的看门人都是这样,

但那些认为这些

涉及善意关怀和同情的人际交往

是必不可少的

一部分 工作,但他们的工作描述

中没有关于其他人的任何一个词

这些看门人有道德

意愿为他人做正确的事,

除此之外,他们有道德技能来

弄清楚做正确的事意味着什么

亚里士多德告诉我们的实用智慧

是组合 道德意志和道德

技巧 一个聪明人知道何时以及如何

对每条规则进行例外处理,

就像看门人知道何时在为其他目标服务时忽略他们的

工作职责

一个聪明人知道如何

即兴发挥,就像卢克在重新

洗 地板 现实世界的问题通常是

模棱两可和不明确的,而且

上下文总是在变化 一个聪明的

人就像一个爵士音乐家,使用

页面上的音符,但在它们周围跳舞,

发明

适合情况和

手头

的人的组合 聪明的人知道如何利用这些

道德技能为正确的目标服务,而

不是

操纵他人,最后

也许是大多数

人 重要 聪明人不是天生的

智慧取决于经验,而

不仅仅是任何经验 你需要时间

去了解你所

服务的人 你需要被

允许即兴发挥 偶尔尝试新事物

失败和学习 从

你的失败中吸取教训,

当你问

那些举止与我

描述的一样

的看门人时,你需要得到明智的老师的指导,他们告诉你这需要

大量的经验,而且他们不是认真的

需要大量经验才能学习

如何拖地和清空垃圾桶

需要大量经验才能学习如何

在 Ted 照顾人

坏消息是,没有智慧

光彩是不够的,它很

可能让你陷入困境,让其他

人陷入困境,现在我

希望我们都知道这有一种显而易见的感觉

,但让我告诉

你 一个小故事,这是一个关于柠檬水的故事,

一个爸爸和他 11 岁的儿子

在棒球场观看底特律老虎队的比赛,

他的儿子向他要了一些柠檬水,

爸爸去特许摊位

买了,他们只有迈克的硬

柠檬水 酒精含量为 5% 爸爸是一名

学者,根本不知道迈克的硬

柠檬水被装了,所以

我们把它带回来,孩子正在

喝它,一名保安发现了

它,并打电话给警察,警察叫了

一辆救护车,

他们赶到了 棒球场将

孩子送往医院急诊室,

以确定孩子

血液中没有酒精,他们准备

让孩子离开,但韦恩

县儿童福利保护机构

说,

哦,孩子被送到了 寄养

家庭三天到那时

孩子可以回家吗法官说可以,

但前提是父亲离开家并

在两周后

入住汽车旅馆 是

工人、救护车人员和

法官都说了同样的话,我们讨厌这样

做,但我们必须遵循程序

,这样的事情是如何发生的?

斯科特西蒙在 NPR 上讲述了这个故事,他说

规则和程序可能很愚蠢,但

他们饶恕了你 为了

公平起见,为了公平起见,规则往往是

强加的,因为以前的官员

一直缺乏,当事情出错时,他们让孩子回到

受虐待的家庭中,这足够公平

,当然他们这样做了,

我们需要两种工具来尝试 修复

它们 我们需要的一个工具是规则

更好的规则 更多的规则 我们需要的第二个

工具是激励 更好的规则

更多的规则 毕竟

还有什么我们当然可以看到这一点,以

应对当前的金融危机

激励措施 激励措施

激励措施 事实是,无论是

规则还是激励措施都不足以完成

这项工作,你怎么能写出一条规则

来让看门人做他们

做过的事情和将要做的事情 你给他们奖金是因为他们有

同理心

,这从表面

上看

是荒谬的 技能因

过度依赖规则而被削弱,这些规则剥夺了我们

即兴创作和从即兴创作中学习的机会

,道德

意志

因不断诉诸

激励措施而被铭记,这些激励措施破坏了我们

做正确事情的愿望,而通过上诉却无意这样做

对于规则和激励,我们

正在进行一场关于智慧的战争让

我先给你举几个例子,首先是

规则和道德技能的战争

柠檬水的故事毫无疑问

是你更熟悉的

现代美国教育的本质,脚本化的

步调 课程 这里是芝加哥幼儿园的一个例子

阅读和

享受以 B 开头的文学和单词

浴室将学生聚集在

地毯上 给学生一个 警告

热水的危险 在这个脚本中说出 75 条内容

教一本 25 页的图画

书 遍布芝加哥和

该市的每个幼儿园班级 每个

老师

在同一天以相同的方式说同样的话 我们知道为什么

这些脚本 是不是我们不够信任

老师的判断,让

他们在自己的剧本上松懈,就像

这些是针对

灾难的保险单,它们可以防止灾难,但

他们所保证的是

平庸

,不要误会我的意思,我们需要规则爵士乐

音乐家需要一些笔记 他们中的大多数人都

需要页面上的一些笔记 我们需要更多的

规则给银行家 上帝知道但是太多的

规则阻止了有成就的爵士

音乐家即兴创作,

结果他们失去了他们的天赋或者更糟糕的是

他们现在停止一起演奏

怎么样 如果

你有一个理由去做某事,

而我给你第二个理由

去做同一件事,它们似乎

很聪明 e 而且

你更有可能把

事情做好 并非总是如此

大约 15 年前在瑞士进行比赛,他们试图

决定在哪里引用核废料倾倒场

,届时将举行一次全国

公投,一些心理学家

四处走动,对消息灵通的公民进行了民意调查

,他们说你愿意

令人惊讶的是,50% 的

市民说是的,他们知道或

认为这很危险,他们认为这

会降低他们的财产价值,但

它必须去某个地方,他们

作为公民有责任

心理学家问其他人

他们说的略有不同的问题,如果

我们每年付给你六周的薪水

,你是否愿意

在你的社区里有一个核废料倾倒场,原因

有两个 我的责任,我得到

报酬,而不是 50% 的人

说是 25% 的人说是的

当 CEO 忽视

公司的长期健康

以追求

会带来巨额奖金

的短期收益时,不要工作

反应总是一样的

永远足够聪明 任何激励

系统都可能被坏事颠覆 我们

是否需要激励 人们必须

谋生 但是过度依赖

激励会

在两个意义上使专业活动士气低落 它

会导致从事该

活动的人失去士气和 它

导致活动本身失去道德

巴拉克奥巴马在就职前说过,

我们不仅要问它是否

有利可图,而且它是否

正确 士气低落

他们中的每个人都变得依赖于

激励上瘾,他们不再问

我们在医学上看到这一点是否正确,我们

当然在商业世界中看到了这

一点很明显,这不是

人们想要做他们的工作的方式那又怎样

我们可以做一些希望的来源 我们应该

尝试 Reem 口头的眼睛工作的一种方式 不

这样做 教更多的道德课程

没有比捆绑你不得不说的一切更好的方法来向人们表明

你不认真

把道德问题

放在一个小包裹里,

把它当作一门道德课程放在边缘

-老去

法学院做并购人们

受到道德英雄的启发,但我们

了解到,随着复杂的发展

,你会明白你不能

承认你有道德英雄,但要

承认他们是公关 如果你让

他们庆祝他们,并要求

教你的人也承认和

庆祝他们,这是我们可以做的一件事

我不知道你们中有多少人

记得 15 年前的另一个道德英雄

亚伦·费尔斯坦,他

是 马萨诸塞州的 Malden Mills

他们让 Polartec 工厂

烧毁了 3,000 名员工,他让每个

人都在工资单上,因为

如果他让他们离开,这对他们和社区来说都是一场灾难,

也许在纸面上,我们公司

对 Wall 一文不值 街,但我可以告诉你,

值得更多的是,我们做得很好,只是

这个泰德我们听到了几位

道德英雄的谈话,对我特别鼓舞

的是雷安德森,他把

你知道的把你知道的

邪恶帝国的一部分变成了零足迹 或者

几乎是零足迹业务,

因为这是正确

的做法,而且他发现的奖金是

他实际上会赚更多的钱,

他的员工会受到努力的启发

w hy 因为他们很高兴

能做正确的事

昨天我们听到了 willie smith

关于在印度尼西亚重新造林的谈话,

从很多方面来说,这是一个完美的例子,

因为做正确的事情需要意志

,上帝知道这需要

大量的技术技能我瓶说

他需要知道多少才能和

他的同事为了策划这个

但最重要的是让它发挥作用,

他强调这是需要

了解社区中的人,

除非人们 您正在与

我们的支持合作,这将

失败,并且没有一个公式可以告诉

您如何让人们支持您,

因为不同社区中的不同人以不同的方式

组织他们的生活,

所以在

Ed 和 别的地方

庆祝 不用做大英雄

有普通英雄 普通

英雄 看门人 也值得

庆贺 作为炼功人

我们每个人都应该 d 努力成为普通的

英雄,如果不是非凡的英雄作为组织的负责人,

我们应该努力创造

鼓励和

培养道德技能和道德意志的环境,即使是

最聪明和最善意的人

,如果他们不得不

逆流而上,也会放弃

他们工作的组织 如果你经营一个组织,你

应该确保没有任何工作

没有任何工作有像看门人的工作描述

那样的工作描述,

因为事实是,你

所做的任何涉及与他人互动的工作

都是 道德工作和任何道德工作都

取决于实践智慧,

也许最重要的是,作为教师,我们

应该努力成为普通英雄

,成为我们所指导的人的道德榜样,

作为教师,我们必须记住几件事,

一是我们是 总是

在教别人总是看着

镜头总是在比尔盖茨

谈到教育的重要性,

特别是K的模型 ipp

提供知识就是力量,他

谈到了 Kipp 正在做的很多美妙的

事情,这些事情让

市中心的孩子

们转向大学的方向

我想专注于

Kipp 正在做的一件特别的

事情 提到,那就是他们

已经意识到

孩子需要学习的最重要的一件事

是他们需要学会

尊重自己的性格 他们需要学会

尊重他们的同学 他们需要

学会尊重他们的老师,最

重要的是他们需要 学会尊重

学习,这是主要目标,

如果你这样做,剩下的几乎

就是一个海岸下坡和

老师你教孩子这些东西的方式

是让老师和所有

其他员工每天每一分钟都体现它

奥巴马呼吁美德,我

认为他是对的,

我们最需要的美德我认为是

实用的智慧,因为它

允许其他美德诚实善良

共同 在

正确的时间以正确的方式展示他的冲动等等他也

再次呼吁希望正确我认为

有希望的理由我认为人们

希望被允许在

很多方面保持美德这就是泰德

想要的 以

正确的方式以正确的方式做正确的事情,

只要我们

开始

关注我们所做的事情以及我们如何做事,

也许最重要的是,这种智慧就在我们每个人的掌握之中

我们工作的组织结构,以确保它

使我们和其他人能够发展

智慧,而不是

压制智慧,非常

感谢,

如果你必须去东边那一边

非常感谢

一台机器对自身了解多少它是否

可以知道何时需要维修

,何时不需要维修在制造业和能源等行业中

,他们正在使用

预测分析来检测故障迹象,从而

帮助一些公司 节省

数百万美元的维护费用,因为机器

在损坏之前寻求帮助,

而当它们损坏时则不寻求帮助 这就是我的

工作 我是一名 IBM 员工 让我们建立一个

更智能的星球