ABOUT THE SPEAKER
Nate Silver - Statistician
Math whiz and baseball fan Nate Silver was mainly known for predicting outcomes in fantasy ballgames -- until his technique hit a home run calling the outcome of the 2008 election primaries.

Why you should listen

In the 2008 election season's closing weeks, throngs of wonks and laypeople alike were glued to FiveThirtyEight.com, a habitforming political blog. Red and blue bar charts crowded the scrollbars as the pulse of exit polls crept along the site's latest projections. It seemed almost miraculous: In a year of acute turns of favor, the site's owner and mouthpiece, Nate Silver (who blogged anonymously as "Poblano" until outing himself on May 30, 2008, as a baseball numberhead), managed to predict the winners of every U.S. Senate contest -- and the general Presidential election.

Besides being just-damn-fascinating, Silver's analysis is a decidedly contrarian gauntlet thrown before an unrepentant, spectacle-driven media. The up-and-coming pundit, who cut his teeth forecasting the performance of Major League Baseball players, has a fairly direct explanation of why most projections fail: "Polls are cherry-picked based on their brand name or shock value rather than their track record of accuracy."

Silver's considerable smarts are already helping local campaigns build constituencies and strategize. He is the author of The Signal and the Noise: Why So Many Predictions Fail - but Some Don't

More profile about the speaker
Nate Silver | Speaker | TED.com
TED2009

Nate Silver: Does racism affect how you vote?

内特·希尔沃:种族会影响选票吗?

Filmed:
498,847 views

在一些地区奥巴马的肤色是否影响到他的选票?这一政治上很有争议的种族问题,内特·希尔沃给了我们他的见解。各种数据、传言在这一引人入胜的演讲中交相辉映,演讲最终以阐述城镇设计如何能够促进人们的接受能力这样一种卓越的远见而结束。
- Statistician
Math whiz and baseball fan Nate Silver was mainly known for predicting outcomes in fantasy ballgames -- until his technique hit a home run calling the outcome of the 2008 election primaries. Full bio

Double-click the English transcript below to play the video.

00:15
I want to talk about the election选举.
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我想谈谈这次的大选。
00:18
For the first time in the United联合的 States状态, a predominantly主要 white白色 group of voters选民
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这是美国历史上第一次,多数的白人
00:21
voted for an African-American非裔美国人 candidate候选人 for President主席.
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把票投给了一个非洲裔总统候选人。
00:24
And in fact事实 Barack巴拉克 Obama奥巴马 did quite相当 well.
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而实际上贝拉克·奥巴马的确表现的很好。
00:26
He won韩元 375 electoral votes.
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他赢得了375张选举人的投票。
00:28
And he won韩元 about 70 million百万 popular流行 votes
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而且他还赢得了大约7000万的民众选票。
00:31
more than any other presidential总统 candidate候选人 --
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比其他任何的总统候选人的票数都要多,
00:33
of any race种族, of any party派对 -- in history历史.
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无论是来自任何政党,任何种族。
00:36
If you compare比较 how Obama奥巴马 did against反对 how John约翰 Kerry黑色的小乳牛 had doneDONE four years年份 earlier --
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如果对比一下奥巴马与四年前约翰·克里的表现--
00:40
Democrats民主党 really like seeing眼看 this transition过渡 here,
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民主党人还真是很高兴看到这一转变,
00:43
where almost几乎 every一切 state becomes bluer更蓝, becomes more democratic民主的 --
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几乎每一个州都变得比以前更蓝了,变得更民主了--
00:47
even states状态 Obama奥巴马 lost丢失, like out west西,
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即使是在奥巴马没有赢的那些州,像是除西部之外的那些。
00:49
those states状态 became成为 more blue蓝色.
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那些州也变的更蓝了。
00:51
In the south, in the northeast东北, almost几乎 everywhere到处
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在南部地区,东北地区,几乎到处都是
00:54
but with a couple一对 of exceptions例外 here and there.
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但是各个地方也有那么几个例外。
00:57
One exception例外 is in Massachusetts马萨诸塞.
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一个例外是在马萨诸塞州。
00:59
That was John约翰 Kerry's克里 home state.
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那个州是约翰·克里的家乡。
01:01
No big surprise, Obama奥巴马 couldn't不能 do better than Kerry黑色的小乳牛 there.
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奥巴马在那的表现不如克里也没什么好奇怪的。
01:03
Or in Arizona亚利桑那, which哪一个 is John约翰 McCain's麦凯恩 home,
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或者是在亚利桑那州,约翰·麦凯恩的家乡,
01:05
Obama奥巴马 didn't have much improvement起色.
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奥巴马也没有太大的进展。
01:07
But there is also this part部分 of the country国家, kind of in the middle中间 region地区 here.
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但是在美国也有这样一部分差不多在中部的地区。
01:09
This kind of Arkansas阿肯色州, Tennessee田纳西, Oklahoma俄克拉何马州, West西 Virginia弗吉尼亚州 region地区.
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像是阿肯色州,田纳西州,俄克拉荷马州,西弗吉尼亚州这类的地方。
01:13
Now if you look at '96, Bill法案 Clinton克林顿 --
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如果你现在看一下96年,比尔·克林顿,
01:15
the last Democrat民主党人 to actually其实 win赢得 -- how he did in '96,
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最后一位取得胜利的民主党人,他在96年的表现,
01:18
you see real真实 big differences分歧 in this part部分 of the country国家 right here,
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就在这你会看到美国的这个地区巨大的差异--
01:21
the kind of Appalachians阿巴拉契亚, Ozarks奥沙克, highlands高地 region地区, as I call it:
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像是阿巴拉契亚山脉,奥索卡山脉这样的高原地区,我是这么叫的。
01:25
20 or 30 point swings波动
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二十或三十点的波动
01:27
from how Bill法案 Clinton克林顿 did in '96 to how Obama奥巴马 did
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自从比尔·克林顿在96年的表现到奥巴马的表现
01:29
in 2008.
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在2008年里。
01:31
Yes Bill法案 Clinton克林顿 was from Arkansas阿肯色州, but these are very, very profound深刻 differences分歧.
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是的,比尔·克林顿确实是来自阿肯色州的,但是这些也都是非常非常巨大的差异。
01:36
So, when we think about parts部分 of the country国家 like Arkansas阿肯色州, you know.
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所以,当我们想到像美国阿肯色州这样的地方的时候,你们就了解了吧。
01:38
There is a book written书面 called, "What's the Matter with Kansas堪萨斯?"
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有一本叫《堪萨斯州是怎么了?》的书
01:41
But really the question here -- Obama奥巴马 did relatively相对 well in Kansas堪萨斯.
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但问题就是--奥巴马在堪萨斯州的表现相对来说还是不错的。
01:44
He lost丢失 badly but every一切 Democrat民主党人 does.
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他确实输的很惨,但是每个民主党人也都会输。
01:46
He lost丢失 no worse更差 than most people do.
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他输的其实还不像大部分人那么惨。
01:48
But yeah, what's the matter with Arkansas阿肯色州?
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不过是呀,阿肯色州又是怎么了?
01:52
(Laughter笑声)
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(笑声)
01:53
And when we think of Arkansas阿肯色州 we tend趋向 to have pretty漂亮 negative connotations内涵.
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而当我们想到阿肯色州的时候我们会倾向于有一种很消极的概念。
01:56
We think of a bunch of rednecks红脖子, quote引用, unquote引文结束, with guns枪炮.
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(原话起)“我们会想到一群乡下人”(原话止)拿着枪。
01:59
And we think people like this probably大概 don't want to vote投票
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而我们觉得像这样的人大概是不会想把票投给
02:02
for people who look like this and are named命名 Barack巴拉克 Obama奥巴马.
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像这样的长相,名字叫贝拉克·奥巴马的人的。
02:05
We think it's a matter of race种族. And is this fair公平?
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我们认为这是种族问题。而这样想公平吗?
02:08
Are we kind of stigmatizing污名化 people from Arkansas阿肯色州, and this part部分 of the country国家?
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我们是不是有点在侮蔑来自阿肯色州乃至美国这个地区的人?
02:11
And the answer回答 is: it is at least最小 partially部分 fair公平.
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而答案是,至少一部分是公平的。
02:14
We know that race种族 was a factor因子, and the reason原因 why we know that
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我们知道种族确实是一个因素,而我们明白这个道理的原因
02:16
is because we asked those people.
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是因为我们询问了那些人。
02:18
Actually其实 we didn't ask them, but when they conducted进行
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其实我们没有真的去问他们,只是当他们组织
02:20
exit出口 polls民意调查 in every一切 state,
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每个州投票之后的民意调查的时候
02:22
in 37 states状态, out of the 50,
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在50个州中的37个州
02:24
they asked a question, that was pretty漂亮 direct直接, about race种族.
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他们相当直接的询问了一个关于种族的问题。
02:27
They asked this question.
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他们问的是这个问题:
02:29
In deciding决定 your vote投票 for President主席 today今天, was the race种族
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在你做出投票决定的时候时,候选人的种族是
02:31
of the candidate候选人 a factor因子?
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一个影响因素吗?
02:33
We're looking for people that said, "Yes, race种族 was a factor因子;
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我们找的是那些回答:“是的,种族是一个影响因素;
02:36
moreover此外 it was an important重要 factor因子, in my decision决定,"
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而且在我的决定中是一个重要的因素。”的人
02:38
and people who voted for John约翰 McCain麦凯恩
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而为约翰·麦凯恩投票的那些人
02:41
as a result结果 of that factor因子,
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结果就是因为那个因素,
02:43
maybe in combination组合 with other factors因素, and maybe alone单独.
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也许还夹杂着其他的因素,也许只是这一个。
02:45
We're looking for this behavior行为 among其中 white白色 voters选民
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我们在白种人投票者中寻找着有这样看法的人,
02:48
or, really, non-black非黑 voters选民.
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或者实际上就是那些非黑人选民。
02:51
So you see big differences分歧 in different不同 parts部分
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所以你们可以看到美国不同的地区都是有很大的差异的
02:53
of the country国家 on this question.
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在这个问题上。
02:55
In Louisiana路易斯安那州, about one in five white白色 voters选民
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在路易斯安那州,大约5个白种人投票者中就有一个
02:58
said, "Yes, one of the big reasons原因 why I voted against反对 Barack巴拉克 Obama奥巴马
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说:“是的,我投票反对贝拉克·奥巴马的很大原因之一
03:01
is because he was an African-American非裔美国人."
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就是因为他是一个非裔美国人。
03:03
If those people had voted for Obama奥巴马,
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如果那些人当初把票投给了奥巴马,
03:05
even half of them, Obama奥巴马 would have won韩元 Louisiana路易斯安那州 safely安然.
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即使只有一半,奥巴马都会很有把握地赢得路易斯安那州。
03:09
Same相同 is true真正 with, I think, all of these states状态 you see on the top最佳 of the list名单.
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我觉得单子上面你们看到的这些名次靠上的州都是一样的情况。
03:11
Meanwhile与此同时, California加州, New York纽约, we can say, "Oh we're enlightened开明"
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同时,还有加利福尼亚州和纽约州。我们可以说:”哦,我们真是很受启迪呀,“
03:15
but you know, certainly当然 a much lower降低 incidence发生率 of this
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但是你们知道,肯定这个的认可度是相当低的
03:17
admitted承认, I suppose假设,
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我猜想,
03:19
manifestation表现 of racially-based种族为基础的 voting表决.
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那些表明了建立在人种基础上的投票。
03:22
Here is the same相同 data数据 on a map地图.
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这里有一张地图上显示着同样的数据。
03:24
You kind of see the relationship关系 between之间
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你们大概可以看到
03:26
the redder更红 states状态 of where more people responded回应 and said,
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那些更红一些的州之间的关系,在那些地方更多的人回答说:
03:28
"Yes, Barack巴拉克 Obama's奥巴马 race种族 was a problem问题 for me."
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”是的,奥巴马的种族之前对我来说是一个难题。“
03:31
You see, comparing比较 the map地图 to '96, you see an overlap交叠 here.
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你们看,把这张地图与96年的相比,大家会看到这有一个重叠的地方。
03:34
This really seems似乎 to explain说明
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这个似乎真的解释了
03:36
why Barack巴拉克 Obama奥巴马 did worse更差
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为什么在美国的同一个地方,
03:38
in this one part部分 of the country国家.
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奥巴马的表现更糟糕。
03:40
So we have to ask why.
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所以我们要问问为什么。
03:42
Is racism种族主义 predictable可预测 in some way?
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是不是种族歧视在某种程度上是可以预测的?
03:44
Is there something driving主动 this?
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是不是有什么东西导致了这样的结果?
03:46
Is it just about some weird奇怪的 stuff东东 that goes on in Arkansas阿肯色州
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是不是只是阿肯色州有一些我们不能理解的古怪的念头
03:48
that we don't understand理解, and Kentucky肯塔基?
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还有肯塔基州?
03:50
Or are there more systematic系统的 factors因素 at work?
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还是有更多系统性的因素在起作用?
03:52
And so we can look at a bunch of different不同 variables变量.
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所以让我们来看看这一群不同的可变因素。
03:54
These are things that economists经济学家 and political政治 scientists科学家们 look at all the time --
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这些东西都是经济学家和政治学家们常看的--
03:57
things like income收入, and religion宗教, education教育.
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像是收入,宗教和受教育程度。
04:00
Which哪一个 of these seem似乎 to drive驾驶
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这些里面哪些看起来更像是导致
04:02
this manifestation表现 of racism种族主义
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种族歧视的因素
04:04
in this big national国民 experiment实验 we had on November十一月 4th?
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在11月4日这样一个美国做出重大决定的日子里出现的呢?(大选)
04:07
And there are a couple一对 of these that have
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而其中的一些因素
04:09
strong强大 predictive预测 relationships关系,
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预示着强烈的关联性--
04:11
one of which哪一个 is education教育,
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其中之一就是受教育程度。
04:14
where you see the states状态 with the fewest最少 years年份 of schooling教育
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你们看到那些平均每个成年人受教育年数最少的州
04:16
per adult成人 are in red,
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都是红色的,
04:18
and you see this part部分 of the country国家, the kind of Appalachians阿巴拉契亚 region地区,
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而你们看到美国的阿巴拉契亚山脉这个地区,
04:21
is less educated博学. It's just a fact事实.
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受教育程度是很低的。这确实是个事实。
04:23
And you see the relationship关系 there
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然后你可以看到它们的联系
04:25
with the racially-based种族为基础的 voting表决 patterns模式.
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就是都是建立在种族基础上的投票模式。
04:28
The other variable变量 that's important重要 is
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另一个很重要的变数是
04:30
the type类型 of neighborhood邻里 that you live生活 in.
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你生活的地方周围的邻居都是什么样的。
04:33
States状态 that are more rural乡村 --
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那些更乡村化一些的州,
04:35
even to some extent程度 of the states状态 like New Hampshire汉普郡 and Maine缅因州 --
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甚至一些像是新罕布什尔和缅因这样的州,
04:37
they exhibit展示 a little bit of
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他们也表现出了一点点
04:39
this racially-based种族为基础的 voting表决 against反对 Barack巴拉克 Obama奥巴马.
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倾向于这种建立在种族基础上的投票而反对奥巴马。
04:42
So it's the combination组合 of these two things: it's education教育
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所以这两样东西是联合起来的。
04:44
and the type类型 of neighbors邻居 that you have,
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其实就是你的受教育程度和周围邻居的类型,
04:46
which哪一个 we'll talk about more in a moment时刻.
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我们一会儿再具体的谈一谈。
04:48
And the thing about states状态 like Arkansas阿肯色州 and Tennessee田纳西
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关于州的这个事,像是阿肯色和田纳西州
04:50
is that they're both very rural乡村,
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就是因为他们都是非常乡村化的州,
04:52
and they are educationally教育上 impoverished贫困.
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而且他们的教育也很落后。
04:56
So yes, racism种族主义 is predictable可预测.
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所以种族偏见确实是可以预料到的。
04:58
These things, among其中 maybe other variables变量,
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这些因素,也许其他的可变因素也有涉及,
05:00
but these things seem似乎 to predict预测 it.
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但是看上去这些因素更有预见性。
05:02
We're going to drill钻头 down a little bit more now,
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我们现在再深入的挖掘一下。
05:04
into something called the General一般 Social社会 Survey调查.
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General Social Survey(社会调查)
05:06
This is conducted进行 by the University大学 of Chicago芝加哥
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是由芝加哥大学发起的,
05:08
every一切 other year.
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隔年会有一次。
05:10
And they ask a series系列 of really interesting有趣 questions问题.
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而且他们会问一系列非常有意思的问题。
05:12
In 2000 they had particularly尤其 interesting有趣 questions问题
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在2000年他们的问题非常独特有趣
05:14
about racial种族 attitudes态度.
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是关于对于种族的看法的。
05:16
One simple简单 question they asked is,
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他们问了的一个很简单的问题就是,
05:18
"Does anyone任何人 of the opposite对面 race种族 live生活 in your neighborhood邻里?"
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“你的邻居里有异族的吗?”
05:22
We can see in different不同 types类型 of communities社区 that the results结果 are quite相当 different不同.
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我们可以看到不同类型的群体结果也是相当不同的。
05:25
In cites引用, about 80 percent百分 of people
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在城市里,大约80%的人
05:28
have someone有人 whom they consider考虑 a neighbor邻居 of another另一个 race种族,
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认为周围的邻居有一些是其他种族的。
05:31
but in rural乡村 communities社区, only about 30 percent百分.
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但是在乡村这个群体里,大约只有30%。
05:34
Probably大概 because if you live生活 on a farm农场, you might威力 not have a lot of neighbors邻居, period.
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很有可能是因为如果你住在农场里,你周围就不会有太多的邻居,就是这样了。
05:37
But nevertheless虽然, you're not having a lot of interaction相互作用 with people
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但是无论如何,你跟那些
05:40
who are unlike不像 you.
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异族的人都没有太多的互动。
05:42
So what we're going to do now is take the white白色 people in the survey调查
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所以我们现在要做的就是把那些白人都包括到调查中
05:45
and split分裂 them between之间 those who have black黑色 neighbors邻居 --
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然后再把他们分成周围的邻居里有黑人
05:48
or, really, some neighbor邻居 of another另一个 race种族 --
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或者是一些其他种族的人。
05:50
and people who have only white白色 neighbors邻居.
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和周围的邻居里只有白人。
05:53
And we see in some variables变量
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而我们看到的一些
05:55
in terms条款 of political政治 attitudes态度, not a lot of difference区别.
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有关政治态度方面的可变因素其结果也没有太大的差异。
05:57
This was eight years年份 ago, some people were more Republican共和党人 back then.
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这个是八年前的,那时的共和党人更多一些。
06:00
But you see Democrats民主党 versus Republican共和党人,
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但是你们看民主党与共和党相比,
06:02
not a big difference区别 based基于 on who your neighbors邻居 are.
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建立在你有什么样的邻居基础上的差异也不是很大。
06:05
And even some questions问题 about race种族 -- for example
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而且甚至一些关于种族的问题,例如
06:07
affirmative肯定 action行动, which哪一个 is kind of a political政治 question,
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那个积极区别对待政策,有点带有政治性的问题,
06:09
a policy政策 question about race种族, if you will --
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如果你愿意的话也可以把它看作是一个关于种族的政策性问题。
06:11
not much difference区别 here.
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在这也没有太大的差异。
06:13
Affirmative肯定 action行动 is not very popular流行 frankly坦率地说, with white白色 voters选民, period.
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坦白的说积极区别对待政策在白人投票者中并不是很受欢迎,基本是这个样子。
06:16
But people with black黑色 neighbors邻居 and people with mono-racial单种族 neighborhoods社区
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但是无论是周围有黑人邻居还是周围邻居种族都很单一的人
06:19
feel no differently不同 about it really.
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其实都不会感到异样。
06:22
But if you probe探测 a bit deeper更深 and get a bit more personal个人 if you will,
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然而如果再深入的探寻一下,如果你愿意的话可以再私人化一些,
06:26
"Do you favor偏爱 a law banning取缔 interracial异族 marriage婚姻?"
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“你赞成禁止异族通婚这个法律吗?”
06:28
There is a big difference区别.
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结果的差异非常大。
06:30
People who don't have neighbors邻居 of a different不同 race种族
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那些邻居中没有其他种族
06:32
are about twice两次 as likely容易
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而反对异族通婚的人
06:34
to oppose反对 interracial异族 marriage婚姻 as people who do.
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大约是那些邻居中有其他种族的人的二倍。
06:37
Just based基于 on who lives生活 in your immediate即时 neighborhood邻里 around you.
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这个其实就是建立在你的近邻的基础之上。
06:40
And likewise同样 they asked, not in 2000, but in the same相同 survey调查 in 1996,
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而且与此同时,还是在1996年而非2000年的那个同样的调查中,他们问道
06:44
"Would you not vote投票 for a qualified合格 black黑色 president主席?"
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“你们是不是不会投票给一个合格的黑人总统?”
06:48
You see people without neighbors邻居 who are African-American非裔美国人 who
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你们会发现那些没有非裔美国邻居的人
06:50
were much more likely容易 to say, "That would give me a problem问题."
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更有可能会说:”那样会给我带来麻烦。“
06:53
So it's really not even about urban城市的 versus rural乡村.
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所以这个问题真的也不能说是城市对乡村的问题。
06:55
It's about who you live生活 with.
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其实就看你跟什么样的人住在一起。
06:57
Racism种族主义 is predictable可预测. And it's predicted预料到的 by
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种族歧视其实是可以预见的。它是可以通过
06:59
interaction相互作用 or lack缺乏 thereof with people unlike不像 you, people of other races比赛.
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互相影响或者周围缺少跟你种族不同的人从而预见到结果。
07:03
So if you want to address地址 it,
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所以如果想解决这个问题,
07:05
the goal目标 is to facilitate促进 interaction相互作用 with people of other races比赛.
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咱们的目标应该就是促进不同种族之间的交流。
07:08
I have a couple一对 of very obvious明显, I suppose假设,
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我想我这里的几个非常显而易见的
07:10
ideas思路 for maybe how to do that.
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想法也许可以让咱们去做到那样。
07:13
I'm a big fan风扇 of cities城市.
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我是个城市的狂热者。
07:15
Especially特别 if we have cites引用 that are diverse多种 and sustainable可持续发展,
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尤其是对那些多样化而且比较平衡
07:18
and can support支持 people of different不同 ethnicities种族 and different不同 income收入 groups.
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可以支持不同的种族划分和不同的收入人群的城市。
07:21
I think cities城市 facilitate促进 more of the kind of networking联网,
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我觉得那些城市它们可以在你以往的日常活动的基础之上给你带来更多的人际关系网,
07:24
the kind of casual随便 interaction相互作用 than you might威力 have on a daily日常 basis基础.
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和一些比较随意的互动。
07:27
But also not everyone大家 wants to live生活 in a city, certainly当然 not a city like New York纽约.
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但是当然了不是每一个人都想住在城市,而且肯定也不会像是纽约那样的城市。
07:30
So we can think more about things like street grids网格.
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所以我们可以多想想像这样棋盘式街道布局之类的东西。
07:33
This is the neighborhood邻里 where I grew成长 up in East Lansing兰辛, Michigan密歇根州.
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这是我长大的地方密歇根州的东兰辛市周围临近的情况。
07:35
It's a traditional传统 Midwestern中西部 community社区, which哪一个 means手段 you have real真实 grid.
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这是一个传统的中西部社区,它代表着街道的布局都是整整齐齐的格子状的。
07:38
You have real真实 neighborhoods社区 and real真实 trees树木, and real真实 streets街道 you can walk步行 on.
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你的邻居,周围的树木和你走的街道都是实实在在的。
07:41
And you interact相互作用 a lot with your neighbors邻居 --
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而且你会跟邻居有很多交流和互动,
07:44
people you like, people you might威力 not know.
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还有那些你喜欢的或者你也许不认识的人。
07:46
And as a result结果 it's a very tolerant宽容 community社区,
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所以结果这样的社区接受外来事物的能力非常高,
07:49
which哪一个 is different不同, I think, than something like this,
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起码我认为比像是
07:51
which哪一个 is in Schaumburg绍姆堡, Illinois伊利诺伊,
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伊利诺斯州的绍姆堡这样的地方高很多。
07:53
where every一切 little set of houses房屋 has their own拥有 cul-de-sac死路
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在绍姆堡每一小片房子周围都会有死胡同
07:56
and drive-through驾车通过 Starbucks星巴克 and stuff东东 like that.
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和类似于星巴克这种不用下车便可以得到服务的地方。
07:58
I think that actually其实 this type类型 of urban城市的 design设计,
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我觉得其实像这种在70和80年代
08:01
which哪一个 became成为 more prevalent流行 in the 1970s and 1980s --
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就变的很普遍的市区内的设计形式,
08:04
I think there is a relationship关系 between之间 that and the country国家 becoming变得
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我认为其实跟它还是有一定关系的而且在
08:07
more conservative保守 under Ronald罗纳德 Reagan里根.
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罗纳德·里根的领导下,美国变得更加保守了。
08:09
But also here is another另一个 idea理念 we have --
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但是同时,这里还有另一个想法--
08:12
is an intercollegiate校际 exchange交换 program程序
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那就是一个学院间的交换项目
08:14
where you have students学生们 going from New York纽约 abroad国外.
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你可以吸取来自纽约的学生,
08:17
But frankly坦率地说 there are enough足够 differences分歧 within the country国家 now
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但是老实说现在国内的差异已经够大的了
08:19
where maybe you can take a bunch of kids孩子 from NYUNYU,
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也许你可以带着一帮纽约大学的孩子
08:22
have them go study研究 for a semester学期 at the University大学 of Arkansas阿肯色州,
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去阿肯色大学学习一个学期,
08:24
and vice versa反之亦然. Do it at the high school学校 level水平.
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而反之亦然。我们在高中这个阶段就要去开展它。
08:27
Literally按照字面 there are people who might威力 be in school学校 in Arkansas阿肯色州 or Tennessee田纳西
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其实也许那些在阿肯色或田纳西州上学的人
08:30
and might威力 never interact相互作用 in a positive affirmative肯定 way
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永远都不会跟
08:33
with someone有人 from another另一个 part部分 of the country国家, or of another另一个 racial种族 group.
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那些来自国内其他地区或其他种族群体的人有非常积极正面的交流。
08:37
I think part部分 of the education教育 variable变量 we talked about before
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我觉得我们之前谈过的在教育这个可变因素中一部分
08:40
is the networking联网 experience经验 you get when you go to college学院
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就是当你去上大学的时候你所能得到的人际交往的经验
08:42
where you do get a mix混合 of people that you might威力 not interact相互作用 with otherwise除此以外.
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你可能确实会遇到那些你并不怎么会去交流的其他种族的人
08:46
But the point is, this is all good news新闻,
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但是关键是,这些其实都是很有益处的。
08:48
because when something is predictable可预测,
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因为当一些东西是可以预测的时候,
08:51
it is what I call designable可设计.
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那么我就会说它是可计划性的。
08:53
You can start开始 thinking思维 about solutions解决方案 to solving that problem问题,
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你就可以开始去想解决问题的方法。
08:55
even if the problem问题 is pernicious有害 and as intractable棘手 as racism种族主义.
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即使这个问题带有潜移默化的伤害,即使它像种族问题一样难处理。
08:58
If we understand理解 the root causes原因 of the behavior行为
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如果我们理解导致这一行为的根本原因
09:00
and where it manifests舱单 itself本身 and where it doesn't,
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和那些可以揭示或不可以揭示它本身的因素,
09:02
we can start开始 to design设计 solutions解决方案 to it.
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那么我们就可以设计解决方案了。
09:05
So that's all I have to say. Thank you very much.
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那么这些就是我所要说的了。非常感谢。
09:07
(Applause掌声)
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(掌声)
Translated by Jing Zhong
Reviewed by Yvonne Fu

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ABOUT THE SPEAKER
Nate Silver - Statistician
Math whiz and baseball fan Nate Silver was mainly known for predicting outcomes in fantasy ballgames -- until his technique hit a home run calling the outcome of the 2008 election primaries.

Why you should listen

In the 2008 election season's closing weeks, throngs of wonks and laypeople alike were glued to FiveThirtyEight.com, a habitforming political blog. Red and blue bar charts crowded the scrollbars as the pulse of exit polls crept along the site's latest projections. It seemed almost miraculous: In a year of acute turns of favor, the site's owner and mouthpiece, Nate Silver (who blogged anonymously as "Poblano" until outing himself on May 30, 2008, as a baseball numberhead), managed to predict the winners of every U.S. Senate contest -- and the general Presidential election.

Besides being just-damn-fascinating, Silver's analysis is a decidedly contrarian gauntlet thrown before an unrepentant, spectacle-driven media. The up-and-coming pundit, who cut his teeth forecasting the performance of Major League Baseball players, has a fairly direct explanation of why most projections fail: "Polls are cherry-picked based on their brand name or shock value rather than their track record of accuracy."

Silver's considerable smarts are already helping local campaigns build constituencies and strategize. He is the author of The Signal and the Noise: Why So Many Predictions Fail - but Some Don't

More profile about the speaker
Nate Silver | Speaker | TED.com

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