Why Data will drive the future of Sport

[Music]

hello

thanks for the opportunity given for me

to take you through to the 18 years of

my experience of my journey

which really started you know i could

rather say

i’m someone who started studying in a

government

voice school in krishna a small town in

tamil nadu

and then i played some cricket there and

i played close to

under 1922 under 25 combined b6 for

tamil nadu and i’ve been part of some

goals too for cricket as well and i also

had a dream of playing for the country

and representing india doesn’t it

everyone will have the same kind of

passion when you really put your pats on

and i was no different but finally i

came to know that there are a lot of

players who are better than me so i

couldn’t really

get through to that level what i really

wanted to be the

burning passion inside didn’t really

take up to the next level

in 1999 i became a qualified umpire in

bcca

thanks to again to the cricket

association i had dreams

of really making it to the international

stage you know by stepping into

melbourne

eden gardens and new landscape town as

an empire but unfortunately even that

didn’t kick up

i was studying electronics and

communication engineering in university

of madras

so the pressure actually was to make

sure you need to study well get a

distinction

and then probably try and look for a job

and then play cricket but then pursue

your umpiring carrier but unfortunately

you know what

that’s not what exactly it’s going to

work if you have that pressure going on

and then i ended up in a very good it

firm

and a very good salary and all these

things but always i wanted to make sure

you know i want to do something what i

am doing but i

i don’t know how exactly i’m going to do

that because as a player

unfortunately i was not up to the market

as an empire i don’t know how to proceed

after i got my qualification certificate

so when i was thinking about it

then in 2000 early in 2000

when i saw an article that came up in

the hindu that the indian cricket team

headed by the coach john wright is

sitting in a software firm called

phoenix global solutions

to develop a software tool which is

going to help the cricketers

really to take their game up and do some

strategies for the opponents and other

things

then i thought look i got some

cricketing knowledge about this passion

i’m a very good software developer why

can’t i do things of my own that is the

day i started developing my software

apart from working in the software

company and the passion continued there

so that is where once i got my software

done i used to take it to all cricket

associations

i think used to take it to all clubs i

used to take it to all former cricketers

to really get the feedbacks

how exactly it was looking and then

luckily

i landed up in the national cricket

academy where i was living in bangalore

to showcase

you know the software to fee of the

coaches who came for the seminars and of

course the admin manager at that time

so they really got impressed and said

that okay look this is really looking

good

he said that can you come and join the

national cricket academy

i didn’t have any second thoughts at all

i said that i’m going to quit my highly

paid i.t job to join in a contract job

for the national cricket academy because

i knew that

now at that age i can take a independent

decision of mine to make sure that i can

really get

a life out of my passions and then

slowly

i got a chance to be a part of the

indian under 19 team

in a world cup in 2006 which was held in

colombo in sri lanka

so that is what exactly that gave me a

break a struggle for you to convince

that there is a

place for the laptop in the dressing

room that took a while

and there was nobody to mentor me or

gave me what exactly has to be done

in performance analysis to make sure

it’s going to be an

influence in the bracing room i had no

idea the software is going to throw you

all the statistics and other things

there is much more into it

how are you going to involve data into

it how are you going to get the

strategies

pertaining to the opposition how are you

decode

you know the weakness of the operands

how are you going to make sure you come

up with some intelligence which is going

to improve the performances of your own

players and your team i had no idea

all of a sudden i got an approach from

indian hockey coach mr joking carvalho

all of a sudden i got a call saying that

we need you in the sports authority of

india

in bangalore i got no idea at all why is

this gentleman calling me the moment i

stepped down to his room

the one thing he told me is we want you

in the indian hockey team

i can be very honest with you saying

that i had no idea

whatsoever about hockey at all i told

him that i have not even seen one

match i don’t even know what i can do

with the hockey team he said that i like

your brains

i read a lot of articles about you i

want to make sure this is what

i need to do from you then what happened

was

i sat with him and he said that tomorrow

you’re going to come with us you’re

going to travel with us

with to the indian hockey team for a

champions trophy

in germany i said that it took a while

and said okay let let me think about it

the greatest motivation i got that time

is when he left the indian team

he wrote in his book and he came up with

a book called

indian summers where he wrote very

clearly about this guy who’s a

passionate guy used to come from

the i.t engineer from bangalore and used

to feed me

you know all the knowledge and all these

things which was really really helpful

i wish to see him one day in

international cricket that was the

biggest

boost i got and going back to 2007 with

a hockey team

another thing is the coach asked me only

one thing look we are giving you an

opportunity to serve the nation the next

year there is

olympics coming in we will teach you the

game

all i wanted to know is i want to make

sure i take your intelligence your

brains to see that

how can this benefit the hockey team i

had no idea

next day we are catching the flight from

bangalore

to france in 11 hours the coach is

sitting next to me and he’s telling me

what has to be done for the software i’m

doing the coding

software programming in the flight from

bangalore to france that is 11 hours

when he landed in france the software is

ready

it took me that particular tournament

for me to get used to what hockey is all

about

and then finally we ended up with a

bronze medal there

and then we went for the asia cup three

four months later and

finally we ended up winning the asia cup

so before that i also developed a

software in tennis because

i’m always a passionate fan of tennis so

and then once i developed the software

you know i put a paper submission to

international tennis federation saying

that

this is what the match analysis software

can tennis

can do and how are you going to decode

the opponent strengths and weaknesses

and how it can be useful

so i got a call from international

attendees federation saying that

you know we are more than happy for you

to come and give a lecture

on your software on september 9 2007 in

uk

but unfortunately the finals of the asia

cup between

india and korea that is going to be held

up in chennai was also on september 9th

the coach told me only one thing hockey

coach i’m not going to stop you but we

need you this is the finals we need to

win the asia cup

it’s your decision because we’re not

going to stop your growth it’s for you

to decide whether

the gold medal for india and the asia

cup or you want to just decide going on

to present your paper submission in

that itf seminar unfortunately we got

knocked out in the final seconds

england that’s the first time indian

hockey team unfortunately didn’t make it

to the

main olympics in 2008 that was going to

be held in

beijing china so that was really a

heartbreak and then that is a time

ipl came into emergence and raul dravid

approached me

and asked me can he join our team

then all of a sudden out of a blue moon

then i got a

i got a call from one of the cricket

managers dr musaji from qriket south

africa saying that i am in bangalore for

the icc awards function

i just want to have a look at what you

can offer then i showcased him what i

can do

and then he immediately said look we are

going to give you a contract

that is only for six months probation

leading to the world cup in 2011 in

india

and then the first time i’m going to

south africa to be part of the proteus

team even though i’ve been there

for ipl and champions league but this is

going to be the first time going to be

the proteus team

in south africa there the opponents are

none other than india

so when i went in there a lot of people

will be asking that how much

data drive performance analysis so i’m

going to showcase you

a few of the examples on how influential

is your data

and how much you really make the data

drive performance analysis so it’s

either way you need to make sure you

need to make a right marriage between

data

and your performance analysis skill it’s

the first time people

felt that india edge over south africa

so one of the key factor for them is

going to be

explosive here in the savage top of the

order

so he’s someone who used to take the

game away in a session or two when you

allow him to back

close to two or three hours so when he

started analysing virende seva

so when i saw the last thousand five

hundred

test runs within the seventh school lot

of friends have gone through third man

so my way of doing it i used to watch

the last two

000 deliveries battered by batsmen

patiently

and then i will draw my own strategies

of

what is going to be the line of attack

what is the field i am going to set

so when in the strategy meeting when i

said that i want to have a

third man for beer in this seva because

of the slashes that’s going in when i

when i clearly watched his technical

flaw what he has got or rather i should

not take it

as a technical flaw that’s the technique

what he has got

where he drives sun slashes one degrees

most of the balls

go through the air and third man i said

i want a third man but not many people

were really ready to accept that idea

because in a test match

when you take the new brand new ball in

south africa you would rather want to

have another sleep or you want to have

another attacking catching position

that’s what exactly everyone felt so i

said that this is what it is going to be

a catching position

so after a lot of deliberation finally

the captain graham smith said

let’s let’s try this for the first six

hours not many people are

happy about it but finally they said

that okay let’s try this for

the first six over they took one fielder

for the left side that’s from mid on and

put him on

the third man we took only three balls

when dale stay involved that particular

delivery where he exactly wanted the

ball

leaving the covers out third ball

virender sevak flashes

and he becomes the first batsman in test

history

to get out within two overscored third

man

it went straight to ashimamla at short

term

if you can ask me what exactly is the

amount of

data drive in this it’s minimal

because normally when you sit in a

meeting people are going to say when i

say

third man is a catching option lot of

people will come and ask me can i have

his dismissals getting caught at that

man

i didn’t even have one to show because

that is the first time it has happened

for him

so this is how you need to interpret

data

into performance analysis so when you go

for the next stage where i am going to

say how much

pivotal role that has played i can take

another

example in t20 world cup 2014 in

bangladesh when we are playing new

zealand

in a must win game because we lost the

first game

to sri lanka if we lose another game we

are going to be

back home to south africa so that time

we battered and we scored 170 against

new zealand

and normally when it comes to t20

cricket there is a lot of data research

there when the player really comes in

first

because in t20 there’s going to be a

power play of only two fielders outside

and it’s up to the power play it’s going

to be five fielders outside

so the extractor players for them if you

see that is going to be obviously

martin guptill at the top kane

williamson with the topper

and rostral of the order so if you can

see

the particular strategy document what

i’m sharing here is it’s a pitch map for

rostel

with strike plates mentioned normally

what we do is what type of rockers

that’s going to be a potent weapon which

everyone knows that’s not going to be a

rocket since what kind of joker

where he struggles based on very news on

the crease and where he plays his shots

so why do you have a system your

flip stamp yorker straight yoga feet

yorkers

and then what else of the other delivery

when you see when we particularly

saw that that the good length at five

meters

when he bowled probably

or the fourth stump of the fifth strum

that is where he had got

least strike rate the game boiled down

where they required 55 runs of seven

hours kane williamson batting on 50 and

ross taylor batting

i don’t think there is any rocket

science to say which team is going to

hop around that side the only thing you

need to make sure it’s whole

good length on a bangladesh tracks where

it’s not much of a bounce which

doesn’t allow him to really swing his

own the last ball when it required

three runs you can see ross taylor

moving outside the austrian

the moment he moves out straight awesome

when you say that it’s a fifth stump

good length okay what you’ve got to do

is to adjust your length based on that

particular distance when he moves on

and that’s what dale stein did and that

ended in a dirt ball again for us

to win that particular match and we

entered the semi-finals

so this is how the data drives you

through

so there are also sometimes where the

data also can be tricky i’m going to

take you to

another example where when south africa

toured india in 2015

the game started boiling down to the

wire

where there was a situation where

eighteen runs required of nine balls for

the great minecraft dhoni was in strike

so the particular time that when

mahindra singh dhoni came on strike

out of the 30 balls he played he just

got one boundary that uniques

and that is the time the last two hours

it ball down do i took my walkie-talkie

to relay the information

for the bowling coach who’s standing in

closer to the place saying that dhoni

doesn’t play the lap shot at all

so please keep the fine leg in and dale

strain was calling

benstein had the fine leg back the stat

says dhoni has never played a lap shot

until then that’s what the stat banking

have got so based on the information

that gone

when the situation boils down to

eighteen of nine balls dale stead brings

the final again

and dhoni plays a lap shot that goes for

four

and the situation all of a sudden

becomes fourteen of eight and dhoni is

still there with eight balls to go

so what do you expect the result when a

king finisher like dhoni is at the scene

can you blame the data you can’t blame

that can you blame your analysis you

can’t blame the analysis but that’s how

sport is

so if you really feel it’s data that

really drives everything

that is what i want to tell you you need

to drive the data and not let the data

influence your analysis i’ve been part

of

indian hockey team i’ve been part of

tennis for a while

so when it goes to a team something like

a hockey it’s all

even based i’ll be sitting and talk

in front of the uh there’ll be a

particular place for people like us to

keep our cameras keep our laptops

connected

and then we’ll be seeing we’ll be having

we’ll be tagging the

game where the events are going on we’ll

be moving the camera with one of the

hands

and then we’ll be having the

walkie-talkie saying that the midfield

is open

we need to target there they’re changing

their combination they’re having this

many forwards and having this many

misfits

midfields this this guy is moving here

this guy is moving there so that is

completely even based

so that is not really we are not going

to talk about individual player you’re

going to talk about the particular

events here

how to penetrate the forward how are you

going to

attack their midfield how are you going

to break their defense

so those are the things you need to

really be careful of when it comes to

a penalty corner okay if i do a single

dummy there

if i do a double dummy there or if i do

a draft flick there

what is the percentage of success of the

goalkeeper opponent goalkeeper when you

draft flick

or you shoot straight or you shoot on

right corner body shoot on left corner

what is the initial movement what is he

going to do

so how are the guys going to approach

you or attack you or

defend the particular penalty corner so

when it comes to hockey it becomes

slightly

more database research because you talk

about

more as a even-based sport when it comes

to tennis

when i send my research on arousal

federer

he was he was he was a king on grass so

someone like roger federer when you try

and keep him six rallies

on a grass particularly the sixth rally

is going to come up with a booming

winner so when he comes with a booming

winner at that point of time

in 2007 71 percentage i mean

forced error you’re forcing him for

error

particularly when you try and approach

the net and try and force him to pass

so that is where you really force him in

error so these are the kind of things

when it comes to tennis it’s going to be

a man-to-man where the data drive is

going to be more

when roger federer is going to serve

1540

what is the type of serve most

percentage

whether it’s going to be flat sir

whether it’s going to be a kickstart

whether it’s going to be down the middle

or it’s going to target the right corner

whatever it is

what is the percentage then you tell

your opponent to make sure okay

when he’s 1540 don first serve what is

the percentage of him going for this

kind of a serve

second serve when the first serve is a

fault what is it going to do

so this becomes a completely data

mining scope when it comes to individual

sport

so all he got to know is to make sure

how are you going to

drive this so if you ever think that

completely the performance analysis is

data driven

i want to humbly beg to differ it’s not

completely data driven at

all so this is how we need to make sure

how are you going to get your data

influential based on the research what

you make

so that is how you make people believe

you

really make an influence of what you do

it’s all about

of use your intelligence how you

intelligently use your data

and make sure you can make a life out of

it so this is the inspiration i want to

give for people listening

to this talk and seriously think about

how to put your steps forward

and really make a career out of it and

really thank you people for giving me an

opportunity on a short burst of going

through my 18-year career

thanks a lot and wishing everyone who’s

watching this all the very best for your

future

thank you

[音乐]

你好,

感谢你给我机会,让

我带你了解我 18 年的

旅程经历,

这真的开始了你知道我

宁愿说

我是一个开始

在克里希纳 (Krishna) 的一所政府语音学校学习的人

泰米尔纳德邦的小镇

,然后我在那里打了一些板球,

在 1922 年的 25 岁以下组合为

泰米尔纳德邦的 b6

打球,我也参与了板球的一些目标,我

也梦想为这个国家效力

代表印度

不是吗 真正

达到那个水平 我真正

想要成为的

激情在 1999 年并没有

真正上升到一个新的水平

我成为 bcca 的合格裁判

再次感谢板球

协会我

梦想真正做到 我

进入

墨尔本

伊甸园和新景观小镇作为

一个帝国,你知道国际舞台,但不幸的是,即使这样

也没有启动,

我在马德拉斯大学学习电子和

通信工程,

所以压力实际上是

确保你需要好好学习 获得

荣誉

,然后可能会尝试找工作

,然后打板球,然后追求

你的裁判运营商,但不幸

的是,

如果你有这种压力,你知道那不是真正的工作

,然后我最终陷入了非常 很好,它

公司

和非常好的薪水以及所有这些

东西,但我一直想确保

你知道我想做

我正在做的事情,但

我不知道我到底要怎么做

,因为不幸的是作为一名球员

作为一个帝国,我不适合市场

我拿到资格证书后不知道如何继续,

所以当我在考虑它时,

然后在 2000 年初,当我在 2000 年初

看到一篇文章时

在印度教中,

以教练约翰赖特为首的印度板球队正

坐在一家名为

凤凰全球解决

方案的软件公司开发一种软件工具,该工具

将帮助板球运动员

真正提升他们的比赛水平并

制定一些策略 对手和其他

事情

然后我

想看我对这种激情有一些板球知识

我是一个非常优秀的软件开发人员为什么

我不能做我自己的事情那

是我开始开发我的软件的那一天

除了在软件中工作

公司和热情一直在那里,

所以一旦我完成了我的软件

,我曾经把它带到所有板球

协会,

我认为曾经把它带到所有俱乐部我

曾经把它带到所有前板球运动员,

以真正得到

反馈 它正在寻找,然后

幸运的是,

我进入了我住在班加罗尔的国家板球

学院,

您展示了向

参加研讨会的教练和

合作的教练收费的软件 对当时的行政经理说

,他们真的很感动,

说好吧,看起来这真的很好看,

他说你能来加入

国家板球学院吗?

我根本没有任何想法

我说我是 打算辞去我的

高薪工作,加入

国家板球学院的合同工作,因为

我知道

现在在那个年龄我可以做出独立的

决定,以确保我能

真正摆脱我的激情和 然后

慢慢地,

我有机会成为

2006 年在斯里兰卡科伦坡举行的世界杯的印度 19 岁以下球队的一员,

所以这正是让我

休息

的原因

在更衣室里放置笔记本电脑

花了一段时间

,没有人指导我或

告诉我

在性能分析中究竟必须做什么,以确保

会对支撑室产生影响我不

知道该软件 会扔给你

一个 所有统计数据和其他内容

还有更多内容

您将如何将数据纳入

其中您将如何获得

与反对派有关的策略您如何

解码

您知道操作数的弱点

您将如何制作 你确定你

想出了一些

可以提高你自己的

球员和你的球队的表现的情报我不知道

突然之间我从

印度曲棍球教练开玩笑的卡瓦略先生那里得到

了一个方法突然我接到一个电话说

我们需要你在班加罗尔的印度体育局

我完全不知道为什么

这位先生在我

走进他的房间

的那一刻打电话给我他告诉我的一件事是我们希望你

在印度曲棍球队

我可以非常 老实说

我对曲棍球

一窍不通 关于的文章 你我

想确保这是

我需要你做的然后发生的事情

我和他坐在一起他说明天

你要和我们一起你

要和我们

一起去印度曲棍球队 为了在德国获得

冠军奖杯

,我说花了一段时间,

然后说好吧,让我考虑一下,

那段时间我得到的最大动力

是当他离开印度队时,

他在书中写道,他想出了

一本名为印度的书

夏天,他非常

清楚地写了这个人,他是一个

充满激情的人,曾经

来自班加罗尔的 IT 工程师,

曾经养活我,

你知道所有的知识和所有

这些真的很有帮助的东西,

我希望有一天能在国际上见到他

板球是我获得的

最大

推动力,回到 2007 年和

一支曲棍球队一起,

另一件事是教练只问了我

一件事,看,我们给了你一个

为国家服务的机会,

明年有

奥运会,我们会教你 这场

比赛我只想知道我想

确保我用你的智慧你的

大脑

看看这对曲棍球队

有什么好处我不知道

第二天我们将

在 11 小时内赶上从班加罗尔到法国的航班教练是

坐在我旁边,他告诉

我必须为软件做些什么 我正在

做编码

软件编程 在从

班加罗尔飞往法国的航班上

,他在法国降落的 11 个小时 软件已经

准备

好 我花了那场特别的比赛

让我习惯了曲棍球的意义

,最后我们在那里获得了

铜牌

,然后我们在三个四个月后参加了亚洲杯

最后我们最终赢得了亚洲杯,

所以在此之前我还开发了一个

网球中的软件,因为

我一直是网球的狂热粉丝

,所以一旦我开发了软件,

你知道我向国际网球联合会提交了一份论文,

这就是比赛分析软件

网球

能做什么,你将如何

解读对手的优势和劣势

,以及它如何有用,

所以我接到了国际与会者联合会的电话,

你知道我们非常高兴你

能来

就你的 2007 年 9 月 9 日在

英国举行的软件,

但不幸的

是,将在金奈举行的印度和韩国之间的亚洲杯决赛

也在 9 月 9 日举行

,教练只告诉我一件事,曲棍球

教练我不会阻止你 但我们

需要你 这是决赛 我们需要

赢得亚洲杯

这是你的决定,因为我们

不会阻止你的成长 这是由你

来决定

是印度金牌还是亚洲

杯,或者你想决定去

在那个 itf 研讨会上提交你的论文

不幸的是我们

在最后几秒被淘汰出局

英格兰这是印度

曲棍球队第一次不幸没有

进入 2008 年的主要

奥运会 d 在

中国北京,那真是

令人心碎,那是

ipl 出现的时候,raul dravid

走近我

,问我他能不能加入我们的团队,

然后突然之间,

接到了 ai 的电话

来自南非 qriket 的一位板球经理 musaji 博士

说我在班加罗尔

参加 icc 颁奖活动,

我只是想看看你

能提供什么,然后我向他展示了我

能做什么

,然后他立即说看我们

我会给你一份合同

,只有六个月的试用期

,直到 2011 年在

印度举行的世界杯

,然后我第一次去

南非成为 proteus

队的一员,尽管我已经在

那里 IPL 和冠军联赛,但这

将是第一次

成为南非的 proteus 队,那里的对手就是

印度,

所以当我去那里时,很多人

会问有多少

数据驱动性能分析 所以我

要去 g 向您展示

一些示例,说明

您的数据的影响力

以及您真正使数据

驱动性能分析的程度,因此

无论哪种方式,您都需要确保您

需要在

数据

和您的性能分析技能之间建立正确的结合

人们第一次

觉得印度领先于南非,

所以对他们来说,关键因素之一是

在野蛮的排名中爆发,

所以当你允许的时候,他是一个曾经

在一两场比赛中夺走比赛的人

他要

回去将近两三个小时,所以当他

开始分析virende seva时,

所以当我看到第七所学校的最后一千五百

次测试时,

很多朋友都通过了第三人,

所以我的做法是我过去常常

看 最后两

000 次投球被击球手

耐心地击打

,然后我将制定自己的策略

来确定进攻路线

我要设置的场地是什么,

所以当我在战略会议上

说 我想

在这个 seva 有第三个人来喝啤酒,因为

当我清楚地看到他的技术缺陷时,我会

出现斜线 到

了他开球的地方 太阳斜线 1 度

大部分球

都在空中飞过,第三人 我说

我想要第三人,但没有多少

人真正准备好接受这个想法,

因为在测试比赛中,

当你拿起全新的新球时 在

南非,你宁愿

再睡一觉,或者你想再有

一个进攻接球位置

,这正是每个人的感受,所以我

说这将是

一个接球位置,

所以经过深思熟虑,最

后格雷厄姆上尉 史密斯说

让我们在前六个小时尝试这个,

没有多少人对此

感到高兴,但最后他们

说好吧,让我们

在前六个小时尝试这个,他们从中间带了一个守场

员左侧

把他放在第三个人身上,

当戴尔参与那个特定的投球时,我们只拿了三个球

,他完全希望

离开盖子,第三个球

virender sevak 闪烁

,他成为测试

历史上第

一个在两次被超分的击球手 第三

个人

如果你能问我这个数据驱动器的确切

数量是多少,

它在短期内

直接去

了 ashamla 的

人会来问我,我能不能

让他解雇那个

我什至没有要展示的人,因为

这是他第一次发生这种情况

所以这就是您需要将数据解释

为绩效分析的方式,所以 当您

进入下一个阶段时,我将要

说明发挥了多少

关键作用,我可以

在 2014 年孟加拉国 t20 世界杯上再举一个例子,

当时我们

在 mus 中与新西兰比赛 t 赢得比赛是因为我们输给了斯里兰卡的

第一场比赛

如果我们输掉另一场比赛,

我们将

回到南非的主场,所以那次

我们遭受重创,我们在对阵新西兰的比赛中得分 170

,通常在 t20

板球比赛中

当球员真正首先进入时,在那里进行了大量数据研究,

因为在 t20 中将

只有两名外野手在外场进行强力比赛,

而这取决于强力比赛,

外场将有五名外野手,

所以如果你看到他们的提取球员

这显然是

马丁·古普蒂尔(Martin Guptill)在凯恩·威廉姆森(Kane

Williamson)的顶部

和订单的顶部,所以如果您可以

看到特定的战略文件,

我在这里分享的是它是带有打击板的 rostel 的音高图,

通常提到

我们 要做的是什么类型的

摇杆将成为强大的武器,

每个人都知道这不会成为

火箭,因为

根据折痕上的非常新闻

和他在哪里打球,他在哪里挣扎 他的投篮

那么为什么你有一个系统你的

flip stamp yorker straight yoga feet

yorkers

然后

当你看到当我们特别

看到他投球时5米的良好长度

或第四个树桩时还有什么其他的投递 第五次击球

,那是他获得

最低罢工率的地方,比赛归结为

他们需要 55 次奔跑,他们需要 7

小时凯恩·威廉森 50 次击球和

罗斯·泰勒击球,

我认为没有任何火箭

科学可以说明哪支球队会

跳 在那一侧,你唯一

需要确保它

在孟加拉国轨道上的长度足够长

当你说这是第五个树桩

很好的长度时,他直接移出的那一刻就离开了奥地利人,好吧,你要做的

就是根据他移动时的特定距离来调整你的长度

继续

,这就是戴尔斯坦所做的,

结果再次以一个土球告终,

我们赢得了那场特定的比赛,我们

进入了半决赛,

所以这就是数据驱动你

通过的方式,

所以有时

数据也可能很棘手 我将

带你看

另一个例子,当

2015 年南非巡回印度时

,比赛开始沸腾,

当时有一种情况,

即伟大的我的世界多尼船需要 9 个球进行 18 次跑动,

所以特别的时间 当

mahindra singh dhoni

从他打的 30 个球中出击时,他只

获得了一个独特的边界

,那就是最后两个小时球落下的时间,

我是否带着我的对讲机

为保龄球教练传递信息?

站在

离那个地方更近的地方说,多尼船

根本不打圈球,

所以请把

细腿留在里面,戴尔拉伤打电话给本斯坦,把细腿拿回来,统计数据

说多尼船从来没有打过拉

直到那时,这就是统计银行

所得到的信息

当情况归结

为九球中的十八球

时,戴尔斯泰德再次带来了决赛

,多尼打了一圈四球

,情况全都 突然

变成八分之十四,而多尼船

仍然在那里,还有八个球要走,

所以当

像多尼船这样的王者终结者在现场时,你期望结果

如何?你能怪数据吗?你不能怪

那你能怪你的分析吗?

不要责怪分析,但

运动就是

这样,如果你真的觉得是数据

真正驱动

了我想告诉你的一切,你

需要驱动数据,而不是让数据

影响你的分析,我一直是

印度人 曲棍球队我已经参加

了一段时间的网球比赛,

所以当它进入一个

像曲棍球这样的球队时,这一切都是

基于我会坐在前面说话

,呃会有一个

像我们这样的人的特殊地方

保持我们的相机k 将我们的笔记本电脑

连接起来

,然后我们将看到我们将拥有

我们将标记

事件发生的游戏我们将

用一只手移动相机

然后我们将拥有

对讲机 -对讲机说中场

是开放的,

我们需要瞄准那里他们正在改变

他们的组合他们

有这么多前锋和这么多不

适合的

中场这个人正在搬到这里

这个人正在搬到那里所以这

完全是基于

所以 这不是真的我们

不会谈论个别球员你

会谈论这里的特定

事件

如何穿透前锋你

将如何

攻击他们的中场你将

如何打破他们的防守

所以这些就是事情

当涉及到点球角时你需要非常小心

好吧如果我在那里做一个单人

假人

如果我在那里做一个双人假人或者如果我在

那里做一个选秀轻弹当

你时守门员对手守门员的成功率是多少

你选秀

或者你直接射门 或者你在

右角射门 身体在左角射门

最初的动作是什么 他

将要做什么

那么这些人将如何接近

你或攻击你或

防守特定的罚球角所以

当它 谈到曲棍球,它变得

稍微

更多的数据库研究,因为

谈到网球

时,当我发送我对唤醒

费德勒的研究时,你谈论的更多是一项基于平衡的运动,

他曾经是他,他是草地上的国王,所以

当你像罗杰费德勒这样的人

试着让他

在草地上进行六次拉力赛,特别是第六次拉力

赛将带来一个蓬勃发展的

胜利者,所以当他在 2007 年的那个时间点拥有一个蓬勃发展的

胜利者时,

71% 我的意思是

强迫错误,你在强迫他

犯错误

尤其是当你试图

接近网并试图迫使他传球

时,这就是你真正迫使他

犯错的地方,所以这些

就是网球方面的事情,这将是

一场人对人的比赛。

当罗杰·费德勒发球

1540

发球时,ta

drive 会更多 右角

不管它是

多少百分比然后你告诉

你的对手确保

在他1540

时没有第一发球当第一次发球是错误时他进行这种发球的百分比是多少第二发球

是什么 当涉及

到个人运动时,这将成为一个完整的数据

挖掘范围,

所以他所知道的就是确保

你将如何

推动这个,所以如果你认为

性能分析完全是

数据驱动的,

我想 谦虚地乞求不同,它根本不是

完全由数据驱动的,

所以这就是我们需要确保

你将如何

根据你所做的研究让你的数据有影响力的方式,

这样你才能让人们相信

你 你

真的会对你所做的事情产生影响

这一切都是

关于使用你的智慧 你如何

聪明地使用你的数据

并确保你可以从中获得生命

所以这是我想

给那些

认真听这个演讲的人的灵感 想一想

如何向前迈进,

并真正从中谋生,

真的感谢大家给我一个机会,让我

短暂地度过

我 18 年的职业

生涯 对你的未来最好

谢谢