Progress on Solving Climate Change

when i first realized how big of a

problem climate change really is

i immediately wanted to act i wanted to

do something about it

so i went and googled how to solve

climate change

as a machine learning researcher i spent

a lot of my time looking at data

and reading scientific papers so i was

okay with having to do that

but i wanted to start out by just

getting an overview a big picture idea

first

by you know reading a few articles

watching some videos and so on

i just wanted to know which solution

seemed most promising and most worth

working on and

you know where we are generally but it

turned out that that’s really difficult

there is a lot of misinformation

and particularly conflicting and

contradicting information online

and as i later found out it turns out

the oil industry

the fossil fuel industry uh invested

billions uh

in in into confusion to to confuse the

public by

you know providing wrong information in

this into injecting it so that

makes it really hard for someone who

isn’t already an expert to really get to

the bottom of it and understand it

and say the least that didn’t make me

happy so

long story short over the last year i

was lucky enough to be able to work with

over 100 scientists

illustrators animators community

managers and more

to build a platform that does provide

science-backed but also easy to

understand

explanations of climate change and

solutions to climate change

and today i want to share how this

journey turned me from being

quite pessimistic at the beginning about

our future and where this is all going

to reasonably cautiously optimistic

and because it’s easier to memorize i

summarize these in three key takeaways

but let’s start at the pessimistic end

where i started out too

this is an article from 1956.

it was published in the new york times

and it talks about climate change

so have we made progress since then well

if you look at this graph

it shows the yearly emissions of

greenhouse gases

of the world and nope doesn’t really

look like we made progress does it

it’s been going up since we started

measuring and there is no real end in

sight if you

just go from this graph but really

i’m showing this for a specific reason i

mean that we often look at the wrong

data we like to think of who emits how

much and

blaming each other blaming various

countries but a much more useful variant

of this graph

is this this one shows where emissions

come from not geographically but

per sector and you can clearly see that

73 percent here that’s almost three

quarters of emissions come from

energy energy is electricity heating

transportation fuels and a few more

minor things

grouped together which leads me to my

first takeaway

there’s a lot of discussion going on

about minor things like plastic straws

and really you name it we shouldn’t be

looking at that

we should be looking at 73 percent of

the problem and we should at least spend

73

of our attention on that the other 27

matter too

but they matter 27 and it’s important to

allocate attention

based on that i think if we genuinely

want to solve climate change

but it’s not just important to look at

the right

type of data it’s also important to look

on the right time skills

if we want to measure progress on

climate change it is highly important

that we’re able to track it in the short

term there’s no way to hold any

politician

or business accountable over many

decades

people just cycle through that too

quickly presidents are

in for you know four or five years

depending on country

business leaders yeah they retire after

20 years so you want to hold anyone

accountable you have to be able to

measure things

on a you know one year time skill or

less

but that’s not how we measure climate

change at the moment

we look at these graphs that go hundreds

of years into the past and

when we do try to measure progress into

the future we look at well how much did

emissions increase this year

compared to last year but really a 10

emissions reduction from last year

to this year wouldn’t matter much it’s

just 10 percent it’s

really not what we need we need to get

to zero

so unless we have a clear long-term plan

to get to zero emissions we’re not

solving climate change

but again this is the dilemma we need to

track it in the short term right so how

would we do that if not by looking at

how much did we reduce emissions this

year and next year

well the answer is stop looking at the

effects climate change and greenhouse

gas emissions are

derivatives they’re effects of what

we’re doing

and if instead of looking at these

effects we look at how much

progress we’re making towards being able

to build a world

that has zero co2 emissions then we can

track it in the short term

let me show you what i mean here let’s

start with energy this shows what the

ratio of fossil fuels to other sources

of energy

that we use are and if you look at this

graph alone

and you look at this sort of slight you

know curve down you might think well

nothing is going to change right

for a good reason you know you’re just

drawing that line okay it’s been a while

now and

you know why wouldn’t it continue it

makes sense

but it’s not the complete picture

luckily

and here’s why if you look at what

potential

sources of energy we could be using the

first one

is fossil fuels and we don’t want that

because you know causes climate change

we’ve been there

second one is nuclear third one is hydro

and the fourth one is i bucket that

together solar and wind

they’re very similar in that we can’t

control the weather

now let’s look at what each of them has

been up to

over the last you know few decades and

maybe we spot

an indicator for the future so here’s

nuclear let’s start with nuclear firstly

nuclear is safer than

most people think it causes hundreds of

times fewer deaths than

coal does and you know even oil and gas

cause a lot more deaths

uh we still have to deal with the waste

issue and in some cases some types of

waste

live thousands to millions of years and

yeah we’re probably going to invent some

way to deal with that but we don’t have

it yet

and then you find the other issue that

you

kind of have to pay for it and nuclear

is expensive

so building new nuclear plants is not a

very lucrative option for many countries

some are doing it

but but most aren’t and if we could sort

of reframe

nuclear economics that’d be fantastic

and a nuclear would be a great solution

but at the moment it’s just multiple

times as expensive as alternatives which

makes it really difficult to justify

building a lot of it

okay so what about hydro well hydro

actually is

pretty good hydra is cheap and you know

some countries like norway for example

run almost exclusively on hydropower but

the problem is that a lot of places in

the world a lot of countries just

don’t have enough mountains and rivers

to do that what about solar and window

solar and wind have been really popular

in the last few years

but they haven’t been popular before and

there’s a good reason for that

check out this graph this is the price

of solar photovoltaic panels over a few

decades

it’s decreased by a factor of 300.

that’s insane think about it

it got 300 times cheaper so what does

that mean

practically you might think that solar

panels are almost free now but that’s

not what happened

what happened is that they started out

being insanely expensive

nobody would have ever thought about

installing a solar panel under roof it’s

just

you know 300 times as expensive as it

should be but today

they’re still not free but they are the

cheapest source of new build electricity

for two-thirds of the global population

and that’s massive because if you don’t

have to trade off

between the economy and the environment

the decision becomes obvious

but if you do then you get a debate you

get those people that say well this is

too expensive we can’t do that and you

get the people that say but it’s for the

environment we have to

i’m not saying one side is right or

wrong but history clearly shows that

this causes delays

and in action nothing happens but if we

can align

the environment with the economic side

of things

should work out pretty easily that’s

what happened with solar

and in fact you know you remember that

ratio graph i showed you

this one change the fact that solar

panels

and wind power similarly dropped in

price dramatically

made mckinsey one of the leading

consulting firms in the world

predict that the deployment volume of

solar and wind

will absolutely skyrocket over the next

two decades

and it’s not just solar if you look at

batteries for example you see that their

price has decreased by a factor of

7 over the last 10 years and this will

enable us to use the clean electricity

we generate from solar wind hydro and

nuclear

in our cars and trucks and thereby get

rid of the need for oil-based fuels

now this leads me to my second takeaway

and it’s that if we want to track

short-term progress

and we have to and we should be looking

at the improvements of the tools we have

rather than the direct effects like the

co2 emissions

because that’s delayed by many decades

the work that has been done on solar

panels

in the 1970s 80s 90s is only starting to

be visible now as we start deploying

them on a larger scale

and will only be really heavily visible

in 20

20 30 20 50. my last point

is that there is no plan b innovation is

our only way out of climate change

and that’s because billions of people

still live in poverty

if we want to give everyone a fair and

equitable life

you look at how much we consume in the

rich countries and rich regions of the

world

you give everyone sort of a baseline

that’s a little lower than that but

you know higher than what you find today

in sub-saharan africa

you see that global consumption levels

will increase

and that’s not a good sign for you know

the theory that we should just reduce

how much we consume and yes in rich

countries we should

but globally that’s not going to change

anything this is not going to solve the

problem

think about it if you reduced the

world’s consumption by half even which

we cannot do and shouldn’t do because of

the idea of giving everyone a fair and

equitable life but even if you did

you would only reduce emissions by half

and

that would delay climate change by a

factor of two it wouldn’t prevent it

it certainly wouldn’t solve what we

already did

but it would just delay it so there is

really no plan b

and today our society is very much based

on fossil fuels

but with the technological innovation

that we’ve been seeing over the last

decades and particularly the last decade

we’re getting closer to being able to

transition away from that

and as i said energy is 73 of the

problem and i wanted to focus 73

of my attention on it but there are

other problems too

it’s not as simple as that for example

if we look at

agriculture you see that a lot of the

emissions come from animal agriculture

particularly ruminants like beef and

sheep and there’s solutions there too

we’re certainly not going to invent a

cow that doesn’t

burp methane but there are alternatives

like for example this burger

it’s very tasty i’ve tried it it has a

good amount of protein

good amount of calories good amount of

fat in it and absolutely no meat

a company that created this burger was

founded in 2011

so this is all extremely recent and

in somewhat informal experiments where

people gave kids

uh these burgers to dry them out um you

found that they weren’t able to

distinguish

between um actual meat burgers and

uh these meat replacements they’re

healthy they’re tasty

and i would hope that kids are not

politely lying about the

um their estimate of what they’re eating

there

but uh really this is this is again all

of these were cherry picked so far those

are the problems we’re doing really well

on

there are harder ones uh for example

steel and concrete production are

extremely hard to solve and do without

co2 emissions

aviation is you know is really difficult

it’s hard to build airplanes that that

don’t use kerosene

but we are making progress on those

fronts too there’s work on hydrogen

airplanes and

there’s work on processes of creating

cement and

steel with far lower to even no

emissions

and my key point here is we should be

focusing on exactly that we should be

focusing on these sub-problems that

cause climate change rather than just

the effects themselves and

when we think about who is contributing

to solutions to climate change we should

be highlighting the people who invent

these things because keep in mind

progress doesn’t just happen things

don’t just get cheaper better faster

every single step every single

improvement is someone’s idea

and someone’s work and the people who do

this work

i think we should highlight those as the

heroes of climate change because they

are the ones who actually solve the

problems

now not everyone can or wants to become

you know an engineer

scientist or a sustainable business

person or

whatnot but we can all take supporting

roles

and if you look at things like the moon

landing not everyone was an astronaut

but everyone was cheering

for the astronauts there were a lot of

supporting roles that made

the astronauts job better and easier and

more effective

so if we all think about solving climate

change the way we think about the moon

landing

and we think about the people who

develop solutions as the astronauts

i think we’ll be making a lot more

progress and i think the world will be a

lot more

reasonably optimistic about our progress

because progress is happening

it is likely going to be too slow for a

1.5 degree target and there is no reason

to lie about that

but it is going to be better than what

many people fear if we all keep working

together on actual solutions

so if you want to act on climate change

i think that’s how you should be doing

it

build the tools that solve the problem

thank you

当我第一次意识到气候变化问题到底有多大时,

我立即想采取行动,我想

做点什么,

所以我去谷歌搜索如何解决

气候变化

作为机器学习研究员,我花

了很多时间查看数据

和阅读科学论文,所以我

可以这样做,

但我想先从概述开始

最有希望和最值得

努力的工作,

你知道我们一般在哪里,但

事实证明这真的

很难有很多错误信息

,特别是网上相互矛盾和

矛盾的信息

,我后来发现

石油工业

是化石燃料 工业呃投入了

数十亿呃

在混乱中,

通过

你知道提供错误信息

来混淆公众,以便注入它,

使其真正 对于一个还不是专家的人来说,很难

真正深入了解它并理解它

,至少可以说这并没有让我

开心,

所以长话短说,在过去的一年里,我

很幸运能够工作 与

100 多位科学家、

插画家、动画师、社区

经理和更多人

一起建立一个平台,该平台确实提供了

科学支持但也易于

理解

的气候变化解释和

气候变化解决方案

,今天我想分享这段

旅程如何让我从

对 关于

我们未来的开始以及这一切都

将相当谨慎乐观

,因为它更容易记住,我

将这些总结为三个关键要点,

但让我们从悲观的结尾

开始,我也开始了

这是一篇 1956 年的文章。

它已发表 在纽约时报

,它谈到了气候变化,

所以我们从那以后取得了进展,

如果你看这张图,

它显示了每年绿色

世界上的室内气体,不,看起来我们并没有

取得进展

,自从我们开始测量以来,它一直在上升

如果

你从这张图中看,看不到真正的终点,但实际上

我只是为了展示这个 具体原因我的

意思是,我们经常查看错误的

数据,我们想知道谁排放了

多少,并

互相指责,指责不同的

国家,但这张图的一个更有用的变体

是这个图显示的

不是地理上的排放来源,而是

每个国家的排放来源 部门,你可以清楚地看到,

这里 73%

的排放量几乎有四分之三来自

能源能源是电加热

运输燃料和一些其他

小事

组合在一起,这导致我

第一个

外卖关于小事的讨论很多

就像塑料吸管

,真的你说的我们不应该

看,

我们应该关注 73%

的问题,我们至少应该花费

73%

的注意力 n 关于其他 27 项

很重要,但它们也很重要 27 我认为,如果我们真的想解决气候变化问题,重要的是要根据这一点

分配注意力

但不仅要

查看正确

类型的数据,还要

查看 正确的时间技能

如果我们想衡量

气候变化的进展

,我们能够在

短期内跟踪它是非常重要的 几十年来没有办法让任何

政治家

或企业负责,

人们只是过快地循环过

总统

你知道四到五年,

具体取决于国家

商业领袖是的,他们在 20 年后退休,

所以你想让任何人

负责你必须能够

根据你知道一年或更少的时间技能来衡量事情,

但这不是我们的方式 在衡量气候

变化的那一刻,

我们查看这些

过去数百年的图表,

当我们尝试衡量

未来的进展时,我们仔细研究了 emis

与去年相比,今年的排放量增加了,但实际上

从去年到今年减少了 10 个排放量

并没有多大关系,它

只是 10% 这

真的不是我们需要的,我们需要

达到零,

所以除非我们有一个明确的长期

计划实现零排放 我们并没有

解决气候变化问题,

但这又是我们需要

在短期内跟踪它的困境,所以

如果不看看

我们今年和明年减少了多少排放量,我们将如何做到这一点

很好,答案是停止关注

气候变化和温室

气体排放的

影响,它们是

我们正在做的事情的影响

,如果我们不关注这些

影响,而是关注

我们在能够取得多大进展

建立一个

二氧化碳排放量为零的世界,然后我们可以

在短期内跟踪它

让我告诉你我的意思让我们

从能源开始,这显示了我们使用

的化石燃料与其他能源的比率

是多少,如果你看 一个 仅凭此

,您就会看到这种轻微的

曲线,您可能会认为

没有什么会改变,

因为有充分的理由您知道您只是在

画那条线,好吧,已经有一段时间

了,

您知道为什么不会 它继续下去

是有道理的,

幸运的是

,这不是完整的画面,这就是为什么如果你看看

我们可以使用的潜在能源

第一个

是化石燃料,我们不希望这样,

因为你知道我们会导致气候

变化 去过那里

第二个是核第三个是

水电第四个是我把

太阳能和风能放在一起

它们非常相似,因为我们无法

控制天气

现在让我们看看他们每个人都在做什么

在过去的几十年里,你知道几十年,

也许我们发现

了一个未来的指标,所以这里是

核,让我们从核开始首先

核比

大多数人认为的更安全,它造成

的死亡人数比煤炭少数百倍

,你甚至知道石油和天然气

导致更多的死亡,

我们仍然必须处理废物

问题,在某些情况下,某些类型的

废物可以

存活数千到数百万年,

是的,我们可能会发明一些

方法来解决这个问题,但我们没有

但是

,然后您会发现另一个问题是

您必须为此付出代价,而且核能

很昂贵,

因此对于许多国家来说建造新的核电站并不是一个

非常有利可图的选择,有些国家

正在这样做,

但大多数都没有,如果我们可以的话

某种重新构建

核经济学会很棒

,核能将是一个很好的解决方案,

但目前它

的价格是替代品的几倍,这

使得很难证明

建造大量它是合理的,

那么水电井水电实际上怎么样

非常好 hydra 很便宜,你知道

像挪威这样的一些国家

几乎完全依靠水力发电,

但问题

是世界上很多地方很多国家只是

没有足够的山脉和 r ivers

to do that 太阳能和窗式

太阳能和风能在过去几年里真的很流行

但它们以前没有流行过,

这是有充分理由的,

看看这张图,这

是太阳能光伏电池板的价格超过 几

十年来,

它减少

了 300 倍。想想它是疯狂的,它便宜了 300 倍,这实际上

意味着什么,

你可能认为太阳能

电池板现在几乎是免费的,但事实

并非如此

,发生的事情是它们开始

变得疯狂 昂贵

没有人会想到

在屋顶下安装太阳能电池板,

只是

您知道它应该贵 300 倍,

但今天

它们仍然不是免费的,但它们是全球三分之二的

最便宜的新建电力来源

人口数量很大,因为如果您不必

在经济和环境之间进行权衡,

那么决定就会变得显而易见,

但是如果您这样做了,那么您就会得到一场辩论

那些说好这

太贵的人我们不能那样做而且你

得到的人说但这是为了

我们必须的环境

我不是说一方是对还是

错但历史清楚地表明

这会导致延误

和 在行动中什么都没有发生,但是如果我们

能够

将环境与经济方面

的事情相结合,

那么这

就是太阳能所发生的事情

,事实上你知道你还记得

我向你展示的比率

图改变了太阳能

电池板

和风能这一事实 电力价格同样急剧下降,这

使得麦肯锡成为世界领先的

咨询公司之一,

预测

未来

二十年

太阳能和风能的部署量绝对会

飙升

在过去的 10 年中,价格下降了 7 倍,这

将使我们能够

在我们的 汽车和卡车,从而

摆脱了对石油燃料的需求,

这让我

想到了第二个要点 我们有

而不是像二氧化碳排放这样的直接影响,

因为这已经延迟了几十年

1970 年代 80 年代 90 年代在太阳能电池板上所做的工作现在才

开始显现,因为我们开始

更大规模地部署它们,

而且只会

在 20

20 30 20 50 中非常显眼。我的最后一点

是,没有计划 b 创新是

我们摆脱气候变化的唯一途径

,这是因为

如果我们想给每个人一个公平

公正的环境,数十亿人仍然生活在贫困之中 生活

你看看我们在世界上

富裕国家和富裕地区的消费量

你给每个人

一个比这个略低的基线,但

你知道比你今天

在撒哈拉以南非洲发现的

要高 看到全球消费水平

将增加

,这对你来说不是一个好兆头

想想看,如果你把

世界的消费量减少了一半,即使

我们不能做也不应该做,

因为我们想给每个人一个公平

公正的生活,但即使你这样做了,

你也只会减少一半的排放量

这会延迟气候 改变

两倍它不会阻止它

它肯定不会解决我们

已经做过的事情,

但它只会延迟它,所以

实际上没有计划 b

,今天我们的社会非常

依赖化石燃料,

但随着技术

我们在过去

几十年中看到的创新,尤其是在过去十年中,

我们越来越接近能够

摆脱这种创新

,正如我所说,能源是

问题的 73,我想要 d 将

我的 73 注意力集中在它上面,但也有

其他问题,

它也不是那么简单,例如,

如果我们看

农业,你会发现很多

排放来自畜牧业,

特别是牛肉和羊等反刍动物

,那里有解决方案 同样,

我们当然不会发明一种

不会打嗝的奶牛,

但是还有其他

替代品,例如这个汉堡,

它非常好吃,我试过了,它

含有大量的蛋白质,

大量的卡路里,大量的

脂肪 它和绝对没有肉

创造这个汉堡的公司

成立于 2011 年,

所以这都是最近发生的,而且是

在一些非正式的实验中,

人们给孩子

呃这些汉堡把它们弄干,你

发现他们无法

区分 真正的肉汉堡和

呃这些肉类替代品它们很

健康它们很好

吃我希望孩子们不要

客气地撒谎

他们对他们在那里吃的东西的估计

但是呃 真的就是这个

到目前为止所有这些都是樱桃挑选的那些

是我们做得很好的问题

还有一些更难的问题,例如

钢铁和混凝土生产

非常难以解决并且没有

二氧化碳排放

航空是你知道的 真的

很难制造

不使用煤油的飞机,

但我们在这些方面也取得了

进展,氢

飞机也

有工作,而且在制造

水泥和

钢铁的过程中,排放要低得多甚至没有

排放

,我的关键点 这是我们应该

关注的正是我们应该

关注导致气候变化的这些子问题,

不仅仅是影响本身,

当我们考虑谁在

为气候变化的解决方案做出贡献时,我们

应该强调发明

这些问题的人 事情,因为记住,

进步不只是发生事情

不只是变得更便宜更好更快

每一步每一个

改进都是如此 meone 的想法

和某人的工作以及从事

这项工作的人

我认为我们应该强调

他们是气候变化的英雄,因为他们

才是真正解决

问题

的人

商务

人士之类的,

但我们都可以担任

配角 有效,

所以如果我们都

以我们对登月的方式思考解决气候变化,我们思考

作为宇航员开发解决方案的人,

我认为我们将取得更大的

进步,我认为世界将会有

很多

对我们的进展更加乐观,

因为进展正在发生

,对于

1.5 度的目标来说可能太慢了,没有

理由撒谎 关于这一点,

但如果我们继续共同努力寻找实际的解决方案,这将比

许多人担心的要好,

所以如果你想对气候变化采取行动,

我认为你应该这样做

建立解决问题的工具

谢谢