Telling Stories with Data

when i was eight years old

my grandma would tell me stories every

single sunday

she had this big grimm brothers fairy

tale book where she will tell me stories

like little red riding hood

and hensel and gretel out of those are

stories

that were popular when she was a kid

during world war ii

and long before that when her grandma

was a kid

those are stories that will remain

popular when i have kids someday

when i would go over there every single

sunday

i would never get bored of these stories

and i’d want to hear the same ones over

and over

and over again but why is that

that is because the concept of a story

is appealing to us humans

with a story we managed to transform

information

into a message a message that can convey

emotions like awe

passion or sadness a message

that can enable us to inform and to

educate

sometimes a message that can teach a

lesson

for example that you should never trust

the wolf

storytelling is an art that has been

practiced for millennia

to inform and to educate and to teach

over thousands of years humans have

perfected this art

to make information more universally

accessible

to seniors adults and eight-year-old

kids

alike

the concept of storytelling however is

not just limited to literary genres

fairy tales and bedtime stories and that

is

because in a way the only requirement

for a good story

is the availability of information or

data

what a story in the literary genre does

is it takes

letters structures those into words

into sentences into paragraphs into

chapters

and so on we use that to make

a message understandable from

information

and the concept of data is not too

similar of that

only now we don’t have 26 letters that

we can take

and craft a message from we have nine

numbers that we can use

now when we deal with data it is

mathematics

that serves as the grammar in the syntax

to make our

information more universally

understandable

telling the story with data describes

the transformation

of raw information into a purpose

and in a nutshell there’s two major

elements to telling a story with data

first and foremost there’s the area of

statistics

and math now i know that is commonly

equated to magic

but it really is not that bad we use

statistics

to extract aggregate and to clean data

to basically make it understandable to

us

statistics and math serve like a

dictionary to us

that we can use to make information

understandable

secondly is a notion of creativity

and that is the part that is often

forgotten when we tell a story with data

data science and data analytics have

become a buzzword

however seldom the notion of creativity

is mentioned

creativity means that you understand who

you are

crafting your message towards and you

take a unique approach

to structure your message and your story

in a nutshell that was telling that is

what telling a story with data is about

for me

in a way telling a story with data is

like painting a picture with words

only instead of words we use numbers

let me give you an example according to

the u.s census bureau

in 2018 over 50

of the people who live below the poverty

line in cincinnati

or black in that same year only 40

percent

of the population are black

you do not need to be a data scientist

to see that this number is

disproportionate

and that there is a disproportionate

amount of black people living in poverty

data can be our cue that can enable us

to tell a story

and to enable us to tell the story of

400 years of exclusion

and systemic racism it can enable us

to tell a story to chart a more

inclusive path forward

in the united states of america

with data like this becoming more

universally

available becoming ubiquitous almost

i’m going to make the bold statement

that numbers

are becoming the new words as

storytellers

we can use data like this to inform

to educate and most importantly

to empower it is this very notion of

empowerment

that led me to found the neo initiative

last summer

we are a student organization at the

university of cincinnati

that provides pro bono data analytics

consulting

to minority-owned small businesses in

our community

now i know that sounds like quite a

mouthful but our work

is really straightforward one we do data

research

we try to aggregate data that will help

our clients make the next big decision

in their business number two data

analysis

we analyze the data we try to uncover

patterns within that data within that

information and most importantly number

three

we are problem solvers we use data to

solve

a bigger problem step by step

we are hoping to empower small

businesses

and do our part to a more inclusive

cincinnati

economy

we are storytellers for those who have

been marginalized

and excluded for those who do not enjoy

the privilege of fair competition

in our economy and although

we may only have the resources to do our

work in cincinnati

i can guarantee you that does not make

it any less powerful

that is why i want to illustrate that

with you with our largest client

they are cincinnati’s leading

entrepreneurship

accelerator and they focus their work on

black and brown

aspiring entrepreneurs their work is

truly incredible

and founded upon the notion of

empowerment

and when they approached us not too long

ago

wanting our help with measuring their

impact we were all in

impact can look many different ways

so although this question of let’s

measure our impact

may sound easy at first i guarantee you

it is pretty complicated

so we have divided this project up into

three simple steps

that will take us from identifying the

information to helping them

tell their story in our community

step one finding the data defining the

scope

we want to define impact not only as

profit but also as people

as clients as

the support that they contribute to our

economy

we are constructing surveys that will

help them get data from their clients

and that will enable us to take it to

step two

analyzing the data with statistics we

use statistics as a tool to uncover

patterns

and to find meaning behind that

information and that leads us to step

three

telling a story using that data

we are helping them tell a story of

community empowerment

and hopefully we will be able to be a

part of their plans moving forward

maybe expanding their services all over

the united states

who knows telling the story with data

can have that power

i have committed to help small business

owners

tell their story because of a history

of exclusion and racism because they

have been

denied fair competition in our economy

because black and brown entrepreneurs

have struggled

for way too long

telling a story with data is my way

to transform information into insight

and my passion into real tangible

impact

as somebody who works with data on a

pretty regular basis

the one thing i appreciate about it most

is its versatility

now we just talked about the community

applications but there are also

organizational applications

as well as individual applications

community applications for me it is my

activism outlet

it is my possibility to combine my

passion for my academics

with my activism and my desire for

social change

on the organizational level i can think

of a single large company

that doesn’t use a data science division

to make decisions nowadays

it has become so vastly popular that

people often equate data science

to magic and then lastly the individual

applications of telling a story with

data

each and every one of us has a little

thing up here called the brain

and all this brain does all day is

taking the information

that we have available around us and

make decisions based upon that

in a way that makes each and every one

of us somewhat of a mini data scientist

really that’s what data scientists do

all day

so seeing that we are all somewhat of a

data scientist

we need to know you need to know how to

tell a story

using data so today

i want to leave you with a simple

three-step game plan

on how you can tell a story using data

step one identify your data

identify what you’re passionate about

but also

identify what fulfills you in the long

run

this is a process of introspection that

takes many people

years but it is important to find out

what you care about

deep down step two

find a pattern within those things you

care about

maybe family or faith or you work

research activism all these things

try to convey a message to you they’re

coming from your principal center

and try to convey a message about who

you really are

step 3 let your past become your

identity

tell your story and let your future

actions be guided by who you are

deep down by your principle center

by your virtues at the core of your

existence

data for me is the abstraction of

information

into numbers and if you understand that

simple concept

it can open doors for you in all areas

of life

it will enable you to tell a story to

tell your story

that can last for centuries and will not

be forgotten

so let me ask you how will you choose

to tell it

you

当我八岁的时候,

我奶奶每个星期天都会给我讲故事,

她有一本格林兄弟的

童话书,她会给我讲

小红帽

、亨塞尔和格蕾特等

故事

,其中那些是她小时候流行的故事 二战

期间的一个孩子

,早在那之前,当她奶奶

还是个孩子的

时候,当我有一天我有孩子的

时候,当我每个星期天都会去那里时,这些故事仍然会流行,

我永远不会厌倦这些故事

,我想要 一遍又一遍地听到相同的声音,

但为什么

那是因为故事的概念

对我们人类具有吸引力,

我们设法将

信息

转化为信息 可以传达情感的信息,

如敬畏、

激情或悲伤 有时

可以使我们能够告知和

教育

的信息 可以教导

教训的信息

,例如,你永远不应该

相信狼

讲故事是一门已经

为 m 练习过的艺术

千百年来,人类已经

完善了这种艺术

使老年人和八岁的

孩子

都可以更普遍地获取信息

,但讲故事的概念

不仅限于文学体裁

童话故事和 睡前故事,这

因为在某种程度上

,一个好故事的唯一要求

是信息或数据的可用性,

文学体裁中的故事所做的

是将

字母结构成单词

成句子成段落成

章节

等等我们使用

信息中理解信息

和数据的概念并不太

相似,

只是现在我们没有 26 个字母,

我们可以从中

提取和制作信息我们现在有九个

数字可以

在处理时使用 数据 是

数学作为语法中的语法

,使我们的

信息更容易被普遍

理解

用数据讲述故事 描述

原始信息转化为目的

,简而言之,

用数据讲故事有两个主要要素

,首先是

统计

和数学领域,现在我知道这通常

等同于魔术,

但我们使用的确实没那么糟糕

统计数据

提取聚合和清理数据

以使我们基本上可以理解

统计和数学对我们来说就像一

本字典

,我们可以用它来使信息

易于理解

其次是创造力的概念

,这是

我们在讲述时经常被遗忘的部分

数据科学和数据分析的故事已

成为流行语,

但很少提到创造力的概念

我来说,这就是用数据讲故事的意义,用数据讲故事

就像油漆一样 只用文字

代替文字 我们使用数字

让我举个例子,根据

美国人口普查

局 2018 年的数据,同年在辛辛那提或黑人

生活在贫困线以下的人中,有 50 多人

只有 40

% 人口是黑人

你不需要成为数据科学家

就能看到这个数字

不成比例,

并且

生活在贫困中的黑人数量不成比例

数据可以成为我们的线索,使我们

能够讲述故事

并让我们能够 讲述

400 年的排斥

和系统性种族主义的故事,它可以让

我们讲述一个故事,在美利坚合众国绘制出一条更具

包容性的

前进道路,

这样的数据变得越来越

普遍,变得无处不在,几乎

我要让 大胆

声明数字

正在成为讲故事的新词,

我们可以使用这样的数据来

告知教育,最重要

的是赋予它权力,这正是

赋予

权力的概念 去年夏天,我带领我创立了 neo 倡议,

我们是辛辛那提大学的一个学生组织

,为社区

中的少数族裔小企业提供无偿数据分析咨询,

现在我知道这听起来

有点拗口,但我们的工作

确实 直截了当的我们进行数据

研究

我们尝试汇总数据,这将帮助

我们的客户

在他们的业务中做出下一个重大决策第二数据

分析

我们分析数据我们试图

在该信息中发现该数据中的模式

,最重要的

是我们是第三 问题解决者 我们使用数据

逐步解决更大的问题

我们希望赋予小企业权力

,并为更具包容性的辛辛那提经济尽自己的一份力量

我们经济中的公平竞争,虽然

我们可能只有资源在辛辛那提做我们的

工作,但

我可以保证 向你保证,这并没有

让它变得更强大

,这就是为什么我想

和你一起向你说明我们最大的客户,

他们是辛辛那提领先的

创业

加速器,他们将工作重点放在

有抱负的黑人和棕色企业家身上,他们的工作

确实令人难以置信,

并建立在

赋权的概念

,当他们不久前找到

我们时,希望我们帮助衡量他们的

影响,我们都

受到影响,看起来有很多不同的方式,

所以虽然这个让我们

衡量我们的影响的问题

起初听起来很容易,但我向你保证,

这很复杂

所以我们将这个项目分为

三个简单的步骤

,从识别

信息到帮助他们

在我们的社区中讲述他们的故事

第一步找到定义我们想要定义范围的数据,

不仅将影响定义为

利润,还定义

为人 客户作为

他们为我们的经济做出贡献的支持,

我们正在构建调查,以

帮助他们获得 来自他们客户的数据

,这将使我们能够将其带到

第二步

,使用统计数据分析

数据 正在帮助他们讲述社区赋权的故事

,希望我们能够

成为他们前进计划的一部分,

也许在美国各地扩展他们的服务

谁知道用数据讲述故事

可以拥有

我承诺帮助小 企业

讲述他们的故事是因为有

排斥和种族主义的历史,因为他们

在我们的经济中被剥夺了公平竞争,

因为黑人和棕色企业家

已经挣扎

了太久

了 用数据讲故事是我

将信息转化为洞察力

和激情的方式

作为一个定期处理数据

的人,我最欣赏它的一件事

是 它的多功能性

现在我们刚刚讨论了社区

应用程序,但也

有组织应用程序

以及个人应用程序

社区应用程序对我来说这是我的

激进主义出口

我有可能将我

对学术的热情

与我的激进主义和我对

社会变革的渴望结合起来

在组织层面上,我可以

想到一个

不使用数据科学部门

来制定决策的大公司,如今

它已经变得如此流行,以至于

人们经常将数据科学等同

于魔术,最后是个人

应用讲故事与

数据

我们每个人都有一个小

东西,叫做大脑

,这个大脑整天所做的就是

获取

我们周围可用的信息,并

根据这些信息做出决定

,使

我们每个人 有点像迷你数据科学家,这

确实是数据科学家整天都在做的事情,

所以看到我们都有点像

数据科学家

我们需要知道你需要知道如何

使用数据讲故事所以今天

我想给你留下一个简单

的三步游戏计划

关于如何使用数据讲故事

第一步识别你的数据

识别你是什么 充满热情,

但也要

确定从长远来看能让你满意的东西

这是一个自省的过程,

需要很多人数

年的时间,但重要的是要

找出你内心

深处关心的东西 第二步 在你关心的事情中找到模式,

也许是家庭或 信仰或你的工作

研究 激进主义 所有这些东西都

试图向你传达一个信息 他们

来自你的主要中心

并试图传达一个关于你真正是谁的信息

第 3 步让你的过去成为你的

身份

讲述你的故事,让你的未来

行动由你的

内心深处由你的原则中心

以你的美德作为你存在的核心

数据对我来说是将信息抽象

为数字如果你理解这个

简单的概念

它可以为你在生活的各个领域打开大门

它可以让你讲一个故事来

讲述你的

故事可以持续几个世纪并且不会

被遗忘

所以让我问你你将如何

选择告诉它