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Visualization
& Storytelling Workshop
Jose Berengueres † Mariam AlMheiri
CIT, UAEU, Al Ain, AD, UAEU, CIT
CHSS, UAEU, Al Ain, AD, UAEU
Dubai Sep 14th 2019 – Careem
Agenda
• Good chart
• bad chart
• How to use charts to think++
Schedule
13:30 Intro
13:40 (1) Making sense of data
14:10 break
14:20 (2) Communicating w/ charts
14:50 break
15:00 (3) Strategy Mapping
Schedule
13:30 Intro
13:40 (1) Making sense of data
14:10 break
14:20 (2) Communicating w/ charts
14:50 break
15:00 (3) Strategy Mapping
data
wisdom
information
knowledge
Can you order this?
data > information > kn > wisdom
1 What is data?
data > information > kn > wisdom
many --------------------> one
many ----------------------> scarce ?
-----------------------------> value arrow ?
1 What is data?
data > information > kn > wisdom
many --------------------> one
many ----------------------> scarce ?
-----------------------------> value?
1 What is data?
data > information > kn > wisdom
1 What is data?
data > HOW ? > wisdom
2 How to arrive to wisdom?
data > HOW ? > wisdom
2 How to arrive to wisdom?
Synthesis process: the dialectic combination of thesis and antithesis into a
higher stage of truth
3 Exercise! Match the words
data
information
kn
wisdom
NO!
data
information
kn
wisdom
3 Exercise! Match the words
data
information
kn
wisdom
?
3 Exercise! Match the words
Reflection:
Wisdom not just a summary, it
is something more. Context?
how to?
4 Exercise! synthesise (the meaning) of the last 10 slides
synthesis: ______________________________
5 Lets draw it
SHARE YOUR SOLUTIONS
Solution A
Solution B
wisdom
info
data
A vs B
kn
info
data
6 Exercise! Visualize the following Gender statistic
Of all the 23,859 respondents
of the 2018 kaggle data science survey 4,513
said they were female.
Solutions
Solutions
pie chart ?
bar chart ?
stack bar ?
vertical vs. horizontal?
isomeasure?
personas?
Solutions
Solutions
Solutions
Solutions
Solutions
Solutions
7 Exercise! Visualize this
A goal of gender parity has been set. How would you visualize it?
Solutions
Solutions
Solutions
8 Stories Naratives Data
8 Stories Naratives Data
8 Stories Naratives Data
8 Stories Naratives Data
8 Stories Naratives Data
Flashback!
Synthesis process: the dialectic combination of thesis and antithesis into a
higher stage of truth (is this same as adding context?)
9 Execisie! is this data, information or knowledge?
https://www.kaggle.com/paultimothymooney/2018-kaggle-machine-learning-data-science-survey
10 Execisie! Summarizing vs. mk meaning – #HMW make more meaning?
Solutions
https://www.kaggle.com/harriken/storytelling-the-2018-kaggle-survey#cohorts
11 Execisie! Salary distribution of data scientists...
#HMW make more meaning?
https://www.kaggle.com/headsortails/what-we-do-in-the-
kernels-a-kaggle-survey-story/report
How to use gravity to convey power?
< -- ? -- >
Solutions
https://www.kaggle.com/harriken/storytelling-the-2018-kaggle-survey#cohorts
Solutions
https://www.kaggle.com/harriken/storytelling-the-2018-kaggle-survey#cohorts
Solutions
https://www.kaggle.com/harriken/storytelling-the-2018-kaggle-survey#cohorts
Solutions
https://www.kaggle.com/harriken/storytelling-the-2018-kaggle-survey#cohorts
12 Data scientist by country
#HMW more meaning?
hint!
Solutions
hint!
Solutions
Recap part 1
Schedule
13:30 Intro
13:40 (1) Making sense of data
14:10 break
14:20 (2) Communicating w/ charts
14:50 break
15:00 (3) Strategy Mapping
12 Cultural locales
• color meaning by country
• color awarenes by gender
• color awarenss by profession
• sexism awareness by country
• Right to left languages
13 Storytelling patterns
Patterns of succesful storytelling
• A/B (testing, advertising)
• What is... What could be (duarte)
• Aha moment! (Welch)
• Heroes journey (duarte)
14 Storytelling patterns in charts: symbolic charts
1. Winners
2. Visualizing ALL OR NOTHING relationships
3. Expressing Enormity
4. Empathy & Personas
5. Log vs. Volumetric charts
15 Most popular viz libs HMW make meaning?
hint!
Solutions
16 Visualizing ALL OR NOTHING relationships.
Exercise! HMW viz this?
Solutions
17 Expressing enormity. Exercise! How would you express the follwowing..
• # of chart in the universe 102,023,342,012
• # of those charts which are great 9,993
Expressing enormity
Solutions
Expressing enormity
Expressing enormity
18 Gender distribution in data scientist. HMW empathise this chart?
Solutions
19 Age bias in arrests in USA. Exercise! HMW empathise this chart?
https://www.kaggle.com/harriken/police-dogs-and-grey-hair-will-save-you-from-jail
Solutions
19 Gender & Violence in in arrests in USA. Exercise! HMW empathise this
chart?
https://www.kaggle.com/harriken/police-dogs-and-grey-hair-will-save-you-from-jail
Solutions
20 Log vs. Volumetric charts. Exercise! HMW viz this?
$ bn
All 83000
Stocks 66000
Physical 31000
Gold 8200
USD 1500
Apple 730
Amzn 400
Crypto 100
Bill 96
Page 41
BTC 41
20 Log vs. Volumetric charts
Schedule
13:30 Intro
13:40 (1) Making sense of data
14:10 break
14:20 (2) Communicating w/ charts
14:50 break
15:00 (3) Strategy Mapping
Wardley Maps – atool
to map strategy for
visual ppl
thank you
Story telling?
- What is storytelling?
- Why does it work?
- culture, folklore, and now science
- Why is it addicitve?
Exercise
- Try to remember the following sequence
of facts A , B, C
- Make a story
- A killed C with B
- remember test.
(brain is essy to remmebr relations, not data)
Narrative
data > stories > NArrative
Facts > methods > beliefs
case 1
data > stories > NArrative
Facts > methods > beliefs
case 2
data > stories > NArrative
Facts > methods > beliefs
case 2 Scatters: mean in your sector vs
you – mean
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
case 2 Scatters: mean in your sector vs
you – mean
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
case 2 Scatters: mean in your sector vs
you – mean
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
case 2 Scatters: mean in your sector vs
you – mean
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
case 2 Scatters: strategic control
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
case 2 Scatters: RFC
https://www.mckinsey.com/business-functions/strategy-and-
corporate-finance/our-insights/enduring-ideas-the-7-s-
framework
[1] https://www.aauw.org/research/solving-the-equation/
[2] https://www.theverge.com/2018/11/2/18057716/google-walkout-20-thousand-employees-ceo-sundar-pichai-meeting
[3] https://www.forbes.com/sites/womensmedia/2017/08/03/breaking-down-the-gender-gap-in-data-science/#129d1bb74287
[4] https://www.kaggle.com/paultimothymooney/2018-kaggle-machine-learning-data-science-survey
[5] https://en.wikipedia.org/wiki/Generations_in_the_workforce
[6] Sinton, E (2011). ‘Baby boomers are very privileged human beings’ https://www.telegraph.co.uk/finance/personalfinance/pensions/8840963/Baby-
boomers-are-very-privileged-human-beings.html retrieved October 23, 2013 from www.telegraph.co.uk
[7] Ken Blanchard Companies. (2009). Next Generation of
workers. http://www.kenblanchard.com/img/pub/Blanchard_Next_Generation_of_Workers.pdf Retrieved October 14, 2013, from kenblanchard.com
[8] Adecco Group UK and Ireland. (n.d.). Managing the modern workforce. http://www.adeccogroupuk.co.uk/SiteCollectionDocuments/Adecco-Group-
Workplace-Revolution.pdf Retrieved October 13, 2013, from www.Adeccouk.co.uk
ref. needed
[10] https://en.wikipedia.org/wiki/Affluence_in_the_United_States
[11] https://www.epi.org/blog/top-1-0-percent-reaches-highest-wages-ever-up-157-percent-since-1979/
[12] J. Berengueres, Sketch thinking. 2016
[13] https://en.wikipedia.org/wiki/Marimekko#Marimekko_chart
[14] ref. needed
[15] https://www.kaggle.com/ash316/kaggle-journey-2017-2018
[16] https://en.wikipedia.org/wiki/BRICS
[17] https://www.kaggle.com/harriken/brics-growth
[18] See primary vs. secondary color in https://material.io/design/color/the-color-system.html#color-theme-creation
[19] Dutta, S., Reynoso, R.E., Garanasvili, A., Saxena, K., Lanvin, B., Wunsch-Vincent, S., León, L.R. and Guadagno, F., 2018. THE GLOBAL INNOVATION
INDEX 2018: ENERGIZING THE WORLD WITH INNOVATION. GLOBAL INNOVATION INDEX 2018, p.1.
[20] CSV file global innovation in https://www.globalinnovationindex.org/analysis-indicator
[21] World Bank, https://data.worldbank.org/indicator/SP.POP.TOTL
[22] https://en.wikipedia.org/wiki/Kendall_rank_correlation_coefficient
[23] https://www.pinterest.com/pin/281615782925970581/?lp=true
[24] https://en.wikipedia.org/wiki/Regression_toward_the_mean
[25] https://www.kaggle.com/harriken/residuals-fig8b-test
[26] https://www.kaggle.com/harriken/police-dogs-and-grey-hair-will-save-you-from-jail
References

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