SlideShare a Scribd company logo
Don’t let data get in
the way of a good
story?
February, 2015
Mark Madsen
www.ThirdNature.net
@markmadsen
Copyright Third Nature, Inc.
The problem with bad framing
s
Leads to bad assumptions about use, inappropriate features,
poor understanding of substitutability and the impacts it will have.
© Third Nature Inc.© Third Nature Inc.
“Story” often devolves to discussions about this
Copyright Third Nature, Inc.
There can be many
structures, as many as
there are tellers.
“Story” is one form of
narrative, a specific
sequence of events -
what happens.
Copyright Third Nature, Inc.
Visuals vs words: a narrative, without story
Copyright Third Nature, Inc.
Borrowing from film: fabula and syuzhet, the story
and the way it’s told; similar to story and plot
Copyright Third Nature, Inc.
The purpose of a story is to raise your blood
pressure, not your IQ.
Copyright Third Nature, Inc.
Engage emotion vs engage intellect
Anecdote vs evidence (data)
Alchemy vs Science
Stories engage emotion vs engaging intellect
Copyright Third Nature, Inc.
Stories provide anecdote over evidence
Copyright Third Nature, Inc.
Emotion and anecdote over intellect and evidence?
© Third Nature Inc.© Third Nature Inc.
Abstract
The purpose and conclusion
Introduction
Broad topic to specific focus of paper
Methodology (primary)
or
Background, Review of Literature (secondary)
Results
(primary) Unbiased reporting of the
experimental results
Argument, Critique, or Discussion
The main discussion, interpretation of results
Conclusion
Significance of claim, complications, futures
Citations
There are other narrative structures we could use that
aren’t story, and may serve better in a work context
Academic paper
© Third Nature Inc.© Third Nature Inc.
You have a choice in structures and forms
Story-driven Data-driven
Drama, emotion Interest, anecdote Facts, process
Abstract
The purpose and conclusion
Introduction
Broad topic to specific focus of paper
Methodology (primary)
or
Background, Review of Literature
(secondary)
Results
(primary) Unbiased reporting of the
experimental results
Argument, Critique, or Discussion
The main discussion, interpretation of results
Conclusion
Significance of claim, complications, futures
Citations
Copyright Third Nature, Inc.
Interconnections
This shows the
slow change of
culture and
practice.
There are two
opposing
conclusions one
could draw after
analyzing this,
depending
entirely on your
perspective.
You are an unreliable narrator
Copyright Third Nature, Inc.
Story #1: the data warehouse market takes over
Do new stuff with old things
Copyright Third Nature, Inc.
Story #2: the big data market takes over
Big data no 2
Do old stuff with new things
Copyright Third Nature, Inc.
A problem that doesn’t
seem like a problem:
Storytelling gives priority
to authoritative, definitive
voicing.
You are the giver,
everyone else is the
receiver, all the
information comes from
you, personally.
Copyright Third Nature, Inc.
藪の中 (Rashomon)
Recall that stories are a
sequence of events told in
a particular order and way.
There are many stories for
any situation, not just one,
and they are subject to
many human frailties.
Reality is consensual, not
objective.
The solution is generative,
via discourse.
Copyright Third Nature, Inc.
Copyright Third Nature, Inc.
Audience mediates your choice of narrative structure
Copyright Third Nature, Inc.
The context of the communication matters too
Copyright Third Nature, Inc.
Where should you start?
“The beginning is the most important
part of the work.” – Plato
Copyright Third Nature, Inc.
“In the Kamigata area they have a sort of tiered lunchbox
they use for a single day when flower viewing. Upon
returning, they throw them away, trampling them
underfoot. The end is important in all things.”
– Tsunetomo Yamamoto, Hagakure, 1716
The top level goal is to effect change (or the opposite) by
communicating data or insight from the data.
1. Define the change you want.
2. Work from this to your goal or intent in communicating.
3. From this, decide what narrative and techniques will work best
for your intent, audience and content.
Figure: Pirolli and Card, 2005Effort
Structure Understanding human sensemaking will help make it actionable
Copyright Third Nature, Inc.
Goal and Intent
To explore and understand:
▪ to interpret the data and the models
▪ to reason and build shared understanding – learning causes
and effects
To inform and explain:
▪ to inform – here is an answer
▪ to explain the data and interpretation – here is how this works
▪ to educate / teach – here is how you can learn this
To convince and decide:
▪ to prompt someone to take action
▪ to communicate the truth*
▪ to convince others that this interpretation is the right one
▪ to make a decision or choose a course of action
Copyright Third Nature, Inc.
In practice…
When communicating, you are at the intersection of:
▪ Your goal
▪ The type of audience
▪ The goals of the people in that audience
▪ The context in which they participate
There is a formula, just remember:
“I want to <X> the audience of <Y> in the <Z>”
where:
<X> is your goal, <Y> is the type of audience, and <Z> is
format in which you will interact with them.
Copyright Third Nature, Inc.
For example: presenting findings to a large group
© Third Nature Inc.© Third Nature Inc.
Techniques vary by context. For example,
meaningless charts and formulas are effective
This presentation is more persuasive because
I’m using charts*
*see the references
Copyright Third Nature, Inc.
Storyboarding
Storyboarding is a verb.
It’s important to focus on
the process, not on the
product.
We spend too much time
infatuated with product,
not enough with why.
Copyright Third Nature, Inc.
For example: getting people to decide and act
© Third Nature Inc.© Third Nature Inc.
It’s hard to get people to take ownership
What if you want them
to take ownership and
do something other than
eat doughnuts in
meetings?
This is an important part
of many analyst’s jobs.
Not “nice story, when
can you get that to me”
but “I’ll take it from
here”.
Copyright Third Nature, Inc.
Which viz is better?
There is an easy first
segmentation in your
audience: are they analysts,
or consumers of analysis?
Statistical graphics and
classic visualization says the
latter.
Visuals to communicate and
visuals to understand, or to
explore data vs explain data,
will lead to different
requirements, driven by
different goals.
Copyright Third Nature, Inc.
How we develop best practices: survival bias
Copyright Third Nature, Inc.
“A story has no beginning or end: arbitrarily one
chooses that moment of experience from which
to look back or from which to look ahead.”
― Graham Greene, The End of the Affair
Copyright Third Nature, Inc.
References
Understanding Comics, The Invisible Art, Scott McCloud, 1993
Story and Discourse: Narrative Structure in Fiction and Film,
Seymour Chatman, 1980
Visualizing Statistical Mix Effects and Simpson’s Paradox, Zan
Armstrong and Martin Wattenberg, 2014
Infovis and Statistical Graphics: Different Goals, Different Looks,
Andrew Gelman and Antony Unwin, 2012
The Sensemaking Process and Leverage Points for Analyst
Technology , Peter Pirolli, Stuart Card, 2005
Blinded Me with Science: Trivial Graphs and Formulas Make Ads
More Persuasive, Brian Wansink, Public Understanding of Science,
September, 2014
The nonsense math effect, Kimmo Eriksson, Judgment and Decision
Making, Vol. 7, No. 6, November 2012, pp. 746–74
Copyright Third Nature, Inc.
CC Image Attributions
Thanks to the people who supplied the creative commons licensed images used in this presentation:
meeting CC 7023561195_f30a5d0281_z.jpg -
https://www.flickr.com/photos/j_benson/7023561195/
meeting execs CC.jpg - https://www.flickr.com/photos/dpstyles/4835354126/
presentation big screen big room CC.jpg - https://www.flickr.com/photos/101268966
Copyright Third Nature, Inc.
About the Presenter
Mark Madsen is president of Third Nature, a
technology research and consulting firm
focused on business intelligence, data
integration and data management. Mark is
an award-winning author, architect and CTO
whose work has been featured in numerous
industry publications. Over the past ten years
Mark received awards for his work from the
American Productivity & Quality Center,
TDWI, and the Smithsonian Institute. He is an
international speaker, a contributor to
Forbes Online and on the O’Reilly Strata
program committee. For more information
or to contact Mark, follow @markmadsen on
Twitter or visit http://ThirdNature.net
Copyright Third Nature, Inc.
About Third Nature
Third Nature is a research and consulting firm focused on new and emerging technology
and practices in analytics, business intelligence, information strategy and data
management. If your question is related to data, analytics, information strategy and
technology infrastructure then you‘re at the right place.
Our goal is to help organizations solve problems using data. We offer education, consulting
and research services to support business and IT organizations as well as technology
vendors.
We fill the gap between what the industry analyst firms cover and what IT needs. We
specialize in product and technology analysis, so we look at emerging technologies and
markets, evaluating technology and hw it is applied rather than vendor market positions.

More Related Content

Similar to Don't let data get in the way of a good story

Loss Of Innocence Essay
Loss Of Innocence EssayLoss Of Innocence Essay
Loss Of Innocence Essay
Michelle Sykes
 
Hr Essay Questions. Online assignment writing service.
Hr Essay Questions. Online assignment writing service.Hr Essay Questions. Online assignment writing service.
Hr Essay Questions. Online assignment writing service.
Cheraghearzu Donaldson
 
Business considerations for privacy and open data: how not to get caught out
Business considerations for privacy and open data: how not to get caught outBusiness considerations for privacy and open data: how not to get caught out
Business considerations for privacy and open data: how not to get caught out
theODI
 
Big data and the need for better consumer insights
Big data and the need for better consumer insightsBig data and the need for better consumer insights
Big data and the need for better consumer insights
Jack Morton Worldwide
 
MCAD 2009 - Future of Advertising: session #09 recap (March 23)
MCAD 2009 - Future of Advertising: session #09 recap (March 23)MCAD 2009 - Future of Advertising: session #09 recap (March 23)
MCAD 2009 - Future of Advertising: session #09 recap (March 23)
Tim Brunelle
 
Stories in HCI
Stories in HCIStories in HCI
Stories in HCI
John Thomas
 
For this assignment you will create a power point presentation sha.docx
For this assignment you will create a power point presentation sha.docxFor this assignment you will create a power point presentation sha.docx
For this assignment you will create a power point presentation sha.docx
templestewart19
 
Pamela Rutledge: Planning-ness 2011
Pamela Rutledge:  Planning-ness 2011Pamela Rutledge:  Planning-ness 2011
Pamela Rutledge: Planning-ness 2011
Planning-ness
 
Data stories - how to combine the power storytelling with effective data visu...
Data stories - how to combine the power storytelling with effective data visu...Data stories - how to combine the power storytelling with effective data visu...
Data stories - how to combine the power storytelling with effective data visu...
Coincidencity
 
How To Write Good Thesis Statements For A Researc
How To Write Good Thesis Statements For A ResearcHow To Write Good Thesis Statements For A Researc
How To Write Good Thesis Statements For A Researc
Nancy Ideker
 
Fce Writing Essay Question
Fce Writing Essay QuestionFce Writing Essay Question
Fce Writing Essay Question
Elizabeth Brown
 
Business Law-Sample Paper With Solutions-Updated L
Business Law-Sample Paper With Solutions-Updated LBusiness Law-Sample Paper With Solutions-Updated L
Business Law-Sample Paper With Solutions-Updated L
Alicia Stoddard
 
How You Can Write Childcare Observations Using Differen
How You Can Write Childcare Observations Using DifferenHow You Can Write Childcare Observations Using Differen
How You Can Write Childcare Observations Using Differen
Kim Cook
 
Essay For College - College Homework. Online assignment writing service.
Essay For College - College Homework. Online assignment writing service.Essay For College - College Homework. Online assignment writing service.
Essay For College - College Homework. Online assignment writing service.
Lori Moore
 
Zebra Essay English
Zebra Essay EnglishZebra Essay English
Zebra Essay English
Renee Spahn
 
Effective Cybersecurity Communication Skills
Effective Cybersecurity Communication SkillsEffective Cybersecurity Communication Skills
Effective Cybersecurity Communication Skills
Jack Whitsitt
 
12 principles of data story design
12 principles of data story design12 principles of data story design
12 principles of data story design
Zach Gemignani
 
Future Career Plans Essay
Future Career Plans EssayFuture Career Plans Essay
Future Career Plans Essay
Toni Craven
 
013 Brilliant Ideas Of Writing Worksheets Spectacular P
013 Brilliant Ideas Of Writing Worksheets Spectacular P013 Brilliant Ideas Of Writing Worksheets Spectacular P
013 Brilliant Ideas Of Writing Worksheets Spectacular P
Vicki Cristol
 
Opportunity formation, stakeholder management and the role of personal and bu...
Opportunity formation, stakeholder management and the role of personal and bu...Opportunity formation, stakeholder management and the role of personal and bu...
Opportunity formation, stakeholder management and the role of personal and bu...
Mario Morello
 

Similar to Don't let data get in the way of a good story (20)

Loss Of Innocence Essay
Loss Of Innocence EssayLoss Of Innocence Essay
Loss Of Innocence Essay
 
Hr Essay Questions. Online assignment writing service.
Hr Essay Questions. Online assignment writing service.Hr Essay Questions. Online assignment writing service.
Hr Essay Questions. Online assignment writing service.
 
Business considerations for privacy and open data: how not to get caught out
Business considerations for privacy and open data: how not to get caught outBusiness considerations for privacy and open data: how not to get caught out
Business considerations for privacy and open data: how not to get caught out
 
Big data and the need for better consumer insights
Big data and the need for better consumer insightsBig data and the need for better consumer insights
Big data and the need for better consumer insights
 
MCAD 2009 - Future of Advertising: session #09 recap (March 23)
MCAD 2009 - Future of Advertising: session #09 recap (March 23)MCAD 2009 - Future of Advertising: session #09 recap (March 23)
MCAD 2009 - Future of Advertising: session #09 recap (March 23)
 
Stories in HCI
Stories in HCIStories in HCI
Stories in HCI
 
For this assignment you will create a power point presentation sha.docx
For this assignment you will create a power point presentation sha.docxFor this assignment you will create a power point presentation sha.docx
For this assignment you will create a power point presentation sha.docx
 
Pamela Rutledge: Planning-ness 2011
Pamela Rutledge:  Planning-ness 2011Pamela Rutledge:  Planning-ness 2011
Pamela Rutledge: Planning-ness 2011
 
Data stories - how to combine the power storytelling with effective data visu...
Data stories - how to combine the power storytelling with effective data visu...Data stories - how to combine the power storytelling with effective data visu...
Data stories - how to combine the power storytelling with effective data visu...
 
How To Write Good Thesis Statements For A Researc
How To Write Good Thesis Statements For A ResearcHow To Write Good Thesis Statements For A Researc
How To Write Good Thesis Statements For A Researc
 
Fce Writing Essay Question
Fce Writing Essay QuestionFce Writing Essay Question
Fce Writing Essay Question
 
Business Law-Sample Paper With Solutions-Updated L
Business Law-Sample Paper With Solutions-Updated LBusiness Law-Sample Paper With Solutions-Updated L
Business Law-Sample Paper With Solutions-Updated L
 
How You Can Write Childcare Observations Using Differen
How You Can Write Childcare Observations Using DifferenHow You Can Write Childcare Observations Using Differen
How You Can Write Childcare Observations Using Differen
 
Essay For College - College Homework. Online assignment writing service.
Essay For College - College Homework. Online assignment writing service.Essay For College - College Homework. Online assignment writing service.
Essay For College - College Homework. Online assignment writing service.
 
Zebra Essay English
Zebra Essay EnglishZebra Essay English
Zebra Essay English
 
Effective Cybersecurity Communication Skills
Effective Cybersecurity Communication SkillsEffective Cybersecurity Communication Skills
Effective Cybersecurity Communication Skills
 
12 principles of data story design
12 principles of data story design12 principles of data story design
12 principles of data story design
 
Future Career Plans Essay
Future Career Plans EssayFuture Career Plans Essay
Future Career Plans Essay
 
013 Brilliant Ideas Of Writing Worksheets Spectacular P
013 Brilliant Ideas Of Writing Worksheets Spectacular P013 Brilliant Ideas Of Writing Worksheets Spectacular P
013 Brilliant Ideas Of Writing Worksheets Spectacular P
 
Opportunity formation, stakeholder management and the role of personal and bu...
Opportunity formation, stakeholder management and the role of personal and bu...Opportunity formation, stakeholder management and the role of personal and bu...
Opportunity formation, stakeholder management and the role of personal and bu...
 

More from mark madsen

Data Architecture: OMG It’s Made of People
Data Architecture: OMG It’s Made of PeopleData Architecture: OMG It’s Made of People
Data Architecture: OMG It’s Made of People
mark madsen
 
Solve User Problems: Data Architecture for Humans
Solve User Problems: Data Architecture for HumansSolve User Problems: Data Architecture for Humans
Solve User Problems: Data Architecture for Humans
mark madsen
 
The Black Box: Interpretability, Reproducibility, and Data Management
The Black Box: Interpretability, Reproducibility, and Data ManagementThe Black Box: Interpretability, Reproducibility, and Data Management
The Black Box: Interpretability, Reproducibility, and Data Management
mark madsen
 
Operationalizing Machine Learning in the Enterprise
Operationalizing Machine Learning in the EnterpriseOperationalizing Machine Learning in the Enterprise
Operationalizing Machine Learning in the Enterprise
mark madsen
 
Building a Data Platform Strata SF 2019
Building a Data Platform Strata SF 2019Building a Data Platform Strata SF 2019
Building a Data Platform Strata SF 2019
mark madsen
 
Architecting a Data Platform For Enterprise Use (Strata NY 2018)
Architecting a Data Platform For Enterprise Use (Strata NY 2018)Architecting a Data Platform For Enterprise Use (Strata NY 2018)
Architecting a Data Platform For Enterprise Use (Strata NY 2018)
mark madsen
 
Architecting a Platform for Enterprise Use - Strata London 2018
Architecting a Platform for Enterprise Use - Strata London 2018Architecting a Platform for Enterprise Use - Strata London 2018
Architecting a Platform for Enterprise Use - Strata London 2018
mark madsen
 
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou RangeA Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
mark madsen
 
How to understand trends in the data & software market
How to understand trends in the data & software marketHow to understand trends in the data & software market
How to understand trends in the data & software market
mark madsen
 
Pay no attention to the man behind the curtain - the unseen work behind data ...
Pay no attention to the man behind the curtain - the unseen work behind data ...Pay no attention to the man behind the curtain - the unseen work behind data ...
Pay no attention to the man behind the curtain - the unseen work behind data ...
mark madsen
 
Assumptions about Data and Analysis: Briefing room webcast slides
Assumptions about Data and Analysis: Briefing room webcast slidesAssumptions about Data and Analysis: Briefing room webcast slides
Assumptions about Data and Analysis: Briefing room webcast slides
mark madsen
 
Everything Has Changed Except Us: Modernizing the Data Warehouse
Everything Has Changed Except Us: Modernizing the Data WarehouseEverything Has Changed Except Us: Modernizing the Data Warehouse
Everything Has Changed Except Us: Modernizing the Data Warehouse
mark madsen
 
Briefing room: An alternative for streaming data collection
Briefing room: An alternative for streaming data collectionBriefing room: An alternative for streaming data collection
Briefing room: An alternative for streaming data collection
mark madsen
 
Building the Enterprise Data Lake: A look at architecture
Building the Enterprise Data Lake: A look at architectureBuilding the Enterprise Data Lake: A look at architecture
Building the Enterprise Data Lake: A look at architecture
mark madsen
 
Briefing Room analyst comments - streaming analytics
Briefing Room analyst comments - streaming analyticsBriefing Room analyst comments - streaming analytics
Briefing Room analyst comments - streaming analytics
mark madsen
 
Everything has changed except us
Everything has changed except usEverything has changed except us
Everything has changed except us
mark madsen
 
Bi isn't big data and big data isn't BI (updated)
Bi isn't big data and big data isn't BI (updated)Bi isn't big data and big data isn't BI (updated)
Bi isn't big data and big data isn't BI (updated)
mark madsen
 
On the edge: analytics for the modern enterprise (analyst comments)
On the edge: analytics for the modern enterprise (analyst comments)On the edge: analytics for the modern enterprise (analyst comments)
On the edge: analytics for the modern enterprise (analyst comments)
mark madsen
 
Crossing the chasm with a high performance dynamically scalable open source p...
Crossing the chasm with a high performance dynamically scalable open source p...Crossing the chasm with a high performance dynamically scalable open source p...
Crossing the chasm with a high performance dynamically scalable open source p...
mark madsen
 
Big Data and Bad Analogies
Big Data and Bad AnalogiesBig Data and Bad Analogies
Big Data and Bad Analogies
mark madsen
 

More from mark madsen (20)

Data Architecture: OMG It’s Made of People
Data Architecture: OMG It’s Made of PeopleData Architecture: OMG It’s Made of People
Data Architecture: OMG It’s Made of People
 
Solve User Problems: Data Architecture for Humans
Solve User Problems: Data Architecture for HumansSolve User Problems: Data Architecture for Humans
Solve User Problems: Data Architecture for Humans
 
The Black Box: Interpretability, Reproducibility, and Data Management
The Black Box: Interpretability, Reproducibility, and Data ManagementThe Black Box: Interpretability, Reproducibility, and Data Management
The Black Box: Interpretability, Reproducibility, and Data Management
 
Operationalizing Machine Learning in the Enterprise
Operationalizing Machine Learning in the EnterpriseOperationalizing Machine Learning in the Enterprise
Operationalizing Machine Learning in the Enterprise
 
Building a Data Platform Strata SF 2019
Building a Data Platform Strata SF 2019Building a Data Platform Strata SF 2019
Building a Data Platform Strata SF 2019
 
Architecting a Data Platform For Enterprise Use (Strata NY 2018)
Architecting a Data Platform For Enterprise Use (Strata NY 2018)Architecting a Data Platform For Enterprise Use (Strata NY 2018)
Architecting a Data Platform For Enterprise Use (Strata NY 2018)
 
Architecting a Platform for Enterprise Use - Strata London 2018
Architecting a Platform for Enterprise Use - Strata London 2018Architecting a Platform for Enterprise Use - Strata London 2018
Architecting a Platform for Enterprise Use - Strata London 2018
 
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou RangeA Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
A Brief Tour through the Geology & Endemic Botany of the Klamath-Siskiyou Range
 
How to understand trends in the data & software market
How to understand trends in the data & software marketHow to understand trends in the data & software market
How to understand trends in the data & software market
 
Pay no attention to the man behind the curtain - the unseen work behind data ...
Pay no attention to the man behind the curtain - the unseen work behind data ...Pay no attention to the man behind the curtain - the unseen work behind data ...
Pay no attention to the man behind the curtain - the unseen work behind data ...
 
Assumptions about Data and Analysis: Briefing room webcast slides
Assumptions about Data and Analysis: Briefing room webcast slidesAssumptions about Data and Analysis: Briefing room webcast slides
Assumptions about Data and Analysis: Briefing room webcast slides
 
Everything Has Changed Except Us: Modernizing the Data Warehouse
Everything Has Changed Except Us: Modernizing the Data WarehouseEverything Has Changed Except Us: Modernizing the Data Warehouse
Everything Has Changed Except Us: Modernizing the Data Warehouse
 
Briefing room: An alternative for streaming data collection
Briefing room: An alternative for streaming data collectionBriefing room: An alternative for streaming data collection
Briefing room: An alternative for streaming data collection
 
Building the Enterprise Data Lake: A look at architecture
Building the Enterprise Data Lake: A look at architectureBuilding the Enterprise Data Lake: A look at architecture
Building the Enterprise Data Lake: A look at architecture
 
Briefing Room analyst comments - streaming analytics
Briefing Room analyst comments - streaming analyticsBriefing Room analyst comments - streaming analytics
Briefing Room analyst comments - streaming analytics
 
Everything has changed except us
Everything has changed except usEverything has changed except us
Everything has changed except us
 
Bi isn't big data and big data isn't BI (updated)
Bi isn't big data and big data isn't BI (updated)Bi isn't big data and big data isn't BI (updated)
Bi isn't big data and big data isn't BI (updated)
 
On the edge: analytics for the modern enterprise (analyst comments)
On the edge: analytics for the modern enterprise (analyst comments)On the edge: analytics for the modern enterprise (analyst comments)
On the edge: analytics for the modern enterprise (analyst comments)
 
Crossing the chasm with a high performance dynamically scalable open source p...
Crossing the chasm with a high performance dynamically scalable open source p...Crossing the chasm with a high performance dynamically scalable open source p...
Crossing the chasm with a high performance dynamically scalable open source p...
 
Big Data and Bad Analogies
Big Data and Bad AnalogiesBig Data and Bad Analogies
Big Data and Bad Analogies
 

Recently uploaded

一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
ewymefz
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
benishzehra469
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
axoqas
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
John Andrews
 
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
correoyaya
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Subhajit Sahu
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
MaleehaSheikh2
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
haila53
 
Jpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization SampleJpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization Sample
James Polillo
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Subhajit Sahu
 
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
vcaxypu
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
ocavb
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
Tiktokethiodaily
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
Oppotus
 

Recently uploaded (20)

一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
 
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
 
Jpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization SampleJpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization Sample
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
 
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
一比一原版(RUG毕业证)格罗宁根大学毕业证成绩单
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
 

Don't let data get in the way of a good story

  • 1. Don’t let data get in the way of a good story? February, 2015 Mark Madsen www.ThirdNature.net @markmadsen
  • 2. Copyright Third Nature, Inc. The problem with bad framing s Leads to bad assumptions about use, inappropriate features, poor understanding of substitutability and the impacts it will have.
  • 3. © Third Nature Inc.© Third Nature Inc. “Story” often devolves to discussions about this
  • 4. Copyright Third Nature, Inc. There can be many structures, as many as there are tellers. “Story” is one form of narrative, a specific sequence of events - what happens.
  • 5. Copyright Third Nature, Inc. Visuals vs words: a narrative, without story
  • 6. Copyright Third Nature, Inc. Borrowing from film: fabula and syuzhet, the story and the way it’s told; similar to story and plot
  • 7. Copyright Third Nature, Inc. The purpose of a story is to raise your blood pressure, not your IQ.
  • 8. Copyright Third Nature, Inc. Engage emotion vs engage intellect Anecdote vs evidence (data) Alchemy vs Science Stories engage emotion vs engaging intellect
  • 9. Copyright Third Nature, Inc. Stories provide anecdote over evidence
  • 10. Copyright Third Nature, Inc. Emotion and anecdote over intellect and evidence?
  • 11. © Third Nature Inc.© Third Nature Inc. Abstract The purpose and conclusion Introduction Broad topic to specific focus of paper Methodology (primary) or Background, Review of Literature (secondary) Results (primary) Unbiased reporting of the experimental results Argument, Critique, or Discussion The main discussion, interpretation of results Conclusion Significance of claim, complications, futures Citations There are other narrative structures we could use that aren’t story, and may serve better in a work context Academic paper
  • 12. © Third Nature Inc.© Third Nature Inc. You have a choice in structures and forms Story-driven Data-driven Drama, emotion Interest, anecdote Facts, process Abstract The purpose and conclusion Introduction Broad topic to specific focus of paper Methodology (primary) or Background, Review of Literature (secondary) Results (primary) Unbiased reporting of the experimental results Argument, Critique, or Discussion The main discussion, interpretation of results Conclusion Significance of claim, complications, futures Citations
  • 13. Copyright Third Nature, Inc. Interconnections This shows the slow change of culture and practice. There are two opposing conclusions one could draw after analyzing this, depending entirely on your perspective. You are an unreliable narrator
  • 14. Copyright Third Nature, Inc. Story #1: the data warehouse market takes over Do new stuff with old things
  • 15. Copyright Third Nature, Inc. Story #2: the big data market takes over Big data no 2 Do old stuff with new things
  • 16. Copyright Third Nature, Inc. A problem that doesn’t seem like a problem: Storytelling gives priority to authoritative, definitive voicing. You are the giver, everyone else is the receiver, all the information comes from you, personally.
  • 17. Copyright Third Nature, Inc. 藪の中 (Rashomon) Recall that stories are a sequence of events told in a particular order and way. There are many stories for any situation, not just one, and they are subject to many human frailties. Reality is consensual, not objective. The solution is generative, via discourse.
  • 19. Copyright Third Nature, Inc. Audience mediates your choice of narrative structure
  • 20. Copyright Third Nature, Inc. The context of the communication matters too
  • 21. Copyright Third Nature, Inc. Where should you start? “The beginning is the most important part of the work.” – Plato
  • 22. Copyright Third Nature, Inc. “In the Kamigata area they have a sort of tiered lunchbox they use for a single day when flower viewing. Upon returning, they throw them away, trampling them underfoot. The end is important in all things.” – Tsunetomo Yamamoto, Hagakure, 1716 The top level goal is to effect change (or the opposite) by communicating data or insight from the data. 1. Define the change you want. 2. Work from this to your goal or intent in communicating. 3. From this, decide what narrative and techniques will work best for your intent, audience and content.
  • 23. Figure: Pirolli and Card, 2005Effort Structure Understanding human sensemaking will help make it actionable
  • 24. Copyright Third Nature, Inc. Goal and Intent To explore and understand: ▪ to interpret the data and the models ▪ to reason and build shared understanding – learning causes and effects To inform and explain: ▪ to inform – here is an answer ▪ to explain the data and interpretation – here is how this works ▪ to educate / teach – here is how you can learn this To convince and decide: ▪ to prompt someone to take action ▪ to communicate the truth* ▪ to convince others that this interpretation is the right one ▪ to make a decision or choose a course of action
  • 25. Copyright Third Nature, Inc. In practice… When communicating, you are at the intersection of: ▪ Your goal ▪ The type of audience ▪ The goals of the people in that audience ▪ The context in which they participate There is a formula, just remember: “I want to <X> the audience of <Y> in the <Z>” where: <X> is your goal, <Y> is the type of audience, and <Z> is format in which you will interact with them.
  • 26. Copyright Third Nature, Inc. For example: presenting findings to a large group
  • 27. © Third Nature Inc.© Third Nature Inc. Techniques vary by context. For example, meaningless charts and formulas are effective This presentation is more persuasive because I’m using charts* *see the references
  • 28. Copyright Third Nature, Inc. Storyboarding Storyboarding is a verb. It’s important to focus on the process, not on the product. We spend too much time infatuated with product, not enough with why.
  • 29. Copyright Third Nature, Inc. For example: getting people to decide and act
  • 30. © Third Nature Inc.© Third Nature Inc. It’s hard to get people to take ownership What if you want them to take ownership and do something other than eat doughnuts in meetings? This is an important part of many analyst’s jobs. Not “nice story, when can you get that to me” but “I’ll take it from here”.
  • 31. Copyright Third Nature, Inc. Which viz is better? There is an easy first segmentation in your audience: are they analysts, or consumers of analysis? Statistical graphics and classic visualization says the latter. Visuals to communicate and visuals to understand, or to explore data vs explain data, will lead to different requirements, driven by different goals.
  • 32. Copyright Third Nature, Inc. How we develop best practices: survival bias
  • 33. Copyright Third Nature, Inc. “A story has no beginning or end: arbitrarily one chooses that moment of experience from which to look back or from which to look ahead.” ― Graham Greene, The End of the Affair
  • 34. Copyright Third Nature, Inc. References Understanding Comics, The Invisible Art, Scott McCloud, 1993 Story and Discourse: Narrative Structure in Fiction and Film, Seymour Chatman, 1980 Visualizing Statistical Mix Effects and Simpson’s Paradox, Zan Armstrong and Martin Wattenberg, 2014 Infovis and Statistical Graphics: Different Goals, Different Looks, Andrew Gelman and Antony Unwin, 2012 The Sensemaking Process and Leverage Points for Analyst Technology , Peter Pirolli, Stuart Card, 2005 Blinded Me with Science: Trivial Graphs and Formulas Make Ads More Persuasive, Brian Wansink, Public Understanding of Science, September, 2014 The nonsense math effect, Kimmo Eriksson, Judgment and Decision Making, Vol. 7, No. 6, November 2012, pp. 746–74
  • 35. Copyright Third Nature, Inc. CC Image Attributions Thanks to the people who supplied the creative commons licensed images used in this presentation: meeting CC 7023561195_f30a5d0281_z.jpg - https://www.flickr.com/photos/j_benson/7023561195/ meeting execs CC.jpg - https://www.flickr.com/photos/dpstyles/4835354126/ presentation big screen big room CC.jpg - https://www.flickr.com/photos/101268966
  • 36. Copyright Third Nature, Inc. About the Presenter Mark Madsen is president of Third Nature, a technology research and consulting firm focused on business intelligence, data integration and data management. Mark is an award-winning author, architect and CTO whose work has been featured in numerous industry publications. Over the past ten years Mark received awards for his work from the American Productivity & Quality Center, TDWI, and the Smithsonian Institute. He is an international speaker, a contributor to Forbes Online and on the O’Reilly Strata program committee. For more information or to contact Mark, follow @markmadsen on Twitter or visit http://ThirdNature.net
  • 37. Copyright Third Nature, Inc. About Third Nature Third Nature is a research and consulting firm focused on new and emerging technology and practices in analytics, business intelligence, information strategy and data management. If your question is related to data, analytics, information strategy and technology infrastructure then you‘re at the right place. Our goal is to help organizations solve problems using data. We offer education, consulting and research services to support business and IT organizations as well as technology vendors. We fill the gap between what the industry analyst firms cover and what IT needs. We specialize in product and technology analysis, so we look at emerging technologies and markets, evaluating technology and hw it is applied rather than vendor market positions.