SlideShare a Scribd company logo
Visualizing Email Content:
Portraying Relationships from
Conversational Histories
Viégas, F. B., Golder, S., & Donath, J. (2006, April). In Proceedings
of the SIGCHI conference on Human Factors in computing
systems (pp. 979-988). ACM.
Discussion lead: Cori Faklaris H565 11/10/15
About the study
Predecessor:
“Conversation
Map” (2003)
Example:
Usenet
newsgroup
soc.culture.
albanian
“Themail” visualization of email stored in multiple
mailboxes (2006)
1. What sorts of things do I, the owner of
the archive, talk about with each of my
email contacts?
2. How do my email conversations with
one person differ from those with other
people?
The Themail tool answers two main questions:
Interface:
• One relationship displayed at a
time
• “Yearly” words large, faint in
background = most used in 1
year
• Yearly words are static and
unclickable
Components of the Themail system:
Content-parsing:
“Monthly” words in yellow, appear
in foreground = selection and
font size dictated by frequency of
use and distinctiveness to
relationship
Select these to recall email
messages that caused the
keyword to appear in the timeline
Components of the Themail system:
Content-parsing:
• “Monthly” words in yellow, appear
in foreground = selection and font
size dictated by frequency of use
and distinctiveness to relationship
• Select keywords to recall email
messages that caused the keyword
to appear in the timeline
• Type letters to highlight in timeline
Content-parsing:
• User uploads mailboxes for both
outgoing and incoming mail
• Can identify all emails that belong to
the same person, i.e
jane@smith.com, janesmith@u.edu
• Discards spam = user never emailed
Components of the Themail system (cont’d):
Content-parsing:
• Uses Salton’s TFIDF algorithm
to score relative frequency of
keywords
• “Yearly” keywords weighted
higher than “monthly” keywords
• Outputs a datafile that is read by
the visualization
Methodology for study
• 16 evaluators ages 18-53
• 4 female, 12 male
• Selected from population of
university and tech/telecom
industry contacts
• Recruited via mailing lists
• No $$ compensation
• Distributed to participants
via email, used privately
• Users know dataset
• Semi-structured interviews
of 90 minutes to debrief
• Interviews recorded for
content coding
Results
• Average
participant
enjoyment: 3.9
on a 5 scale
• Would use
again? 87%
said yes
Results: “Haystack” mode -- “big picture”
• Most participants were reported to be excited at looking
back at this portrait of their past selves.
• They took pleasure in using it to reminisce in the same
way as paging through a photo album.
• The tool helped them to recall details of their past
relationships and to view how these evolved over time,
such as from peer to boss or child to adult.
Results: “Needle” mode
• About 1 in 5 participants wanted to use Themail to search
for specific bits of information.
• These participants often were underwhelmed by the tool.
• The ease of querying specific emails -- through the ability
to select keywords and see which emails caused the
words to appear in the visualization -- increased trust in
and acceptance of the tool.
Limitations
• Too high of weight given to
topical keywords in forwarded
messages
• Stock email signatures generate
unrepresentative keywords
• Doesn’t know expressions, only
words = misses phrases’ tone
and texture
Among the implications:
• HCI method has benefits: Tested in a natural setting (“in the
wild”) and with familiar data, so users quickly pointed out key
problems and didn’t have to worry about privacy of their data.
• Propose the importance of personal identification with data
based on methodology, results.
• Email is a habitat like other forms of digital communication.
Analytics can be valuable feedback to improve how it’s used.
Other
visualizations for
email
Stephen Wolfram’s “Personal Analytics” for email, other data (2012)
(http://blog.stephenwolfram.com/2012/03/the-personal-analytics-of-my-life/)
Gmail Meter (2012)
(http://www.gmailmeter.com/)
MIT’s Immersion email visualization
(2013)
(http://immersion.media.mit.edu)
Social media
analytics
dashboards
Klout dashboard
Twitter notification highlights
Twitter analytics
dashboard
Facebook Memories
Facebook Page
Insights
Discussion
1a. What are the benefits of being
able to visualize email
conversations?
Benefits discussed in the paper
● Data as portrait, like a photo album.
● See the evolution of relationships.
● Get new perspectives on relationships.
● Be reminded of events that had been forgotten.
Benefits discussed elsewhere
● Get a richer understanding of your past self = self-reflection.
● A form of artistic expression with beauty and power in itself.
● Helps the users explore privacy and disclosure by drawing users’
attention to conversational data in a new context.
● Aid users to become more efficient managers and project leaders by
visualizing time on tasks: activity and backlogs.
● It could be a effective feedback tool to improve email usage.
Sources: MIT Immersion project website, Stephen Wolfram interview in Harvard Business Review
My take
● Because email today for me is associated with
overwhelming stress, I tend to avoid it. A tool such as this
could lure me back to using email as a primary channel of
communication by re-associating it with the pleasure and
social benefits during my first use of email in the Unix era.
1b. How effective was Themail at
providing these benefits?
1c. How could it be improved?
● Remove forwarded emails and cut out email signatures to scrub data
of unrepresentative keywords.
● Would be useful to analyze traffic patterns to help determine if an
email is part of a conversation or is instead a broadcast.
● Themail doesn’t know expressions = can’t grasp tone, texture.
● Show literacy level of the conversations, length of email threads,
graphs of sent/received email over time.
Limitations / suggestions for improvement
2a. The majority of participants used
Themail in the “haystack” mode.
Why do you think this is?
(Shanglei Zhang)
Why “haystack” mode
● It’s new. Participants took it at face value.
● Participants responded to the aesthetic expression of the software
(the colors, arrangement of words in the timeline format, differing
sizes of the keywords) as much as the content.
● Most people found pleasure in reminiscing as if it were a photo album.
This may not be an uncommon reaction to receiving ego-centric
feedback in social or collaborative software.
2b. How do you see yourself using
an email visualization tool
such as Themail?
In “The Secret Life of Online Moms:
Anonymity and Disinhibition on
YouBeMom.com,” researchers used the
Linguistic Inquiry and Word Count (LIWC)
and Phrase Net tools and Word Tree
software to analyze and visualize information
scraped from a website. ...
3. How does Themail’s method differ
from the YouBeMoms.com analysis?
Why would you use one versus the
other in HCI research?
(Hanlin Li)
YouBeMoms.com study vs. Themail study
● The YouBeMoms.com data spanned four years, 4.8
million posts and 47 million comments. Quantitative,
removed from users.
● Themail used privately. Less data (but still: average
number of mailboxes uploaded was 19, spanning up to
more than 9 years). Qualitative, ethnographic.
● Themail participants helped guide interpretations.
● What is study purpose? Description vs. exploration.
4a. If you conducted the Themail
study today, do you think you would
see the same results as 10 years
ago?
4b. How applicable is this tool and
insights to the way we communicate
today, such as through messaging
apps or social media such as
Facebook or Instagram?
Thank you!

More Related Content

Viewers also liked

מצגת לדף בית
מצגת לדף ביתמצגת לדף בית
מצגת לדף ביתaryeh123
 
Temas discutidos y realizados
Temas discutidos y realizadosTemas discutidos y realizados
Temas discutidos y realizadostumtun
 
Social media boot camp: "HeyCori"'s tips for successful engagement online
Social media boot camp: "HeyCori"'s tips for successful engagement onlineSocial media boot camp: "HeyCori"'s tips for successful engagement online
Social media boot camp: "HeyCori"'s tips for successful engagement online
University of North Carolina at Charlotte
 
Together: An app to foster community for young urbanites
Together: An app to foster community for young urbanitesTogether: An app to foster community for young urbanites
Together: An app to foster community for young urbanites
University of North Carolina at Charlotte
 
5 ideas for paying for college as an adult returning student
5 ideas for paying for college as an adult returning student5 ideas for paying for college as an adult returning student
5 ideas for paying for college as an adult returning student
University of North Carolina at Charlotte
 
Creating a Sensational Workplace Through the Senses!
Creating a Sensational Workplace Through the Senses!Creating a Sensational Workplace Through the Senses!
Creating a Sensational Workplace Through the Senses!
Sylvia Garvin
 
07 01 2014 uset shein presnetation
07 01 2014 uset   shein presnetation07 01 2014 uset   shein presnetation
07 01 2014 uset shein presnetation
Jacqui Fernie
 
The State of E-Discovery as Social Media Goes Mobile
The State of E-Discovery as Social Media Goes Mobile The State of E-Discovery as Social Media Goes Mobile
The State of E-Discovery as Social Media Goes Mobile
University of North Carolina at Charlotte
 
Ang Kwintas
Ang KwintasAng Kwintas
Ang Kwintas
Leihc Cagamo
 
Total parenteral nutrition
Total parenteral nutritionTotal parenteral nutrition
Total parenteral nutrition
Vinay gowda
 
If You Are Going To Skydive, You Need a Parachute: Navigating the World of H...
If You Are Going To Skydive, You Need a Parachute:  Navigating the World of H...If You Are Going To Skydive, You Need a Parachute:  Navigating the World of H...
If You Are Going To Skydive, You Need a Parachute: Navigating the World of H...
University of North Carolina at Charlotte
 

Viewers also liked (15)

מצגת לדף בית
מצגת לדף ביתמצגת לדף בית
מצגת לדף בית
 
Temas discutidos y realizados
Temas discutidos y realizadosTemas discutidos y realizados
Temas discutidos y realizados
 
Parts cpu
Parts cpuParts cpu
Parts cpu
 
Social media boot camp: "HeyCori"'s tips for successful engagement online
Social media boot camp: "HeyCori"'s tips for successful engagement onlineSocial media boot camp: "HeyCori"'s tips for successful engagement online
Social media boot camp: "HeyCori"'s tips for successful engagement online
 
Together: An app to foster community for young urbanites
Together: An app to foster community for young urbanitesTogether: An app to foster community for young urbanites
Together: An app to foster community for young urbanites
 
5 ideas for paying for college as an adult returning student
5 ideas for paying for college as an adult returning student5 ideas for paying for college as an adult returning student
5 ideas for paying for college as an adult returning student
 
Practica formats pes_arxius_cognom_nom
Practica formats pes_arxius_cognom_nomPractica formats pes_arxius_cognom_nom
Practica formats pes_arxius_cognom_nom
 
Creating a Sensational Workplace Through the Senses!
Creating a Sensational Workplace Through the Senses!Creating a Sensational Workplace Through the Senses!
Creating a Sensational Workplace Through the Senses!
 
07 01 2014 uset shein presnetation
07 01 2014 uset   shein presnetation07 01 2014 uset   shein presnetation
07 01 2014 uset shein presnetation
 
คนิต
คนิตคนิต
คนิต
 
The State of E-Discovery as Social Media Goes Mobile
The State of E-Discovery as Social Media Goes Mobile The State of E-Discovery as Social Media Goes Mobile
The State of E-Discovery as Social Media Goes Mobile
 
SmartBike, ParisVelib'
SmartBike, ParisVelib'SmartBike, ParisVelib'
SmartBike, ParisVelib'
 
Ang Kwintas
Ang KwintasAng Kwintas
Ang Kwintas
 
Total parenteral nutrition
Total parenteral nutritionTotal parenteral nutrition
Total parenteral nutrition
 
If You Are Going To Skydive, You Need a Parachute: Navigating the World of H...
If You Are Going To Skydive, You Need a Parachute:  Navigating the World of H...If You Are Going To Skydive, You Need a Parachute:  Navigating the World of H...
If You Are Going To Skydive, You Need a Parachute: Navigating the World of H...
 

Similar to "Visualizing Email Content": Article discussion slides

Using A Mixed Methods Approach
Using A Mixed Methods ApproachUsing A Mixed Methods Approach
Using A Mixed Methods Approach
Deb Birch
 
Senior Citizens & Technical Communication
Senior Citizens & Technical CommunicationSenior Citizens & Technical Communication
Senior Citizens & Technical Communication
The Green Fire Agency
 
The Role of Families and the Community Proposal Template (N.docx
The Role of Families and the Community Proposal Template  (N.docxThe Role of Families and the Community Proposal Template  (N.docx
The Role of Families and the Community Proposal Template (N.docx
ssusera34210
 
User-Generated Content and Social Discovery in the Academic Library Catalogu...
User-Generated Content and Social Discovery in the Academic Library Catalogu...User-Generated Content and Social Discovery in the Academic Library Catalogu...
User-Generated Content and Social Discovery in the Academic Library Catalogu...
Steve Toub
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media Analysis
Farida Vis
 
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...Timo Wandhoefer
 
Cis2011 report
Cis2011 reportCis2011 report
Cis2011 report
dabeckrock
 
Text, Tags and Thumbnails: Latest Trends in Bioscience Literature Search
Text, Tags and Thumbnails:Latest Trends in Bioscience Literature SearchText, Tags and Thumbnails:Latest Trends in Bioscience Literature Search
Text, Tags and Thumbnails: Latest Trends in Bioscience Literature Searchmarti_hearst
 
Psychology of Social Media:Implication for Design
Psychology of Social Media:Implication for DesignPsychology of Social Media:Implication for Design
Psychology of Social Media:Implication for Design
Shelly D. Farnham, Ph.D.
 
Community needs assessment.pla_2014.handout
Community needs assessment.pla_2014.handoutCommunity needs assessment.pla_2014.handout
Community needs assessment.pla_2014.handout
Eastern Lancaster County Library
 
How Do UK Students, Researchers and Academics use the Internet
How Do UK Students, Researchers and Academics use the InternetHow Do UK Students, Researchers and Academics use the Internet
How Do UK Students, Researchers and Academics use the Internet
Caroline Williams
 
Facilitating collaboration
Facilitating collaborationFacilitating collaboration
Facilitating collaboration
Hazel Hall
 
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
kristenlabonte
 
Au Psy492 M7 A3 E Portf Brito A.Doc
Au Psy492 M7 A3 E Portf Brito A.DocAu Psy492 M7 A3 E Portf Brito A.Doc
Au Psy492 M7 A3 E Portf Brito A.Docadrianabrito66
 
Social media as a tool for terminological research
Social media as a tool for terminological researchSocial media as a tool for terminological research
Social media as a tool for terminological research
TERMCAT
 
Social comm final report
Social comm final reportSocial comm final report
Social comm final report
abeldridge
 
Usability and its use for Academic Libraries
Usability and its use for Academic LibrariesUsability and its use for Academic Libraries
Usability and its use for Academic Libraries
dfordishes
 

Similar to "Visualizing Email Content": Article discussion slides (20)

Using A Mixed Methods Approach
Using A Mixed Methods ApproachUsing A Mixed Methods Approach
Using A Mixed Methods Approach
 
Mlj 2013 itm
Mlj 2013 itmMlj 2013 itm
Mlj 2013 itm
 
Senior Citizens & Technical Communication
Senior Citizens & Technical CommunicationSenior Citizens & Technical Communication
Senior Citizens & Technical Communication
 
The Role of Families and the Community Proposal Template (N.docx
The Role of Families and the Community Proposal Template  (N.docxThe Role of Families and the Community Proposal Template  (N.docx
The Role of Families and the Community Proposal Template (N.docx
 
Social search
Social searchSocial search
Social search
 
User-Generated Content and Social Discovery in the Academic Library Catalogu...
User-Generated Content and Social Discovery in the Academic Library Catalogu...User-Generated Content and Social Discovery in the Academic Library Catalogu...
User-Generated Content and Social Discovery in the Academic Library Catalogu...
 
209
209209
209
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media Analysis
 
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...
Online Forums vs. Social Networks: Two Case Studies to support eGovernment wi...
 
Cis2011 report
Cis2011 reportCis2011 report
Cis2011 report
 
Text, Tags and Thumbnails: Latest Trends in Bioscience Literature Search
Text, Tags and Thumbnails:Latest Trends in Bioscience Literature SearchText, Tags and Thumbnails:Latest Trends in Bioscience Literature Search
Text, Tags and Thumbnails: Latest Trends in Bioscience Literature Search
 
Psychology of Social Media:Implication for Design
Psychology of Social Media:Implication for DesignPsychology of Social Media:Implication for Design
Psychology of Social Media:Implication for Design
 
Community needs assessment.pla_2014.handout
Community needs assessment.pla_2014.handoutCommunity needs assessment.pla_2014.handout
Community needs assessment.pla_2014.handout
 
How Do UK Students, Researchers and Academics use the Internet
How Do UK Students, Researchers and Academics use the InternetHow Do UK Students, Researchers and Academics use the Internet
How Do UK Students, Researchers and Academics use the Internet
 
Facilitating collaboration
Facilitating collaborationFacilitating collaboration
Facilitating collaboration
 
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
Professor Dagobert Soergel's talk (2009 CISTA Award Recipient): Task-centric ...
 
Au Psy492 M7 A3 E Portf Brito A.Doc
Au Psy492 M7 A3 E Portf Brito A.DocAu Psy492 M7 A3 E Portf Brito A.Doc
Au Psy492 M7 A3 E Portf Brito A.Doc
 
Social media as a tool for terminological research
Social media as a tool for terminological researchSocial media as a tool for terminological research
Social media as a tool for terminological research
 
Social comm final report
Social comm final reportSocial comm final report
Social comm final report
 
Usability and its use for Academic Libraries
Usability and its use for Academic LibrariesUsability and its use for Academic Libraries
Usability and its use for Academic Libraries
 

More from University of North Carolina at Charlotte

A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC CharlotteA Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
University of North Carolina at Charlotte
 
Human Factors at the Grid Edge
Human Factors at the Grid EdgeHuman Factors at the Grid Edge
Human Factors at the Grid Edge
University of North Carolina at Charlotte
 
An Introduction to Generative AI
An Introduction  to Generative AIAn Introduction  to Generative AI
An Introduction to Generative AI
University of North Carolina at Charlotte
 
Components of a Model of Cybersecurity Behavior Adoption
Components of a Model of Cybersecurity Behavior AdoptionComponents of a Model of Cybersecurity Behavior Adoption
Components of a Model of Cybersecurity Behavior Adoption
University of North Carolina at Charlotte
 
Behavior Change Using Social Influences
Behavior Change Using Social InfluencesBehavior Change Using Social Influences
Behavior Change Using Social Influences
University of North Carolina at Charlotte
 
Designing for Usable Security and Privacy
Designing for Usable Security and PrivacyDesigning for Usable Security and Privacy
Designing for Usable Security and Privacy
University of North Carolina at Charlotte
 
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
University of North Carolina at Charlotte
 
A Self-Report Measure of End-User Security Attitudes (SA-6)
A Self-Report Measure of End-User Security Attitudes (SA-6)A Self-Report Measure of End-User Security Attitudes (SA-6)
A Self-Report Measure of End-User Security Attitudes (SA-6)
University of North Carolina at Charlotte
 
Reframing Usable Privacy + Security to Design for 'Cyber Health'
Reframing Usable Privacy + Security to Design for 'Cyber Health'Reframing Usable Privacy + Security to Design for 'Cyber Health'
Reframing Usable Privacy + Security to Design for 'Cyber Health'
University of North Carolina at Charlotte
 
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
University of North Carolina at Charlotte
 
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
University of North Carolina at Charlotte
 
Reframing Organizational Cybersecurity to Design for “Cyber Health”
Reframing  Organizational Cybersecurity to Design for “Cyber Health”Reframing  Organizational Cybersecurity to Design for “Cyber Health”
Reframing Organizational Cybersecurity to Design for “Cyber Health”
University of North Carolina at Charlotte
 
Social Media Best Practices - CMU Fall 2017
Social Media Best Practices - CMU Fall 2017Social Media Best Practices - CMU Fall 2017
Social Media Best Practices - CMU Fall 2017
University of North Carolina at Charlotte
 

More from University of North Carolina at Charlotte (13)

A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC CharlotteA Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
A Guide to AI for Smarter Nonprofits - Dr. Cori Faklaris, UNC Charlotte
 
Human Factors at the Grid Edge
Human Factors at the Grid EdgeHuman Factors at the Grid Edge
Human Factors at the Grid Edge
 
An Introduction to Generative AI
An Introduction  to Generative AIAn Introduction  to Generative AI
An Introduction to Generative AI
 
Components of a Model of Cybersecurity Behavior Adoption
Components of a Model of Cybersecurity Behavior AdoptionComponents of a Model of Cybersecurity Behavior Adoption
Components of a Model of Cybersecurity Behavior Adoption
 
Behavior Change Using Social Influences
Behavior Change Using Social InfluencesBehavior Change Using Social Influences
Behavior Change Using Social Influences
 
Designing for Usable Security and Privacy
Designing for Usable Security and PrivacyDesigning for Usable Security and Privacy
Designing for Usable Security and Privacy
 
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
How can we boost 'cyber health' ? Psychometrics, social appeals and tools for...
 
A Self-Report Measure of End-User Security Attitudes (SA-6)
A Self-Report Measure of End-User Security Attitudes (SA-6)A Self-Report Measure of End-User Security Attitudes (SA-6)
A Self-Report Measure of End-User Security Attitudes (SA-6)
 
Reframing Usable Privacy + Security to Design for 'Cyber Health'
Reframing Usable Privacy + Security to Design for 'Cyber Health'Reframing Usable Privacy + Security to Design for 'Cyber Health'
Reframing Usable Privacy + Security to Design for 'Cyber Health'
 
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
Social Cybersecurity: Ideas for Nudging Secure Behaviors Through Social Influ...
 
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
Share & Share Alike? An Exploration of Secure Behaviors in Romantic Relations...
 
Reframing Organizational Cybersecurity to Design for “Cyber Health”
Reframing  Organizational Cybersecurity to Design for “Cyber Health”Reframing  Organizational Cybersecurity to Design for “Cyber Health”
Reframing Organizational Cybersecurity to Design for “Cyber Health”
 
Social Media Best Practices - CMU Fall 2017
Social Media Best Practices - CMU Fall 2017Social Media Best Practices - CMU Fall 2017
Social Media Best Practices - CMU Fall 2017
 

Recently uploaded

Your LinkedIn Success Starts Here.......
Your LinkedIn Success Starts Here.......Your LinkedIn Success Starts Here.......
Your LinkedIn Success Starts Here.......
SocioCosmos
 
SluggerPunk Final Angel Investor Proposal
SluggerPunk Final Angel Investor ProposalSluggerPunk Final Angel Investor Proposal
SluggerPunk Final Angel Investor Proposal
grogshiregames
 
HOW TO USE FACEBOOK _ by Clarissa Credito
HOW TO USE FACEBOOK _ by Clarissa CreditoHOW TO USE FACEBOOK _ by Clarissa Credito
HOW TO USE FACEBOOK _ by Clarissa Credito
ClarissaAlanoCredito
 
Grow Your Reddit Community Fast.........
Grow Your Reddit Community Fast.........Grow Your Reddit Community Fast.........
Grow Your Reddit Community Fast.........
SocioCosmos
 
SluggerPunk Angel Investor Final Proposal
SluggerPunk Angel Investor Final ProposalSluggerPunk Angel Investor Final Proposal
SluggerPunk Angel Investor Final Proposal
grogshiregames
 
Transform Your Presence Now!..............
Transform Your Presence Now!..............Transform Your Presence Now!..............
Transform Your Presence Now!..............
SocioCosmos
 
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
ryxqoswi
 
Surat Digital Marketing School - course curriculum
Surat Digital Marketing School - course curriculumSurat Digital Marketing School - course curriculum
Surat Digital Marketing School - course curriculum
digitalcourseshop4
 
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
AJHSSR Journal
 
The Evolution of SEO: Insights from a Leading Digital Marketing Agency
The Evolution of SEO: Insights from a Leading Digital Marketing AgencyThe Evolution of SEO: Insights from a Leading Digital Marketing Agency
The Evolution of SEO: Insights from a Leading Digital Marketing Agency
Digital Marketing Lab
 
Unlock TikTok Success with Sociocosmos..
Unlock TikTok Success with Sociocosmos..Unlock TikTok Success with Sociocosmos..
Unlock TikTok Success with Sociocosmos..
SocioCosmos
 
Buy Pinterest Followers, Reactions & Repins Go Viral on Pinterest with Socio...
Buy Pinterest Followers, Reactions & Repins  Go Viral on Pinterest with Socio...Buy Pinterest Followers, Reactions & Repins  Go Viral on Pinterest with Socio...
Buy Pinterest Followers, Reactions & Repins Go Viral on Pinterest with Socio...
SocioCosmos
 
HOW TO USE THREADS an Instagram App_ by Clarissa Credito
HOW TO USE THREADS an Instagram App_ by Clarissa CreditoHOW TO USE THREADS an Instagram App_ by Clarissa Credito
HOW TO USE THREADS an Instagram App_ by Clarissa Credito
ClarissaAlanoCredito
 
Project Serenity — 33% Life-time Commissions.docx
Project Serenity — 33% Life-time Commissions.docxProject Serenity — 33% Life-time Commissions.docx
Project Serenity — 33% Life-time Commissions.docx
zeqirielmedina8
 
Your Path to YouTube Stardom Starts Here
Your Path to YouTube Stardom Starts HereYour Path to YouTube Stardom Starts Here
Your Path to YouTube Stardom Starts Here
SocioCosmos
 
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAMLORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
lorraineandreiamcidl
 
Social Media Marketing Strategies .
Social Media Marketing Strategies                     .Social Media Marketing Strategies                     .
Social Media Marketing Strategies .
Virtual Real Design
 
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
AJHSSR Journal
 
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
Febless Hernane
 

Recently uploaded (19)

Your LinkedIn Success Starts Here.......
Your LinkedIn Success Starts Here.......Your LinkedIn Success Starts Here.......
Your LinkedIn Success Starts Here.......
 
SluggerPunk Final Angel Investor Proposal
SluggerPunk Final Angel Investor ProposalSluggerPunk Final Angel Investor Proposal
SluggerPunk Final Angel Investor Proposal
 
HOW TO USE FACEBOOK _ by Clarissa Credito
HOW TO USE FACEBOOK _ by Clarissa CreditoHOW TO USE FACEBOOK _ by Clarissa Credito
HOW TO USE FACEBOOK _ by Clarissa Credito
 
Grow Your Reddit Community Fast.........
Grow Your Reddit Community Fast.........Grow Your Reddit Community Fast.........
Grow Your Reddit Community Fast.........
 
SluggerPunk Angel Investor Final Proposal
SluggerPunk Angel Investor Final ProposalSluggerPunk Angel Investor Final Proposal
SluggerPunk Angel Investor Final Proposal
 
Transform Your Presence Now!..............
Transform Your Presence Now!..............Transform Your Presence Now!..............
Transform Your Presence Now!..............
 
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
快速办理(BCR毕业证书)加州大学河滨分校毕业证文凭证书一模一样
 
Surat Digital Marketing School - course curriculum
Surat Digital Marketing School - course curriculumSurat Digital Marketing School - course curriculum
Surat Digital Marketing School - course curriculum
 
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
Improving Workplace Safety Performance in Malaysian SMEs: The Role of Safety ...
 
The Evolution of SEO: Insights from a Leading Digital Marketing Agency
The Evolution of SEO: Insights from a Leading Digital Marketing AgencyThe Evolution of SEO: Insights from a Leading Digital Marketing Agency
The Evolution of SEO: Insights from a Leading Digital Marketing Agency
 
Unlock TikTok Success with Sociocosmos..
Unlock TikTok Success with Sociocosmos..Unlock TikTok Success with Sociocosmos..
Unlock TikTok Success with Sociocosmos..
 
Buy Pinterest Followers, Reactions & Repins Go Viral on Pinterest with Socio...
Buy Pinterest Followers, Reactions & Repins  Go Viral on Pinterest with Socio...Buy Pinterest Followers, Reactions & Repins  Go Viral on Pinterest with Socio...
Buy Pinterest Followers, Reactions & Repins Go Viral on Pinterest with Socio...
 
HOW TO USE THREADS an Instagram App_ by Clarissa Credito
HOW TO USE THREADS an Instagram App_ by Clarissa CreditoHOW TO USE THREADS an Instagram App_ by Clarissa Credito
HOW TO USE THREADS an Instagram App_ by Clarissa Credito
 
Project Serenity — 33% Life-time Commissions.docx
Project Serenity — 33% Life-time Commissions.docxProject Serenity — 33% Life-time Commissions.docx
Project Serenity — 33% Life-time Commissions.docx
 
Your Path to YouTube Stardom Starts Here
Your Path to YouTube Stardom Starts HereYour Path to YouTube Stardom Starts Here
Your Path to YouTube Stardom Starts Here
 
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAMLORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
LORRAINE ANDREI_LEQUIGAN_HOW TO USE TELEGRAM
 
Social Media Marketing Strategies .
Social Media Marketing Strategies                     .Social Media Marketing Strategies                     .
Social Media Marketing Strategies .
 
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
Exploring The Dimensions and Dynamics of Felt Obligation: A Bibliometric Anal...
 
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE G-TEAMS BY: FEBLESS HERNANE
 

"Visualizing Email Content": Article discussion slides

  • 1. Visualizing Email Content: Portraying Relationships from Conversational Histories Viégas, F. B., Golder, S., & Donath, J. (2006, April). In Proceedings of the SIGCHI conference on Human Factors in computing systems (pp. 979-988). ACM. Discussion lead: Cori Faklaris H565 11/10/15
  • 4. “Themail” visualization of email stored in multiple mailboxes (2006)
  • 5. 1. What sorts of things do I, the owner of the archive, talk about with each of my email contacts? 2. How do my email conversations with one person differ from those with other people? The Themail tool answers two main questions:
  • 6. Interface: • One relationship displayed at a time • “Yearly” words large, faint in background = most used in 1 year • Yearly words are static and unclickable Components of the Themail system: Content-parsing: “Monthly” words in yellow, appear in foreground = selection and font size dictated by frequency of use and distinctiveness to relationship Select these to recall email messages that caused the keyword to appear in the timeline
  • 7. Components of the Themail system: Content-parsing: • “Monthly” words in yellow, appear in foreground = selection and font size dictated by frequency of use and distinctiveness to relationship • Select keywords to recall email messages that caused the keyword to appear in the timeline • Type letters to highlight in timeline
  • 8. Content-parsing: • User uploads mailboxes for both outgoing and incoming mail • Can identify all emails that belong to the same person, i.e jane@smith.com, janesmith@u.edu • Discards spam = user never emailed Components of the Themail system (cont’d): Content-parsing: • Uses Salton’s TFIDF algorithm to score relative frequency of keywords • “Yearly” keywords weighted higher than “monthly” keywords • Outputs a datafile that is read by the visualization
  • 9. Methodology for study • 16 evaluators ages 18-53 • 4 female, 12 male • Selected from population of university and tech/telecom industry contacts • Recruited via mailing lists • No $$ compensation • Distributed to participants via email, used privately • Users know dataset • Semi-structured interviews of 90 minutes to debrief • Interviews recorded for content coding
  • 10. Results • Average participant enjoyment: 3.9 on a 5 scale • Would use again? 87% said yes
  • 11. Results: “Haystack” mode -- “big picture” • Most participants were reported to be excited at looking back at this portrait of their past selves. • They took pleasure in using it to reminisce in the same way as paging through a photo album. • The tool helped them to recall details of their past relationships and to view how these evolved over time, such as from peer to boss or child to adult.
  • 12. Results: “Needle” mode • About 1 in 5 participants wanted to use Themail to search for specific bits of information. • These participants often were underwhelmed by the tool. • The ease of querying specific emails -- through the ability to select keywords and see which emails caused the words to appear in the visualization -- increased trust in and acceptance of the tool.
  • 13. Limitations • Too high of weight given to topical keywords in forwarded messages • Stock email signatures generate unrepresentative keywords • Doesn’t know expressions, only words = misses phrases’ tone and texture
  • 14. Among the implications: • HCI method has benefits: Tested in a natural setting (“in the wild”) and with familiar data, so users quickly pointed out key problems and didn’t have to worry about privacy of their data. • Propose the importance of personal identification with data based on methodology, results. • Email is a habitat like other forms of digital communication. Analytics can be valuable feedback to improve how it’s used.
  • 16. Stephen Wolfram’s “Personal Analytics” for email, other data (2012) (http://blog.stephenwolfram.com/2012/03/the-personal-analytics-of-my-life/)
  • 18. MIT’s Immersion email visualization (2013) (http://immersion.media.mit.edu)
  • 26. 1a. What are the benefits of being able to visualize email conversations?
  • 27. Benefits discussed in the paper ● Data as portrait, like a photo album. ● See the evolution of relationships. ● Get new perspectives on relationships. ● Be reminded of events that had been forgotten.
  • 28. Benefits discussed elsewhere ● Get a richer understanding of your past self = self-reflection. ● A form of artistic expression with beauty and power in itself. ● Helps the users explore privacy and disclosure by drawing users’ attention to conversational data in a new context. ● Aid users to become more efficient managers and project leaders by visualizing time on tasks: activity and backlogs. ● It could be a effective feedback tool to improve email usage. Sources: MIT Immersion project website, Stephen Wolfram interview in Harvard Business Review
  • 29. My take ● Because email today for me is associated with overwhelming stress, I tend to avoid it. A tool such as this could lure me back to using email as a primary channel of communication by re-associating it with the pleasure and social benefits during my first use of email in the Unix era.
  • 30. 1b. How effective was Themail at providing these benefits?
  • 31. 1c. How could it be improved?
  • 32. ● Remove forwarded emails and cut out email signatures to scrub data of unrepresentative keywords. ● Would be useful to analyze traffic patterns to help determine if an email is part of a conversation or is instead a broadcast. ● Themail doesn’t know expressions = can’t grasp tone, texture. ● Show literacy level of the conversations, length of email threads, graphs of sent/received email over time. Limitations / suggestions for improvement
  • 33. 2a. The majority of participants used Themail in the “haystack” mode. Why do you think this is? (Shanglei Zhang)
  • 34. Why “haystack” mode ● It’s new. Participants took it at face value. ● Participants responded to the aesthetic expression of the software (the colors, arrangement of words in the timeline format, differing sizes of the keywords) as much as the content. ● Most people found pleasure in reminiscing as if it were a photo album. This may not be an uncommon reaction to receiving ego-centric feedback in social or collaborative software.
  • 35. 2b. How do you see yourself using an email visualization tool such as Themail?
  • 36. In “The Secret Life of Online Moms: Anonymity and Disinhibition on YouBeMom.com,” researchers used the Linguistic Inquiry and Word Count (LIWC) and Phrase Net tools and Word Tree software to analyze and visualize information scraped from a website. ...
  • 37. 3. How does Themail’s method differ from the YouBeMoms.com analysis? Why would you use one versus the other in HCI research? (Hanlin Li)
  • 38. YouBeMoms.com study vs. Themail study ● The YouBeMoms.com data spanned four years, 4.8 million posts and 47 million comments. Quantitative, removed from users. ● Themail used privately. Less data (but still: average number of mailboxes uploaded was 19, spanning up to more than 9 years). Qualitative, ethnographic. ● Themail participants helped guide interpretations. ● What is study purpose? Description vs. exploration.
  • 39. 4a. If you conducted the Themail study today, do you think you would see the same results as 10 years ago?
  • 40. 4b. How applicable is this tool and insights to the way we communicate today, such as through messaging apps or social media such as Facebook or Instagram?