Rahul Bhargava gives a presentation about empowering people with data. He discusses how data is often not empowering due to lack of transparency, participation and understanding. However, data can be used to improve operations, spread messages and bring people together. Bhargava advocates for more creative and participatory approaches to data literacy, including data sculptures, story sketching and engagement opportunities like gathering and analyzing data. His goal is to help people use data assets to empower others.
You're hearing about data-driven storytelling everywhere. But how do you do it? How do you tell stories with data in creative ways to achieve some goals with the audiences you are speaking to? This session will introduce hands-on approaches to moving from data, to story, to a presentation of that story that convinces people. This is hard work, but we'll make it fun with a variety of hands-on approaches. Bring your background, your brain, your wisdom, and your creativity; together we'll improve our ability to tell compelling stories with data to drive change on the issues you care about.
(Slides from my workshop at the 2018 UN World Data Forum)
Data is too often used “about” people, rather than “with” people. Are you looking for novel ways to engage and empower populations that don’t “speak” the language of data? This workshop session will introduce the Data Culture Project – our suite of hands-on, arts-based, activities that bring people together around data with a goal of empowerment. We’ll do two of our participatory hands-on activities in this workshop – building data sculptures and brainstorming questions to ask a dataset. These activities can be run individually within a project scope to involve various low-data-literacy stakeholders, or can be strung together to do things such as design and paint community-driven data murals. You will walk away with concrete approaches to engaging constituents at various points within your data lifecycle, and inspirational examples of how to empower those that don’t otherwise “speak” data. Only through collaborative outreach, engagement, and capacity building can we truly “leave no-one behind” in the data revolution.
2-day workshop in August of 2019 for NGO staff in Hyderabad.
Over the last decade, the social good sector has rapidly adopted data as a main tool to help accomplish their mission. Whether driven by funder requirements, or internal measurement-focused motivations, CSOs from every sector now use data in a wide variety of pro-social ways. However, this can be a struggle on limited budgets, in low data-literacy settings, and with communities victimized by data efforts in the past.
Come join us for a workshop on new approaches to using data within non-profit settings. We will explore a wider approach to involving communities in all stages of the data pipeline, inspirational low-tech examples, and ways to create and measure effective data storytelling. You’ll walk away with new participatory data activities, a tool belt for more creative and appropriate data storytelling, and experience applying the to your data needs and concerns.
Data visualizations and infographics are powerful communication tools to make information easier to understand and more memorable to an audience. Designing to communicate with data can be applied to PowerPoint presentations, websites, reports, blog posts and infographics.
Randy's talk covers common pitfalls and design tips you can use whether you are working with a designer or going to design your own. Top software and websites used by designers will also be shared, including many free tools that anyone can use. You will get many actionable tips and links you can use right away in your own communication.
Major topics included:
- The Science of Infographics
- Data Visualization Design Tips
- Software applications and website design tools
Custom presentation for the Dallas UX Meetup group in March 2015.
You're hearing about data-driven storytelling everywhere. But how do you do it? How do you tell stories with data in creative ways to achieve some goals with the audiences you are speaking to? This session will introduce hands-on approaches to moving from data, to story, to a presentation of that story that convinces people. This is hard work, but we'll make it fun with a variety of hands-on approaches. Bring your background, your brain, your wisdom, and your creativity; together we'll improve our ability to tell compelling stories with data to drive change on the issues you care about.
(Slides from my workshop at the 2018 UN World Data Forum)
Data is too often used “about” people, rather than “with” people. Are you looking for novel ways to engage and empower populations that don’t “speak” the language of data? This workshop session will introduce the Data Culture Project – our suite of hands-on, arts-based, activities that bring people together around data with a goal of empowerment. We’ll do two of our participatory hands-on activities in this workshop – building data sculptures and brainstorming questions to ask a dataset. These activities can be run individually within a project scope to involve various low-data-literacy stakeholders, or can be strung together to do things such as design and paint community-driven data murals. You will walk away with concrete approaches to engaging constituents at various points within your data lifecycle, and inspirational examples of how to empower those that don’t otherwise “speak” data. Only through collaborative outreach, engagement, and capacity building can we truly “leave no-one behind” in the data revolution.
2-day workshop in August of 2019 for NGO staff in Hyderabad.
Over the last decade, the social good sector has rapidly adopted data as a main tool to help accomplish their mission. Whether driven by funder requirements, or internal measurement-focused motivations, CSOs from every sector now use data in a wide variety of pro-social ways. However, this can be a struggle on limited budgets, in low data-literacy settings, and with communities victimized by data efforts in the past.
Come join us for a workshop on new approaches to using data within non-profit settings. We will explore a wider approach to involving communities in all stages of the data pipeline, inspirational low-tech examples, and ways to create and measure effective data storytelling. You’ll walk away with new participatory data activities, a tool belt for more creative and appropriate data storytelling, and experience applying the to your data needs and concerns.
Data visualizations and infographics are powerful communication tools to make information easier to understand and more memorable to an audience. Designing to communicate with data can be applied to PowerPoint presentations, websites, reports, blog posts and infographics.
Randy's talk covers common pitfalls and design tips you can use whether you are working with a designer or going to design your own. Top software and websites used by designers will also be shared, including many free tools that anyone can use. You will get many actionable tips and links you can use right away in your own communication.
Major topics included:
- The Science of Infographics
- Data Visualization Design Tips
- Software applications and website design tools
Custom presentation for the Dallas UX Meetup group in March 2015.
Infographics and data visualizations are powerful communication tools to make information easier to understand and more memorable to an audience. Designing to communicate with data can be applied to PowerPoint presentations, reports, blog posts and infographics. Randy will share the science behind why infographics work, great examples of how companies are leveraging infographics to communicate information, and design secrets anyone can use to overcome the most common pitfalls and mistakes designers make. Top software and websites used by designers will also be shared, including many free tools that anyone can use. You will get many actionable tips and links you can use right away in your own communication.
Presentation at the RocksDigital Conference on Social Media Day June 30, 2016
Seven Deadly Sins of Infographics Design (and How to Fix Them) SxSW 2016 teaserRandy Krum
Quick teaser from my SxSW 2016 talk proposal. Please help getting the talk into the schedule by voting on the SxSW PanelPicker Monday, August 10 through Friday, September 4, 2015: http://bit.ly/DesignSins
How do you get an audience suffering from information overload to pay attention and absorb information? Infographics and data visualizations communicate data in an easily consumable format. However, designing data visualizations and infographics is different than traditional graphic design. It doesn’t matter if you are designing data visualizations for news publications, presentations, posters, annual reports or online infographics, these seven most deadly design mistakes are made consistently by both expert and novice designers. Research shows that visual information is more easily understood and much more likely to be remembered by readers if done well. Randy’s presentation will cover the top seven mistakes designers make with infographics, and more importantly, design tips to overcome these common design blunders.
The Seven Deadly Sins of Infographics Design:
False - Accuracy the most important aspect of an Infographic design, both visually and textually
Haphazard - Data should be well thought out with key messaging and a clear purpose
Textual - Using text-only data provides no context for readers, and is viewed as less important
Questionable - Give your audience a reason to trust you with data transparency
Confusing - Learn the difference between bad complexity that confuses readers and good complexity that invites engagement
Repetitive - Don’t use the same chart style over and over again and break out of the Big Three charts: Bar, Line and Pie
Verbose - The first impression is everything, and too much information at first glance will turn your audience away
Reference at the Metcalf 2018: Digging into data visualisationARDC
Presentation by Kate LeMay to the 2018 Reference @ the Metcalfe seminar for New South Wales public library reference and information services staff on 17 May 2018
Data Con LA 2018 - Best Practices in Data Visualization by Shilpa BalanData Con LA
Data Con LA 2018 - Best Practices in Data Visualization by Shilpa Balan, Assistant Professor, California State University-Los Angeles
Visualizations are an effective way to communicate information. Visuals make it easy to spot patterns. Visualizing data leads to better data enlightenment. A good visualization should tell the story in seconds. Data visualizations are a medium to present interesting analysis and findings. Good visuals consider both user needs and business needs. Many data analysts are not experts in communicating or presenting the insights effectively. This could result in several insights being lost in the presentation. A data analyst should be able to present the insights to the end users. Data can be worthy only if the end users can understand it. Thus, the goal of data visualization is to use images to improve the user's understanding of the data. The aim of this presentation is to discuss the best practices of data visualization and how data analysts can use these techniques to communicate their results and findings effectively to the end users.
National Tropical Weather Conference infographics presentation April 2014Randy Krum
Custom presentation for the April 2014 meeting of the National Tropical Weather Conference @hurricanecon. http://www.hurricanecenterlive.com/
Cool Infographics covering the most effective uses of data visualization and infographics for delivering a message. Online infographics are used for marketing purposes and are the most visible and recognized category of infographics. However, businesses are also using infographics to visualize budgets, marketing strategies, business plans, sales presentations, Board Meeting presentations, annual reports, consumer research statistics and as visual explanations of their products and services to customers.
Major topics included:
- The Science of Infographics
- Online Marketing Infographics
- Internal Confidential Infographics
- Data Visualization Design Tips
- Software applications and website design tools
- Weather Visualizations for the public audience
Here's a starting template for anyone presenting data science topic to elementary school students. Exhibits how fun the field is and how the job market for these skills is excellent. Includes hyperlinks to various examples of interesting interactive visualizations.
Data science is the new thing! How to be a data scientist? See here.
This was originally was written by the team behind DataCamp, - the online interactive learning platform for data science!
Out of the spreadsheet and into the community: finding data-driven stories wi...mysociety
This was presented by Rahul Bhargava from MIT at the Impacts of Civic Technology Conference (TICTeC2016) in Barcelona on 27th April. You can find out more information about the conference here: https://www.mysociety.org/research/tictec-2016/
Desired Outcomes for Libraries+ Network May MeetingKimberly Eke
There's a lot of interest in the long-term management, preservation, and access to federal data. We will discuss challenges & desired outcomes at the http://libraries.network/may-meeting (icon in final slide is courtesy of iconmonstr.com)
Description of the workshop:
In this workshop we will bring together ideas and best practice examples of open data projects with an impact for the society, government or business. Open data is a global trend but differences exist in its implementation and use. Accordingly, we are going to compare how open data is made available in South East Asia and in Germany and try to answer the following questions together with the attendees:
What are the basic conditions in Southeast Asia and Germany to make open data available?
How is the access to open data provided in Southeast Asia and Germany?
What is the value added of open data in Southeast Asia and Germany?
Participants can share their experience according to their regional backgrounds or experience with different regions. Finally, the exchange may help us to understand why some projects are successful and others fail.
Open Southeast Asia #opensoa 2017 workshop
QALD-7 @ ESWC 2017 Portoroz, Slovenia
This work was supported by grants from the EU H2020 Framework Programme provided for the project HOBBIT (GA no. 688227).
Presentation of QALD 7 challenge at ESWC2017: Question Answering over Linked Data.
This work was supported by grants from the EU H2020 Framework Programme provided for the project HOBBIT (GA no. 688227).
@WebSciDL PhD Student Project Reviews August 5&6, 2015Michael Nelson
Herbert Van de Sompel (LANL) visisted the Web Science & Digital Libraries Group @ ODU on August 5--7, 2015. The seven PhD students who were in town at that time reviewed their current status for him.
An early experimenter with Zepheira's Linked Data for libraries discusses their experience with converting their MARC records to BIBFRAME/Linked Data and trying to measure the impact of this service on circulation, new borrower registrations, traffic counts, and Inter-Library Loans in 2016.
Infographics and data visualizations are powerful communication tools to make information easier to understand and more memorable to an audience. Designing to communicate with data can be applied to PowerPoint presentations, reports, blog posts and infographics. Randy will share the science behind why infographics work, great examples of how companies are leveraging infographics to communicate information, and design secrets anyone can use to overcome the most common pitfalls and mistakes designers make. Top software and websites used by designers will also be shared, including many free tools that anyone can use. You will get many actionable tips and links you can use right away in your own communication.
Presentation at the RocksDigital Conference on Social Media Day June 30, 2016
Seven Deadly Sins of Infographics Design (and How to Fix Them) SxSW 2016 teaserRandy Krum
Quick teaser from my SxSW 2016 talk proposal. Please help getting the talk into the schedule by voting on the SxSW PanelPicker Monday, August 10 through Friday, September 4, 2015: http://bit.ly/DesignSins
How do you get an audience suffering from information overload to pay attention and absorb information? Infographics and data visualizations communicate data in an easily consumable format. However, designing data visualizations and infographics is different than traditional graphic design. It doesn’t matter if you are designing data visualizations for news publications, presentations, posters, annual reports or online infographics, these seven most deadly design mistakes are made consistently by both expert and novice designers. Research shows that visual information is more easily understood and much more likely to be remembered by readers if done well. Randy’s presentation will cover the top seven mistakes designers make with infographics, and more importantly, design tips to overcome these common design blunders.
The Seven Deadly Sins of Infographics Design:
False - Accuracy the most important aspect of an Infographic design, both visually and textually
Haphazard - Data should be well thought out with key messaging and a clear purpose
Textual - Using text-only data provides no context for readers, and is viewed as less important
Questionable - Give your audience a reason to trust you with data transparency
Confusing - Learn the difference between bad complexity that confuses readers and good complexity that invites engagement
Repetitive - Don’t use the same chart style over and over again and break out of the Big Three charts: Bar, Line and Pie
Verbose - The first impression is everything, and too much information at first glance will turn your audience away
Reference at the Metcalf 2018: Digging into data visualisationARDC
Presentation by Kate LeMay to the 2018 Reference @ the Metcalfe seminar for New South Wales public library reference and information services staff on 17 May 2018
Data Con LA 2018 - Best Practices in Data Visualization by Shilpa BalanData Con LA
Data Con LA 2018 - Best Practices in Data Visualization by Shilpa Balan, Assistant Professor, California State University-Los Angeles
Visualizations are an effective way to communicate information. Visuals make it easy to spot patterns. Visualizing data leads to better data enlightenment. A good visualization should tell the story in seconds. Data visualizations are a medium to present interesting analysis and findings. Good visuals consider both user needs and business needs. Many data analysts are not experts in communicating or presenting the insights effectively. This could result in several insights being lost in the presentation. A data analyst should be able to present the insights to the end users. Data can be worthy only if the end users can understand it. Thus, the goal of data visualization is to use images to improve the user's understanding of the data. The aim of this presentation is to discuss the best practices of data visualization and how data analysts can use these techniques to communicate their results and findings effectively to the end users.
National Tropical Weather Conference infographics presentation April 2014Randy Krum
Custom presentation for the April 2014 meeting of the National Tropical Weather Conference @hurricanecon. http://www.hurricanecenterlive.com/
Cool Infographics covering the most effective uses of data visualization and infographics for delivering a message. Online infographics are used for marketing purposes and are the most visible and recognized category of infographics. However, businesses are also using infographics to visualize budgets, marketing strategies, business plans, sales presentations, Board Meeting presentations, annual reports, consumer research statistics and as visual explanations of their products and services to customers.
Major topics included:
- The Science of Infographics
- Online Marketing Infographics
- Internal Confidential Infographics
- Data Visualization Design Tips
- Software applications and website design tools
- Weather Visualizations for the public audience
Here's a starting template for anyone presenting data science topic to elementary school students. Exhibits how fun the field is and how the job market for these skills is excellent. Includes hyperlinks to various examples of interesting interactive visualizations.
Data science is the new thing! How to be a data scientist? See here.
This was originally was written by the team behind DataCamp, - the online interactive learning platform for data science!
Out of the spreadsheet and into the community: finding data-driven stories wi...mysociety
This was presented by Rahul Bhargava from MIT at the Impacts of Civic Technology Conference (TICTeC2016) in Barcelona on 27th April. You can find out more information about the conference here: https://www.mysociety.org/research/tictec-2016/
Desired Outcomes for Libraries+ Network May MeetingKimberly Eke
There's a lot of interest in the long-term management, preservation, and access to federal data. We will discuss challenges & desired outcomes at the http://libraries.network/may-meeting (icon in final slide is courtesy of iconmonstr.com)
Description of the workshop:
In this workshop we will bring together ideas and best practice examples of open data projects with an impact for the society, government or business. Open data is a global trend but differences exist in its implementation and use. Accordingly, we are going to compare how open data is made available in South East Asia and in Germany and try to answer the following questions together with the attendees:
What are the basic conditions in Southeast Asia and Germany to make open data available?
How is the access to open data provided in Southeast Asia and Germany?
What is the value added of open data in Southeast Asia and Germany?
Participants can share their experience according to their regional backgrounds or experience with different regions. Finally, the exchange may help us to understand why some projects are successful and others fail.
Open Southeast Asia #opensoa 2017 workshop
QALD-7 @ ESWC 2017 Portoroz, Slovenia
This work was supported by grants from the EU H2020 Framework Programme provided for the project HOBBIT (GA no. 688227).
Presentation of QALD 7 challenge at ESWC2017: Question Answering over Linked Data.
This work was supported by grants from the EU H2020 Framework Programme provided for the project HOBBIT (GA no. 688227).
@WebSciDL PhD Student Project Reviews August 5&6, 2015Michael Nelson
Herbert Van de Sompel (LANL) visisted the Web Science & Digital Libraries Group @ ODU on August 5--7, 2015. The seven PhD students who were in town at that time reviewed their current status for him.
An early experimenter with Zepheira's Linked Data for libraries discusses their experience with converting their MARC records to BIBFRAME/Linked Data and trying to measure the impact of this service on circulation, new borrower registrations, traffic counts, and Inter-Library Loans in 2016.
Project MILDRED: Charting Ground for Research Data Management Services at Uni...Mari Elisa Kuusniemi
Introduction: This paper describes a topical case study conducted at University of Helsinki. Current states of research data management (RDM) practices within the academic community have been under close scrutiny during summer 2016 in Project MILDRED, Development Project of Research Data Infrastructure at University of Helsinki (UH).
There are many online and in-person courses available for librarians to learn about research data management, data analysis, and visualization, but after you have taken a course, how do you go about applying what you have learned? While it is possible to just start offering classes and consultations, your service will have a better chance of becoming relevant if you consider stakeholders and review your institutional environment. This lecture will give you some ideas to get started with data services at your institution.
This presentation was provided by Jean Godby of The OCLC Online Computer Library Center, during the NISO webinar "Implementing Linked Library Data," held on November 13, 2019.
This presentation was provided by Daniella Lowenberg of the California Digital Library during the NISO Virtual Conference, Advancing Altmetrics, held on Wednesday, December 13, 2017.
This presentation was provided by Ken Varnum of the University of Michigan during a NISO webinar, Tracing Discovery and Subsequent Use, held on Wednesday, Dec. 6, 2017.
Data for Science: How Elsevier is using data science to empower researchersPaul Groth
Each month 12 million people use Elsevier’s ScienceDirect platform. The Mendeley social network has 4.6 million registered users. 3500 institutions make use of ClinicalKey to bring the latest in medical research to doctors and nurses. How can we help these users be more effective? In this talk, I give an overview of how Elsevier is employing data science to improve its services from recommendation systems, to natural language processing and analytics. While data science is changing how Elsevier serves researchers, it’s also changing research practice itself. In that context, I discuss the impact that large amounts of open research data are having and the challenges researchers face in making use of it, in particular, in terms of data integration and reuse. We are at just beginning to see of how technology and data is changing science correspondingly this impacts how best to empower those who practice it.
Watching the workers: researching information behaviours in, and for, workplacesHazel Hall
Keynote presentation on researching information behaviours in workplaces delivered at Association for Information Science and Technology (ASIST) Annual Symposium on Information Needs Seeking and Use 2016.
Full citation:
Hall, H. (2016). Watching the workers: researching information behaviours in, and for, workplace environments. Opening keynote presented at Information behavior in workplaces: Association for Information Science and Technology (ASIST) Annual Symposium on Information Needs Seeking and Use 2016, Copenhagen, Denmark, 15 October 2016.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
How to Make a Field invisible in Odoo 17Celine George
It is possible to hide or invisible some fields in odoo. Commonly using “invisible” attribute in the field definition to invisible the fields. This slide will show how to make a field invisible in odoo 17.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
A workshop hosted by the South African Journal of Science aimed at postgraduate students and early career researchers with little or no experience in writing and publishing journal articles.
Executive Directors Chat Leveraging AI for Diversity, Equity, and InclusionTechSoup
Let’s explore the intersection of technology and equity in the final session of our DEI series. Discover how AI tools, like ChatGPT, can be used to support and enhance your nonprofit's DEI initiatives. Participants will gain insights into practical AI applications and get tips for leveraging technology to advance their DEI goals.
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Dr. Vinod Kumar Kanvaria
Exploiting Artificial Intelligence for Empowering Researchers and Faculty,
International FDP on Fundamentals of Research in Social Sciences
at Integral University, Lucknow, 06.06.2024
By Dr. Vinod Kumar Kanvaria
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Empowering People with Data
1. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
2
Empowering People with Data
Rahul Bhargava
rahulb@mit.edu
@rahulbot
Tips and Tricks for Creative Data Literacy
Research Scientist
Civic Media Group - MIT Media Lab
www.datatherapy.org
www.databasic.io
2. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
3
Research Scientist
MIT Center for Civic Media
Civic Media Group, MIT Media Lab
Participants sketching a
data story
Painting a data mural
About Me
3. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
4
This Workshop
1. Introduction
2. A fun “data sculpture” activity
3. Opportunities for engagement around data
4. A “story sketching” activity
5. Conclusion
4. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
5
Data is an asset…
improve
operations
spread the
message
bring people
together
5. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
6
…but is it empowering?
• Lack of transparency
• Extractive collection practices
• Technological complexity
• Control of impact
no awareness for subject
no agency for subject
no understanding for subject
no participation by subject
D’Ignazio, C., & Bhargava, R. (2015). Approaches to Building Big Data Literacy. In Bloomberg Data for Good Exchange 2015. New York, NY, USA.
6. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
7
How do we empower
people with data?
7. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
8
Let’s Make Data Sculptures!
• Read your data handout
• Find a partner
• Grab some craft materials
• Make a sculpture that shows something you see in the data
Be creative - don’t just make a bar chart out of blocks!
8. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
9
Let’s Make Data Sculptures! you have 8 minutes
9. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
10
A Creative Approach to
Data Literacy
10. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
11
Data-dense, visually complex, representations
of complex data-driven stories are held up as
inspirations.
Visual Explanations
Edward R. Tufte
Tableau Software
The Usual Guiding Lights
11. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
12
Low-tech, arts-based presentations of
data-driven stories can be more
appropriate for engaging and
empowering many types of audiences.
A Chronological History of the United States
Elizabeth Peabody
1856
A hand-made data visualization
A Richer Set of Inspirations
12. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
13
Opportunities for Engagement
Asking
questions
Gathering
data
Finding a
story
Telling
your story
Trying it
out
brainstorming
hypothesis forming
participatory collection
analysis
collaborative creation
evaluation
13. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
14
Charting crop production and rainfall trends over time
Praxis India
#1 – Rural Data Analysis
Making a radar-cart on the floor
Praxis India
Praxis India
14. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
15
Mobile data collection around the city
@GoBoston2030 on Twitter
#2 – Participatory Analysis in GoBoston2030
Participatory analysis at an Imagine Boston community workshop
@ImagineBoston on Twitter
Interaction Institute for Social Change
15. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
16
Participants sketching mural design ideas
#3 – A Data Mural in Brazil
Painting the mural
Rahul and Emily Bhargava, Secretary of Minas Gerais, Brazil
Bhargava, R., Kadouaki, R., Bhargava, E., Castro, G., & D’Ignazio, C. (2016). Data Murals:
Using the Arts to Build Data Literacy. The Journal of Community Informatics, 12(3).
16. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
17
A Chronological History of the United States
Elizabeth Peabody - 1856
#4 – The Fabric of History
Elizabeth Peabody
Library of Congress
Elizabeth Peabody
17. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
18
Sketching a Story
18. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
19
DataBasic.io
A suite of tools and activities for learning to work with data
19. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
20
wordcounter.databasic.io
20. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
21
A word cloud of results
Word Counter Results
Downloadable lists of the most common word and phrases
21. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
22
Let’s Sketch a Story!
• Make a team of 3 or 4 people
• Visit wordcounter.databasic.io & pick a sample dataset
• Find a quick story to you think is interesting
• Grab paper, markers, and sketch out your story visually
you have 15 minutes
Be creative and have fun!
22. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
23
We Can Use Data To Empower
23. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
24
Fun > Sexy
Self-defined
Self-motivated
Substantive
Fake-able
Fun
✔
✔
✔
❌
Sexy
?
❌
❌
✔
24. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
25
Opportunities for Engagement
Asking
questions
Gathering
data
Finding a
story
Telling
your story
Trying it
out
brainstorming
hypothesis forming
participatory collection
analysis
collaborative creation
evaluation
This builds cross-sector trust!
25. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
26
datatherapy.org
Quick summaries available
Still looking for funding to develop a
toolkit
More Activities on datatherapy.org
26. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
27
Use Your Data Assets Wisely
improve
operations
spread the
message
bring people
together
27. Empowering People with Data
UN Word Data Form
1/17/2017
Rahul Bhargava
Research Scientist
@rahulbot
28
Empowering People with Data
Rahul Bhargava
rahulb@mit.edu
@rahulbot
Tips and Tricks for Creative Data Literacy
Research Scientist
Civic Media Group - MIT Media Lab
www.datatherapy.org
www.databasic.io
Editor's Notes
I'm Rahul Bhargava, I run Data Therapy and created DataBasic with Catherine D'Ignazio
I'm a researcher (Center for Civic Media and teach at MIT - data storytelling studio)
I run workshops like this one all over the world - we’ll get hands-on today with these ideas
Goals:
- Shared agreement that data driven processes should be more participatory
- Inspirational examples of how to make data more participatory
- Experience with activities to include people in a data process
We all probably agree that data is an asset
can be used to spread the message, optimize operations, and bring people together
1) Token approval from subject, = no awareness for subject
2) Collected by 3rd parties, for their own purposes= no agency for subject
3) Analyzed with jargon-heavy digital tools = no understanding for subject
4) Decisions made by collector or analyzer = no participation for subject
With these challenges in mind, how do we do this better?
That’s the subject of this workshop
Fun is intrinsic, sexy is extrinsic
Lets try a quick activity to see
Check your handouts for this data
Find a partner, grab some materials,
With these challenges in mind, how do we do this better?
That’s the subject of this workshop
The inspiratinos we look to matter
Colored dots on black lines are not accessible
There is a richer history that we can pull from, if we look across disciplines, and it uses the power of the arts to engage people
One version of a process for going from data to story
Other people use circles, triangles, etc.
All these are opportunities to engage people
rely on physical mappings to represent the data
Might recognize this from Hans Rosling’s famous videos with rocks, but this is participatory
Inspiring because it shows even traditional charts and graphs can work with rural audiences
Boston wanted a participatory approach to longer term strategic planning as it pertains to transit
Collected qualitative data for a few months
Brought together community to analyze it
Educator, innovator, feminist
Included these visualizations of history in her books
Grid was a year, color was country, sub-rectangle was type of event
Drew them on giant fabrics, toured with them, and stood around them and talked about history
We created a quite of tools to help bring these inspirations to the digital age
Share back afterwards
We created a quite of tools to help bring these inspirations to the digital age
Hopefully with these inspirations I’ve demonstrate a different approach to including people in data analysis, aligned with bringing people together and spreading the message
each point is an opportunity
We do have some funding coming in to build a NGO-specific entry point to DataBasic,
In addition to DataBasic, my activities are all online on datatherapy.org
Hoping for funding to turn these offline activities into a toolkit, or at least write them up better
We all probably agree that data is an asset
can be used to spread the message, optimize operations, and bring people together
Checkout datatherapy.org, and databasic.io for more of this type of thing