Citizen disengagement from politics is one of the main issues in modern democracy. Technologies can be used to tap into new internal motivations for people to take part and make sense of political debate. We present a case study of citizens engaging with the replay of political election debates with a novel hypervideo technology called Democratic Replay. Results of the study show that Democratic Replay increases people’s appetite for a new type of engagement with televised elections debates which is based on the realisation of key dimensions of deliberative democracy, such as: reflecting and focusing on different aspects of the political debate, reconstructing the arguments that politicians are making, and assessing facts and evidence. The study also shows that visual analytics narratives and hypervideo navigation improve sensemaking in that they trigger questioning and changing of personal assumptions that people hold before watching the debate. This is a very encouraging result, which addresses the ongoing concern about the real value of new media in the context of political debate and democratic deliberation: specifically, the scepticism toward their capability to support people’s critical thinking rather than promote polarisation of pre-existing groups and opinions. Our research into new sensemaking technologies and hypervideo shows that new media can crucially provide new ways for citizens to detect and make sense of political manipulations, check facts versus speculations, gain new insights, and confidently inform their political choices. Results of the demographic analysis also show that Democratic Replay appealed to different demographic sub-groups with different sensemaking behaviours. This means that democratic spaces and rights cannot be interpreted uniquely and should respond to people’s personal needs, interpretation and understanding of society. Therefore, technologies for democratic public deliberation need to be designed with a variety of users in mind, and they need to be customised to the needs of different demographic groups if they aim to reach all citizens.
Division Meeting - Jan. 31, 2020
UofSC Division of Student Affairs and Academic Support
"Understanding and Mitigating Implicit Bias"
presented by Preshuslee Thompson
Kirwan Institute for the Study of Race and Ethnicity
The Ohio State University
This document discusses political behavior in organizations and how to develop political skill. It defines political behavior as actions taken to influence others that are not officially sanctioned by an organization. Conditions like unclear goals and scarce resources can encourage political activity. Developing networks and understanding different bases of power are important. Being politically skilled means having social astuteness, interpersonal influence, networking ability, and apparent sincerity. Political skill can be improved through self-awareness, seeking feedback, and activating networks. Politics are inherent in organizations, so developing networks and political skill can help one achieve goals and gain influence without formal authority.
Waal 2018: All Hands on Deck: Social Justice, Empathy in the Age of Informati...Ilana Stonebraker
Keynote for Wisconsin Association of Academic Libraries 2018 annual conference.
Information has become so accessible that the ability to process information now comes at a premium. What does it mean to live in a community in the age of information literacy? This presentation will cover the creation of a for-credit course, Making Greater Lafayette Greater, to better address the gaps between information access, social justice, empathy, and community.
In Book “How” Dov Seidman explains that the intention of leaders to have their organizations behave well is not enough, and that "blind obedience" to leaders and rules is much less effective in creating a successful organization than one where shared values are internalized and believed by associates who govern their own behavior. Self-governance organizations can respond better than one where rules and commands are viewed as obstacles to be skirted. He argues that technology has allowed individual behavior to affect the contemporary world much more than it has previously, for good or bad.
The book says that companies that earn trust can translate that trust into direct economic benefits, such as more consumer sales or being charged lower interest rates. Through transparency and trust, an organization improves its reputation, which translates into more long-term business
A key aspect of successful lawyering involves empathy and the EQ-i 2.0 assessment helps lawyers tap into development opportunities. Once known, a development plan can chart the pathway to increasing self-understanding, improving empathy skills, and providing more excellent legal service to clients.
The document discusses visionary leadership in contexts of volatility, uncertainty, complexity and ambiguity (VUCA). It defines leadership, context and followers as key factors. Leadership requires vision, understanding, clarity and agility. Big data and rapid reflection forces can help leaders gain understanding of complex situations and make wise decisions. The document provides examples of how Netflix and a small butcher shop leveraged big data insights to improve their businesses. It identifies areas for further research around how organizations structure leadership and decision-making when using big data and machine learning.
Urgent problems, rational solutions and passionate patient advocates are necessary but not sufficient to create change in health care organisations.
Lois Kelly and Carmen Medina of Rebels at Work will look at common mistakes in developing and introducing new ideas and discuss important and often overlooked organizational, interpersonal and personal self-awareness practices needed to navigate the journey from ‘I see a problem and have an idea’ to the idea being adopted.
Division Meeting - Jan. 31, 2020
UofSC Division of Student Affairs and Academic Support
"Understanding and Mitigating Implicit Bias"
presented by Preshuslee Thompson
Kirwan Institute for the Study of Race and Ethnicity
The Ohio State University
This document discusses political behavior in organizations and how to develop political skill. It defines political behavior as actions taken to influence others that are not officially sanctioned by an organization. Conditions like unclear goals and scarce resources can encourage political activity. Developing networks and understanding different bases of power are important. Being politically skilled means having social astuteness, interpersonal influence, networking ability, and apparent sincerity. Political skill can be improved through self-awareness, seeking feedback, and activating networks. Politics are inherent in organizations, so developing networks and political skill can help one achieve goals and gain influence without formal authority.
Waal 2018: All Hands on Deck: Social Justice, Empathy in the Age of Informati...Ilana Stonebraker
Keynote for Wisconsin Association of Academic Libraries 2018 annual conference.
Information has become so accessible that the ability to process information now comes at a premium. What does it mean to live in a community in the age of information literacy? This presentation will cover the creation of a for-credit course, Making Greater Lafayette Greater, to better address the gaps between information access, social justice, empathy, and community.
In Book “How” Dov Seidman explains that the intention of leaders to have their organizations behave well is not enough, and that "blind obedience" to leaders and rules is much less effective in creating a successful organization than one where shared values are internalized and believed by associates who govern their own behavior. Self-governance organizations can respond better than one where rules and commands are viewed as obstacles to be skirted. He argues that technology has allowed individual behavior to affect the contemporary world much more than it has previously, for good or bad.
The book says that companies that earn trust can translate that trust into direct economic benefits, such as more consumer sales or being charged lower interest rates. Through transparency and trust, an organization improves its reputation, which translates into more long-term business
A key aspect of successful lawyering involves empathy and the EQ-i 2.0 assessment helps lawyers tap into development opportunities. Once known, a development plan can chart the pathway to increasing self-understanding, improving empathy skills, and providing more excellent legal service to clients.
The document discusses visionary leadership in contexts of volatility, uncertainty, complexity and ambiguity (VUCA). It defines leadership, context and followers as key factors. Leadership requires vision, understanding, clarity and agility. Big data and rapid reflection forces can help leaders gain understanding of complex situations and make wise decisions. The document provides examples of how Netflix and a small butcher shop leveraged big data insights to improve their businesses. It identifies areas for further research around how organizations structure leadership and decision-making when using big data and machine learning.
Urgent problems, rational solutions and passionate patient advocates are necessary but not sufficient to create change in health care organisations.
Lois Kelly and Carmen Medina of Rebels at Work will look at common mistakes in developing and introducing new ideas and discuss important and often overlooked organizational, interpersonal and personal self-awareness practices needed to navigate the journey from ‘I see a problem and have an idea’ to the idea being adopted.
The Banality of Certainty: Organizational, ethical and cognitive pathologies ...EffectiveStates
1) The document discusses how demands for "value-for-money" calculations in aid have led to organizational, ethical, and cognitive pathologies by prioritizing measurable outcomes over strategic thinking and uncertainty.
2) It argues this has distorted development practice by provoking falsified reporting, cognitive dissonance, and an overreliance on simplifying heuristics rather than learning.
3) Additionally, utilizing a utilitarian framework of calculable impact fails to provide a strong moral compass for aid under conditions of uncertainty, risking more superficial and thoughtless interventions.
Emotional influences led the author to make a suboptimal financial decision to go to Disneyland instead of working and earning £218. The author spent £150 on the trip, resulting in a potential £368 loss. The decision was influenced by heuristics like availability bias, based on positive memories of Disney. More time for deliberation using System 2 thinking could have avoided this misjudgment by considering long-term financial implications rather than short-term emotions. Awareness of psychological factors influencing judgment is key to making informed decisions.
Let The Wild Rumpus Start (NEHHLS 2012)Joe Gerstandt
Workshop on leveraging cognitive diversity to drive innovation, delivered by joe gerstandt at the 2012 Northeast Home Health Leadership Summit in Boston MA.
The document discusses sensemaking as the process of understanding ambiguous situations and establishing situational awareness to make decisions. It defines sensemaking from both textbook and expert perspectives. It then discusses different contexts where sensemaking occurs, including at the individual, organizational, and societal levels. Finally, it outlines different models and methodologies for studying sensemaking, emphasizing the need to understand complex problems and situations before designing interventions.
This chapter discusses ethics and moral decision making. It aims to help readers identify and employ ethical approaches to morality and reasoning. The chapter examines different moral theories including utilitarianism which evaluates actions based on their consequences, deontology which focuses on duties and rules, natural rights ethics which considers individual rights, and virtue ethics which emphasizes good character. It also explores moral sentiments, stages of moral development, and debates around cultural relativism versus universal ethics.
The document discusses cognitive diversity and its benefits for decision making and innovation. It notes that teams with greater diversity of knowledge, beliefs, and perspectives introduce more innovations. The document then provides information on cognitive styles and perspectives, heuristics, and equifinality and how embracing these can enhance problem solving and creativity.
This document discusses approaches to local governance, including traditional and collaborative models. It outlines challenges facing local governments like complex issues and lack of trust. Collaborative governance aims to involve citizens, officials, and organizations in addressing community problems through dialogue. This helps address "wicked" problems with no clear solutions by gaining diverse perspectives. The document provides principles of public engagement, deliberation, and civility to help communities solve issues through respectful collaboration.
Alan Irwin, Copenhagen Business School - #steps13STEPS Centre
This document discusses public engagement with science and the politics involved. It examines different approaches to engagement like consensus conferences and debates. However, it notes that engagement activities often face criticism for having limited issues, marginal involvement of the public, and resistance from institutions. There is a debate between representing the public and bringing expertise. While engagement aims to be democratic, it can also be a means of legitimation. The document argues we should recognize disagreement and critique as part of engagement rather than assuming consensus will be reached.
Bursting the echo chamber: resources to flight polarization and empower criti...credomarketing
ProCon.org CEO Kamy Akhavan shares the rigorous editorial process his organization undertakes to accurately represent multiple facets of complex issues for their 25 million annual users. Attendees will explore ways to best help students engage in meaningful conversations around contentious subjects without leaning on partisan talking points or falling for fake news through Kamy's discussions
This presentation analyzed data from 200,000 Causes users to understand user types. Quantitative methods like k-means clustering and decision trees identified 6 personas. Surveys and interviews with 1,466 and 65 users provided qualitative data. The results identified six main user types of Causes: Casual Activist, Self-Assured Millennial, Practical Activist, Ambitious Activist, Organized Retiree, and Tenacious Veteran Activist. Future work will engage users through tailored approaches based on their needs and identify ideal user types.
This document discusses several key concepts related to public opinion, including:
1) The origins and influences on public opinion, such as agents of socialization like family, education, media, and how elites can shape public opinion through cultural hegemony.
2) Methods of measuring public opinion through public opinion polling and the relationship between sample size and margin of error.
3) The concept of deliberative polling which aims to gauge public opinion on issues if citizens were better informed by providing balanced information and deliberation. Experiments in deliberative polling have influenced policy decisions.
4) Random selection of representatives, also known as sortition, which was used in ancient Athens and some argue could make government more representative than traditional elections
CivilityCivilDialogueLocalGovt class 11.pptxaryarejal05
This document discusses the importance of civility and civil dialogue in local government. It outlines challenges facing modern local governance, such as complex issues, diverse views, and polarization. It advocates for a collaborative approach where officials, citizens, and organizations work together to address issues. Key aspects of collaborative governance include addressing "wicked problems," meaningful citizen involvement, and framing issues to represent community needs. The document also discusses principles of civil discourse, such as respect, tolerance, compromise and dialogue. It provides examples of how some local governments have successfully engaged citizens and practiced civility.
The document discusses the importance of social and political education for young people. It emphasizes seeing familiar things in a new light by examining social systems and structures. The curriculum should include contested ideas and emphasize using data to understand the world in order to change it, not just interpret it. Students should practice collecting and analyzing data, and reflecting on how to take informed action to address issues they identify.
More Than a Feeling: Emotions and Knowledge ManagementSIKM
Matt Moore presented on emotions and knowledge management. He discussed how emotions are rarely talked about in knowledge management but are important to understand as they drive human behavior. Moore outlined some fears in the knowledge management field such as people no longer caring about knowledge or technologists being right that people don't matter. The discussion covered how emotions are constructed by our brains and bodies and impact organizations. Knowledge managers need to consider how emotions affect designing products, programs and managing communities.
Developing professional learning communities through Appreciative InquiryChris Jansen
Appreciative Inquiry as a powerful tool for positive change in organisations, networks and communities - INTASE Leadership Conference Singapore April 2014
LTAR 2021 - Strategic Science Communication - A Focus on GoalsJohn C. Besley
Short talk (and long discussion) about the value of being strategic in science communication the context of the annual meeting of the Long Term Agroecosystem Research Network (LTAR).
This document discusses diversity and inclusion. It defines diversity as differences in social identity, cognitive processes, and perspectives. Cognitive diversity refers to differences in mental processes, perspectives, heuristics, and interpretations. The document also includes matrices to assess social distance and personal networks. It lists resources on topics like diversity, social capital, human capital, and overcoming racism.
Media Literacy Education in a Global SocietyRenee Hobbs
What We’re Learning and What We Still Need to Know
By Renee Hobbs
Media literacy education has greatly increased in visibility as increasing political polarization continues to threaten democratic societies. Around the world, tech companies invest in media literacy education, hoping that it will stave off regulation of their digital platforms. Journalists and politicians hope media literacy education will increase the public’s appetite for quality journalism to improve civic education. Parents expect that media literacy will help protect their children against the harms and risks of growing up with social media. And educators at all levels are beginning to recognize that the 4 C’s of media literacy (critical thinking, creativity, collaboration, and communication skills) are increasingly central to an emerging conceptualization of a “new liberal arts” education. Which of these themes and areas of emphasis are privileged as media literacy education is implemented around the world? What are the most urgent needs still to be addressed? How can the many stakeholders for media literacy better coordinate their efforts to accelerate implementation?
Learn more: www.mediaeducationlab.com
Democratic Reflection and other contested collective intelligence tools aim to harness technology to enable people to build consensus even when they disagree. These tools use techniques like crowdsourcing and natural language processing to analyze online conversations, identify points of agreement, and generate visualizations to help people reflect on different perspectives. Trials of these tools showed they can improve critical thinking, challenge assumptions, and potentially bridge political and social divides. The tools are being used to facilitate collaboration and evidence-based discussions among groups addressing complex issues like public policy, education, and building peace in places affected by conflict.
This document provides an overview of qualitative research. It defines qualitative research as focusing on understanding human behavior and reasons for behavior through words rather than numbers. The document outlines different qualitative research approaches like phenomenology, grounded theory, ethnography, biographical studies, and case studies. It compares qualitative and quantitative research and discusses qualitative research purposes, methods of data collection including interviews, observations, documents, and focus groups. The document also covers qualitative sampling strategies, designing a qualitative study, and concerns of qualitative researchers.
The Banality of Certainty: Organizational, ethical and cognitive pathologies ...EffectiveStates
1) The document discusses how demands for "value-for-money" calculations in aid have led to organizational, ethical, and cognitive pathologies by prioritizing measurable outcomes over strategic thinking and uncertainty.
2) It argues this has distorted development practice by provoking falsified reporting, cognitive dissonance, and an overreliance on simplifying heuristics rather than learning.
3) Additionally, utilizing a utilitarian framework of calculable impact fails to provide a strong moral compass for aid under conditions of uncertainty, risking more superficial and thoughtless interventions.
Emotional influences led the author to make a suboptimal financial decision to go to Disneyland instead of working and earning £218. The author spent £150 on the trip, resulting in a potential £368 loss. The decision was influenced by heuristics like availability bias, based on positive memories of Disney. More time for deliberation using System 2 thinking could have avoided this misjudgment by considering long-term financial implications rather than short-term emotions. Awareness of psychological factors influencing judgment is key to making informed decisions.
Let The Wild Rumpus Start (NEHHLS 2012)Joe Gerstandt
Workshop on leveraging cognitive diversity to drive innovation, delivered by joe gerstandt at the 2012 Northeast Home Health Leadership Summit in Boston MA.
The document discusses sensemaking as the process of understanding ambiguous situations and establishing situational awareness to make decisions. It defines sensemaking from both textbook and expert perspectives. It then discusses different contexts where sensemaking occurs, including at the individual, organizational, and societal levels. Finally, it outlines different models and methodologies for studying sensemaking, emphasizing the need to understand complex problems and situations before designing interventions.
This chapter discusses ethics and moral decision making. It aims to help readers identify and employ ethical approaches to morality and reasoning. The chapter examines different moral theories including utilitarianism which evaluates actions based on their consequences, deontology which focuses on duties and rules, natural rights ethics which considers individual rights, and virtue ethics which emphasizes good character. It also explores moral sentiments, stages of moral development, and debates around cultural relativism versus universal ethics.
The document discusses cognitive diversity and its benefits for decision making and innovation. It notes that teams with greater diversity of knowledge, beliefs, and perspectives introduce more innovations. The document then provides information on cognitive styles and perspectives, heuristics, and equifinality and how embracing these can enhance problem solving and creativity.
This document discusses approaches to local governance, including traditional and collaborative models. It outlines challenges facing local governments like complex issues and lack of trust. Collaborative governance aims to involve citizens, officials, and organizations in addressing community problems through dialogue. This helps address "wicked" problems with no clear solutions by gaining diverse perspectives. The document provides principles of public engagement, deliberation, and civility to help communities solve issues through respectful collaboration.
Alan Irwin, Copenhagen Business School - #steps13STEPS Centre
This document discusses public engagement with science and the politics involved. It examines different approaches to engagement like consensus conferences and debates. However, it notes that engagement activities often face criticism for having limited issues, marginal involvement of the public, and resistance from institutions. There is a debate between representing the public and bringing expertise. While engagement aims to be democratic, it can also be a means of legitimation. The document argues we should recognize disagreement and critique as part of engagement rather than assuming consensus will be reached.
Bursting the echo chamber: resources to flight polarization and empower criti...credomarketing
ProCon.org CEO Kamy Akhavan shares the rigorous editorial process his organization undertakes to accurately represent multiple facets of complex issues for their 25 million annual users. Attendees will explore ways to best help students engage in meaningful conversations around contentious subjects without leaning on partisan talking points or falling for fake news through Kamy's discussions
This presentation analyzed data from 200,000 Causes users to understand user types. Quantitative methods like k-means clustering and decision trees identified 6 personas. Surveys and interviews with 1,466 and 65 users provided qualitative data. The results identified six main user types of Causes: Casual Activist, Self-Assured Millennial, Practical Activist, Ambitious Activist, Organized Retiree, and Tenacious Veteran Activist. Future work will engage users through tailored approaches based on their needs and identify ideal user types.
This document discusses several key concepts related to public opinion, including:
1) The origins and influences on public opinion, such as agents of socialization like family, education, media, and how elites can shape public opinion through cultural hegemony.
2) Methods of measuring public opinion through public opinion polling and the relationship between sample size and margin of error.
3) The concept of deliberative polling which aims to gauge public opinion on issues if citizens were better informed by providing balanced information and deliberation. Experiments in deliberative polling have influenced policy decisions.
4) Random selection of representatives, also known as sortition, which was used in ancient Athens and some argue could make government more representative than traditional elections
CivilityCivilDialogueLocalGovt class 11.pptxaryarejal05
This document discusses the importance of civility and civil dialogue in local government. It outlines challenges facing modern local governance, such as complex issues, diverse views, and polarization. It advocates for a collaborative approach where officials, citizens, and organizations work together to address issues. Key aspects of collaborative governance include addressing "wicked problems," meaningful citizen involvement, and framing issues to represent community needs. The document also discusses principles of civil discourse, such as respect, tolerance, compromise and dialogue. It provides examples of how some local governments have successfully engaged citizens and practiced civility.
The document discusses the importance of social and political education for young people. It emphasizes seeing familiar things in a new light by examining social systems and structures. The curriculum should include contested ideas and emphasize using data to understand the world in order to change it, not just interpret it. Students should practice collecting and analyzing data, and reflecting on how to take informed action to address issues they identify.
More Than a Feeling: Emotions and Knowledge ManagementSIKM
Matt Moore presented on emotions and knowledge management. He discussed how emotions are rarely talked about in knowledge management but are important to understand as they drive human behavior. Moore outlined some fears in the knowledge management field such as people no longer caring about knowledge or technologists being right that people don't matter. The discussion covered how emotions are constructed by our brains and bodies and impact organizations. Knowledge managers need to consider how emotions affect designing products, programs and managing communities.
Developing professional learning communities through Appreciative InquiryChris Jansen
Appreciative Inquiry as a powerful tool for positive change in organisations, networks and communities - INTASE Leadership Conference Singapore April 2014
LTAR 2021 - Strategic Science Communication - A Focus on GoalsJohn C. Besley
Short talk (and long discussion) about the value of being strategic in science communication the context of the annual meeting of the Long Term Agroecosystem Research Network (LTAR).
This document discusses diversity and inclusion. It defines diversity as differences in social identity, cognitive processes, and perspectives. Cognitive diversity refers to differences in mental processes, perspectives, heuristics, and interpretations. The document also includes matrices to assess social distance and personal networks. It lists resources on topics like diversity, social capital, human capital, and overcoming racism.
Media Literacy Education in a Global SocietyRenee Hobbs
What We’re Learning and What We Still Need to Know
By Renee Hobbs
Media literacy education has greatly increased in visibility as increasing political polarization continues to threaten democratic societies. Around the world, tech companies invest in media literacy education, hoping that it will stave off regulation of their digital platforms. Journalists and politicians hope media literacy education will increase the public’s appetite for quality journalism to improve civic education. Parents expect that media literacy will help protect their children against the harms and risks of growing up with social media. And educators at all levels are beginning to recognize that the 4 C’s of media literacy (critical thinking, creativity, collaboration, and communication skills) are increasingly central to an emerging conceptualization of a “new liberal arts” education. Which of these themes and areas of emphasis are privileged as media literacy education is implemented around the world? What are the most urgent needs still to be addressed? How can the many stakeholders for media literacy better coordinate their efforts to accelerate implementation?
Learn more: www.mediaeducationlab.com
Democratic Reflection and other contested collective intelligence tools aim to harness technology to enable people to build consensus even when they disagree. These tools use techniques like crowdsourcing and natural language processing to analyze online conversations, identify points of agreement, and generate visualizations to help people reflect on different perspectives. Trials of these tools showed they can improve critical thinking, challenge assumptions, and potentially bridge political and social divides. The tools are being used to facilitate collaboration and evidence-based discussions among groups addressing complex issues like public policy, education, and building peace in places affected by conflict.
This document provides an overview of qualitative research. It defines qualitative research as focusing on understanding human behavior and reasons for behavior through words rather than numbers. The document outlines different qualitative research approaches like phenomenology, grounded theory, ethnography, biographical studies, and case studies. It compares qualitative and quantitative research and discusses qualitative research purposes, methods of data collection including interviews, observations, documents, and focus groups. The document also covers qualitative sampling strategies, designing a qualitative study, and concerns of qualitative researchers.
Courageous RI: A Whole-of-Society Approach to Violence PreventionRenee Hobbs
The document discusses a whole-of-society approach to violence prevention through media literacy, active listening, compassion, and community engagement. It argues that media and technology amplify hate while dialogue programs increase intellectual humility and reduce defensiveness. Training in active listening helps apply media literacy knowledge to understand different perspectives. Courageous conversations that find common ground also help prevent violence. Research shows dialogue programs improve skills like active listening, media literacy, and intellectual humility.
A presentation on cognitive diversity (diversity of thought) as a key driver for decision making, problem solving and innovation delivered at the ASAE Great Ideas Conference (March 2011) by joe gerstandt....
www.joegerstandt.com
The document outlines an agenda for a lesson on America's Civil Rights Movement that focuses on segregation, the road to the Brown vs Board of Education Supreme Court decision, choices surrounding the desegregation of Little Rock Central High School in 1957, and expanding views of civil rights movements. It includes discussion questions, videos, readings, and activities to engage students on these topics relating to the structural nature of racism and roles of key individuals and groups in shaping society.
Similar to Critical Thinking as a Skill for Democracy: A Case of Citizen Engagement with Televised Election Debates - by Anna De Liddo (20)
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
Webinar: Designing a schema for a Data WarehouseFederico Razzoli
Are you new to data warehouses (DWH)? Do you need to check whether your data warehouse follows the best practices for a good design? In both cases, this webinar is for you.
A data warehouse is a central relational database that contains all measurements about a business or an organisation. This data comes from a variety of heterogeneous data sources, which includes databases of any type that back the applications used by the company, data files exported by some applications, or APIs provided by internal or external services.
But designing a data warehouse correctly is a hard task, which requires gathering information about the business processes that need to be analysed in the first place. These processes must be translated into so-called star schemas, which means, denormalised databases where each table represents a dimension or facts.
We will discuss these topics:
- How to gather information about a business;
- Understanding dictionaries and how to identify business entities;
- Dimensions and facts;
- Setting a table granularity;
- Types of facts;
- Types of dimensions;
- Snowflakes and how to avoid them;
- Expanding existing dimensions and facts.
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slackshyamraj55
Discover the seamless integration of RPA (Robotic Process Automation), COMPOSER, and APM with AWS IDP enhanced with Slack notifications. Explore how these technologies converge to streamline workflows, optimize performance, and ensure secure access, all while leveraging the power of AWS IDP and real-time communication via Slack notifications.
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
HCL Notes and Domino License Cost Reduction in the World of DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-and-domino-license-cost-reduction-in-the-world-of-dlau/
The introduction of DLAU and the CCB & CCX licensing model caused quite a stir in the HCL community. As a Notes and Domino customer, you may have faced challenges with unexpected user counts and license costs. You probably have questions on how this new licensing approach works and how to benefit from it. Most importantly, you likely have budget constraints and want to save money where possible. Don’t worry, we can help with all of this!
We’ll show you how to fix common misconfigurations that cause higher-than-expected user counts, and how to identify accounts which you can deactivate to save money. There are also frequent patterns that can cause unnecessary cost, like using a person document instead of a mail-in for shared mailboxes. We’ll provide examples and solutions for those as well. And naturally we’ll explain the new licensing model.
Join HCL Ambassador Marc Thomas in this webinar with a special guest appearance from Franz Walder. It will give you the tools and know-how to stay on top of what is going on with Domino licensing. You will be able lower your cost through an optimized configuration and keep it low going forward.
These topics will be covered
- Reducing license cost by finding and fixing misconfigurations and superfluous accounts
- How do CCB and CCX licenses really work?
- Understanding the DLAU tool and how to best utilize it
- Tips for common problem areas, like team mailboxes, functional/test users, etc
- Practical examples and best practices to implement right away
OpenID AuthZEN Interop Read Out - AuthorizationDavid Brossard
During Identiverse 2024 and EIC 2024, members of the OpenID AuthZEN WG got together and demoed their authorization endpoints conforming to the AuthZEN API
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
Ivanti’s Patch Tuesday breakdown goes beyond patching your applications and brings you the intelligence and guidance needed to prioritize where to focus your attention first. Catch early analysis on our Ivanti blog, then join industry expert Chris Goettl for the Patch Tuesday Webinar Event. There we’ll do a deep dive into each of the bulletins and give guidance on the risks associated with the newly-identified vulnerabilities.
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
Critical Thinking as a Skill for Democracy: A Case of Citizen Engagement with Televised Election Debates - by Anna De Liddo
1. Critical Thinking as a Skill for Democracy
A Case of Citizen Engagement with UK Televised Election Debates
Anna De Liddo
anna.delidd@open.ac.uk
2.
3. Anna De Liddo
Research Fellow
Lucia Lupi
PhD Student Urban Informatics
Michelle Bachler
Senior Project Officer
Alberto Ardito
Web Developer
Retno Lasarti
PhD Student Explainable AI
Lucas Anastasiou
PhD Student
4. Why Critical Thinking Matters
“Everyone thinks; it is our nature to do so.
But much of our thinking, left to itself, is biased, distorted, partial, uninformed or
down-right prejudiced.
Yet the quality of our life and that of what we produce, make, or build depends precisely
on the quality of our thought. Shoddy thinking is costly, both in money and in quality of
life.
Elder, L., 1997
Critical thinking: The key to emotional intelligence. Journal of developmental education, 21(1), p.40
5. Defining Critical Thinking
"Critical thinking... means making reasoned judgments" (p. 8)
Beyer, B. K. (1995)
Critical thinking. Bloomington, IN: Phi Delta Kappa Educational Foundation.
…varies according to the motivation underlying it,
…is never universal in a individual,
…it is a skill and dispositions which need to be exercised in a life-long endeavor.
Modified from: The Foundation of Critical Thinking
https://www.criticalthinking.org/pages/defining-critical-thinking/766
6. Defining Critical Thinking
“To engage in high quality reasoning, one must have not only the cognitive ability to
do so, but the drive to do so as well.
…the affective dimension, comprised of feelings and volition, is a necessary
condition and component of high quality reasoning and problem solving.
In short, the truly intelligent person is not a disembodied intellect functioning in an
emotional wasteland, but a deeply committed mindful person, full of passion and
high values, engaged in effective reasoning, sound judgment, and wise conduct.”
Elder, L., 1997
Critical thinking: The key to emotional intelligence. Journal of developmental education, 21(1), p.40
.
7. CRITICAL THINKING CYCLE
Reconstruct
and Examine
patterns of
Personal
Believes
Recognise
problems and
attempt to
find workable
solutions
Gather and
Marshal
pertinent
information
and evidence
Recognise
unstated
Assumptions
and Values
Appraise
Evidence and
Evaluate
arguments
Test
Conclusion
and
Generalization
Based on Glaser’s seminal study on critical thinking and education - Edward M. Glaser, An
Experiment in the Development of Critical Thinking, Teacher’s College, Columbia University, 1941)
Affective Dimension
8. Critical Thinking, Emotional Intelligence and the Capability to Change
• “Despite the fact that thoughts, feelings, and desires are equally important functions of
the mind, it is cognition, or thinking, which is the key” [and can lead to “change”] “to the
other two”…
• We are able to change idea or feeling only by thinking differently about that which
we are experiencing, when we think that there is something we can do to change the
situation. Such a change in thinking leads to a change in motivation, and, ultimately, a
change in action.”
Adapted from Elder, L., 1997
Critical thinking: The key to emotional intelligence. Journal of developmental education, 21(1), p.40
“I see it feelingly”
Shakespeare, King Lear, act 4, scene 6
9. Our Open Questions
• Is critical thinking a recognized value and skill in modern society?
• What does it means to think critically in a hyper-connected and data-intensive
society?
• Are there any technologies to facilitate the emergence or practice of critical
thinking in public deliberation?
We look at public deliberation during political elections campaign, and in
particular at televised election debates as still the most prominent mean of
disseminating political information to a wide variety of citizens during an election
campaign.
10. We miss the right social context to practice critical thinking
• Critical thinking is hard to practice in a world of filter bubbles and echo chambers in
which we are used to benefit from the ”similarity” and support we receive from peers.
• …and the skill of ‘opinion shifting’ is seen as a sing of confusion and weakness rather
than the highest expression of knowledge and wisdom.
Socrates Quotes:
“I am the wisest man alive, for I know one thing, and that is that I know nothing.”
11. Information overload and balkanization makes it difficult for citizens to
extract useful and reliable insights to make better-informed decisions on
how to vote.
Information complexity and uncertainty (fake vs legitimate news)
contribute to citizens’ finding the political process obscure, confusing, and
difficult to relate to.
We miss the right social context to practice critical thinking
12. Our Hypothesis
• we hypothesize that people’s confusion and disconnection with politics is due mostly
to a lack of understanding of the complexity of the political debate, rather than a
lack of technologies for public debate, and as such it can be bridged by developing
individual socio-technical spaces for critical thinking, reflection and sensemaking.
• to test this hypothesis, we designed, implemented, and tested Democratic Replay, a
hypervideo and visual analytics technology to enhance citizens’ sensemaking of
televised election debates.
13. HomePage: 7 Analytical lenses on the Debate
A 3 minutes demo video
of Democratic Replay is
available at:
https://youtu.be/lc9htNN
NQdo
22. A/B TESTING
Control (BBC News interface)
57 people
Treatment (Democratic Replay interface)
56 people
23. EMPIRICAL EVALUATION DURING THE 2015 UK GENERAL
ELECTION CAMPAIGN
• 113 people - two groups: control (BBC News interface) and treatment (Democratic
Replay interface)
• groups balanced in term of age gender and political decidedness, with a nearly equal split
per demographic category
Analysis by demographic sub-group has been carried out:
• Gender: 52 participants - women (46%), 60 men (53%), and 1 preferred not to say.
• Age range18 to 65 - 45 people (40%) between 18 and 30, 32 (28%) between 31 and 40,
and 36 (32%) aged 41 or more.
• decided (60%) and undecided (40%) on how to vote
Conditions for selection:
(a) they knew how to use the Internet, and
(b) they answer affirmatively the question: “If there were to be a televised leaders’
debate at the time of the next general election, would you choose to watch it?”.
24. Critical Thinking and Sensemaking features
Sensemaking Features Otherwise Defined Adapted From
Reflection Retrospect Weick 1995
Insights Gaining insight
Focus Finding connections
Argumentation Structuring
Explanation
Assess Facts and Evidence
Distinguishing
Assess Assumptions
Change Assumptions
Reducing confusion, uncertainty, and
ambiguity
Gap-finding and gap-bridging.
Alsufiani et al. 2017
25. Results of Democratic Replay’s comparison with BBC replay
Democratic Replay enables 7 critical thinking and sensemaking capabilities:
1. experiencing surprise: “unexpected insights on the debaters and on what they said,”
2. “reflecting on the debate in a deeper way”
3. “evaluating facts and evidence
4. “focusing on different aspects of the debate”
5. “reconstructing the arguments that the speakers made.”
6. “assessing personal assumption” and
7. “changing some initial assumptions had before the debate.”
26. Gender Reactions to the Tool
Sensemaking Feature U p z r
Reflection 205.00 0.0152 2.4275 0.3366
Insight 214.50 0.0224 2.2830 0.3166
Focus 242.00 0.0804 1.7485 0.2425
Argumentation 211.00 0.0210 2.3072 0.3199
Explaination 237.50 0.0669 1.8321 0.2541
Evaluate Facts & Evidences 177.50 0.0029 2.9763 0.4127
Distinguish 246.00 0.1052 1.6201 0.2247
Assess Assumptions 220.50 0.0320 2.1440 0.2973
Change Assumptions 220.00 0.0344 2.1152 0.2933
Sensemaking Feature U p z r
Reflection 353.50 0.1620 1.3984 0.1805
Insight 306.00 0.0313 2.1532 0.2780
Focus 370.00 0.2433 1.1669 0.1506
Argumentation 364.50 0.2151 1.2396 0.1600
Explaination 395.50 0.4500 0.7554 0.0975
Evaluate Facts & Evidences 322.00 0.0596 1.8837 0.2432
Distinguish 425.50 0.8015 0.2514 0.0325
Assess Assumptions 383.00 0.3587 0.9179 0.1185
Change Assumptions 358.00 0.1857 1.3235 0.1709
• Women show a larger variety of sensemaking behaviours and bigger effect sizes,
they used the tool evaluate the debate and assess and change their personal
assumptions.
• Men focused on the capability of the tool to provide unexpected insights.
27. Age Range Reactions to the Tool
• Younger people, have effectively used Democratic Replay to ‘reconstruct the
arguments that the speakers made’ and to ‘assess their personal assumptions’.
• Adults between the ages of 30 and 40 showed the biggest reaction to Democratic
Replay, both in terms of number and sizes of the effects. They most prominently
used the tool to better assess facts and evidence.
• Older Adults (>40) are less likely to be affected by new technologies in the way
they shape their opinion and change their assumptions.
Sensemaking Feature U p z r
Reflection 179.00 0.1240 1.5381 0.2293
Insight 180.50 0.1238 1.5388 0.2294
Focus 202.00 0.3215 0.9913 0.1478
Argumentation 130.00 0.0053 2.7900 0.4159
Explaination 207.50 0.3844 0.8697 0.1297
Evaluate Facts & Evidences 160.00 0.0438 2.0157 0.3005
Distinguish 202.50 0.3342 0.9657 0.1440
Assess Assumptions 147.50 0.0204 2.3188 0.3457
Change Assumptions 176.00 0.1072 1.6108 0.2401
Sensemaking Feature U p z r
Reflection 62.00 0.0243 2.2525 0.3982
Insight 69.00 0.0453 2.0016 0.3538
Focus 84.00 0.1453 1.4563 0.2574
Argumentation 93.00 0.3506 0.9334 0.1650
Explaination 81.00 0.1351 1.4942 0.2641
Evaluate Facts & Evidences 50.50 0.0070 2.6990 0.4771
Distinguish 87.50 0.2465 1.1588 0.2048
Assess Assumptions 74.00 0.0847 1.7239 0.3048
Change Assumptions 58.00 0.0160 2.4086 0.4258
Sensemaking Feature U p z r
Reflection 143.00 0.5407 0.6118 0.1020
Insight 111.00 0.0962 1.6633 0.2772
Focus 119.50 0.1508 1.4367 0.2394
Argumentation 155.50 0.8531 0.1851 0.0309
Explaination 152.50 0.7684 0.2945 0.0491
Evaluate Facts & Evidences 119.00 0.1558 1.4193 0.2366
Distinguish 157.00 0.8932 0.1342 0.0224
Assess Assumptions 172.50 0.7240 0.3531 0.0588
Change Assumptions 172.00 0.7367 0.3362 0.0560
• >40 yrs• 31-40 yrs• 18-30 yrs
28. Design for Democracy on Demand
Results of the demographic analysis show that:
• Democratic Replay appealed to different demographic sub-groups with different
sensemaking behaviors.
Nowadays citizens require ‘democracy on demand’ (Coleman et al. 2015) and democratic
spaces and rights cannot be interpreted uniquely and should respond to people’s personal
needs, interpretation and understanding of society.
• Technologies for democratic public deliberation need to be designed with a variety of
needs in mind, of different demographic groups, if they aim to reach all citizens.
Coleman, S., Blumler, J., Moss, G. and Homer, M.S., 2015. The 2015 Televised Election Debates; Democracy on Demand?.
30. “the best remedy for propaganda and misinformation... is
helping people engage in critical thinking and evidence-based
reasoning.” – Ricky Sethi
Citation credit - Juho Kim
https://theconversation.com/how-citizen-investigators-can-collaborate-on-crowdsourced-fact-checking-76890
CRITICAL THINKING AS A CRITICAL DEMOCRATIC SKILL
31. CRITICAL THINKING AS A CRITICAL DEMOCRATIC SKILL
“to live successfully in a democracy, people must be able to think
critically in order to make sound decisions about personal and civic
affairs.
If students learn to think critically, then they can use good thinking
as the guide by which they live their lives.” - Beyer, B. K. (1995)
Beyer, B. K. (1995) Critical thinking. Bloomington, IN: Phi Delta Kappa Educational Foundation.
32. CRITICAL THINKERS AS DEMOCRATIC CITIZENS
Attempt to:
• reason at the highest level of quality and in a fair- minded way
• Live rationally, reasonably and empathically
• Avoid thinking simplistically
• Appropriately consider the rights and needs of relevant others
Are aware:
• of the inherently flawed nature of human thinking when left unchecked
• That anyone at times fall prey to mistakes in reasoning, human irrationalities, biases,
distortions, uncritically accepted social rules and taboos, self-interest, vetted interests
Adapted from Linda Elder’s account on Critical thinking (2007)
Assistant Director of the Center for Critical Thinking, Sonoma State University, Rohnert Park, CA 94928.
33. “…recognize the complexities in developing as thinkers, and commit
themselves to life-long practice toward self-improvement.
They embody the Socratic principle: The unexamined life is not worth
living , because they realize that many unexamined lives together
result in an uncritical, unjust, dangerous world”
Linda Elder (2007)
Assistant Director of the Center for Critical Thinking, Sonoma State University, Rohnert
Park, CA 94928.
CRITICAL THINKERS AS DEMOCRATIC CITIZENS
34. Design for Sensemaking and Critical Thinking
• If we want to support people’s capability to question assumptions and think critically, we
need to design spaces for personal reflection and sensemaking.
New Human Interfaces and Interactions for “Deliberation Within” –
(Goodin and Niemeyer, 2016, p. 629)
Sensemaking support comes at a cost: aggregated data and advanced analytics required expert
human annotation and data integration between (often) proprietary platforms.
• sensemaking processes need human–machine support
• tools needed to bridge political debate across community platforms
Extended Intelligence (Collective Intelligence + AI) and (Open) Data Science Approaches
Goodin, R. E., and Niemeyer, S. J. (2016). When Does Deliberation Begin? Internal Reflection versus Public Discussion in Deliberative Democracy:. Political Studies,
51(4), 627–649. http://doi.org/10.1111/j.0032-3217.2003.00450.x
35. 2 RUNNING PROJECT
• ISOOKO EU project we are now exploring the use of Democratic Reflection
(democraticreflection.org) as a tool to support peace building and peace education in
developing countries.
• Democratic Reflections is a new crowdsourcing platform to harness real-time
audience feedback of live or video recorded events, such as televised election debates
and video testimonials.
• We are working with Aegis Trust (UK’s NGO), to engage local communities Rwanda
in actively listen and reflect on a testimonial video, called “Ubumuntu”, which tells a
range of stories that relate to the Genocide against the Tutsi in Rwanda.
• Our am is to assess to what extent Democratic Reflection helped users to relate to the
stories of Genoside in a personal way, promoted change in personal assumptions,
and developed empathic thinking and behaviour change.
36. JUST STARTING
• STRUCTURED DECENTRALISED DELIBERATION SYSTEMS for collective
decision making
• ONR - Office of Naval Research Global (US grant) - individual fellowship 3 years
• Will develop a new online discussion platform for digital journalism and public
deliberation around media articles, which is equally accessible, but more structured,
decentralised, and higher data quality than common social media.
37. Collective Intelligence For the Common Good Community - ci4cg.org
Several international workshops
and 2 Special issues
38. THANK YOU FOR LISTENING!
• Please fell free to contact me at anna.deliddo@open.ac.uk - @Anna_De_Liddo
• To know more about our work please visit the research group website at:
idea.kmi.open.ac.uk