Reflective Informatics: Conceptual Dimensions for Designing Technologies of Reflection

Status

Eric P. S. Baumer (2015). Reflective Informatics: Conceptual Dimensions for Designing Technologies of Reflection. in Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI) (pp. 585–594). Seoul, South Korea.

Abstract

Despite demonstrated interest in designing for reflection, relatively little work provides a detailed explication of what exactly is meant by reflection or how to design around it. This paper fills that gap by reviewing and engaging with conceptual and theoretical models of reflection, organized by the disciplinary and epistemological perspectives each embodies. Synthesizing across this theoretical background, the paper identifies three dimensions of reflection: breakdown, inquiry, and transformation. Together, these dimensions serve as the foundation for reflective informatics, a conceptual approach that helps bring clarity and guidance to the discussion of designing for reflection. The paper distinguishes reflective informatics by demonstrating how it both differs from and complements existing related work. Finally, the paper provides a critically reflexive consideration of its own latent assumptions, especially about the value of reflection, and how they might impact work on designing for reflection.

ACM

Testing and Comparing Computational Approaches for Identifying the Language of Framing in Political News

Status

Eric P. S. Baumer, Elisha Elovic, Ying Qin, Francesca Polletta, & Geri K. Gay. (2015). Testing and Comparing Computational Approaches for Identifying the Language of Framing in Political News. in Proceedings of the Conference of the North American Chapter of the Association for Computational Linguistics – Human Language Technologies (NAACL – HLT) (pp. 1472–1482). Denver, CO.

Abstract

The subconscious influence of framing on perceptions of political issues is well-document in political science and communication research. A related line of work suggests that drawing attention to framing may help reduce such framing effects by enabling frame reflection, critical examination of the framing underlying an issue. However, definite guidance on how to identify framing does not exist. This paper presents a technique for identifying frame-invoking language. The paper first describes a human subjects pilot study that explores how individuals identify framing and informs the design of our technique. The paper then describes our data collection and annotation approach. Results show that the best performing classifiers achieve performance comparable to that of human annotators, and they indicate which aspects of language most pertain to framing. Both technical and theoretical implications are discussed.

pdf (ACL)

Data Set – This includes all 75 annotated articles, as well as descriptions of the format and instructions on use.

On the Importance and Implications of Studying Technology Non-use

Status

Eric P. S. Baumer, Jenna Burrell, Morgan G. Ames, Jed R. Brubaker, & Paul Dourish. (2015). On the Importance and Implications of Studying Technology Non-use. interactions, 22(2), 52–56.

Excerpt

Quit Facebook Day. Paraguayan children indifferent to their OLPC “XO” laptop. Digitally disconnected residents of Sub­Saharan Africa. Facebook pages of the deceased. Each of these in some way draws attention to technology non­use. While researchers have explored questions around non­use for some time [1,2], the dominant discourse in HCI still focuses primarily on technology users. […] So what do deceased Facebook users have in common with children in Paraguay who could care less about their XO laptops? To explore this question, we convened a workshop at ACM’s CHI 2014 conference. […] Here, the workshop organizers reflect on key topics, themes, and questions raised by participants, discussing how they might provide feedback to the broader HCI community. […] this article serves two purposes. First, it provides a sense for the scope and variety of research being conducted related to non­use, drawing in part on examples from workshop participants. Second, it draws inspiration from discussions that occurred during the workshop to suggest some possible broader implications of, as well as important future directions for, work in this area.

ACM

Usees

Status

Eric P. S. Baumer. (2015). Usees. in ACM Conference on Human Factors in Computing Systems (CHI). (Seoul). [23% acceptance rate]

Abstract:

HCI has developed a powerful vocabulary for thinking about, and methods for engaging with, users. Similarly, recent work has advanced complementary understanding of technology non-use. However, other spaces of interaction with technology may occur that sit uncomfortably between these two poles. This paper presents two case studies highlighting individuals who neither are clearly users of a system nor are clearly non-users. Based on these cases, the paper develops the concept of usee to help account for such situations that lie between existing analytic categories.

ACM

Broadening Exposure, Questioning Opinions, and Reading Patterns with Reflext: a Computational Support for Frame Reflection

Status

Eric P. S. Baumer, Claire Cipriani, Mitchell Davis, Gary He, Jaclyn Jeffrey-Wilensky, James Kang, Jinjoo Lee, Justin Zupnick, and Geri K. Gay. (2014). Broadening Exposure, Questioning Opinions, and Reading Patterns with Reflext: a Computational Support for Frame Reflection. Journal of Information Technology and Politics, 11(1), 45-63.

ABSTRACT

Vast amounts of political coverage are generated daily online. Some tools have been developed to help keep track of what is being said, but fewer efforts focus on how things are being said, i.e., how issues are framed. This article presents a study of Reflext, an interactive visualization tool that leverages computational linguistic analysis to support reflection on the framing of political issues. This system was deployed in a field study, during which the tool was used by regular readers of political news coverage during the 2012 U.S. election campaign. The results describe the tool’s support for a variety of activities related to frame reflection, how users integrated tool use with their existing reading practices, and broader issues in how participants interpreted the computational analysis and visualization. These findings contribute to our understanding of how algorithmically based interactive systems might mediate both the practical experiences of and situated interpretation of framing in political content.

DOI | pdf

Limiting, Leaving, and (re)Lapsing: A Survey of Facebook Non-use Practices and Experiences

Status

Eric P. S. Baumer, Phil Adams, Vera Khovanskya, Tony Liao, Madeline E. Smith, Victoria Schwanda Sosik, Kaiton Williams. (2013). Limiting, Leaving, and (re)Lapsing: A Survey of Facebook Non-use Practices and Experiences. in ACM Conference on Human Factors in Computing Systems (CHI). (Paris, France). [20% acceptance rate]

Abstract

Despite the abundance of research on social networking sites, relatively little research has studied those who choose not to use such sites. This paper presents results from a questionnaire of over 400 Internet users, focusing specifically on Facebook and those users who have left the service. Results show the lack of a clear, binary distinction between use and non-use, that various practices enable diverse ways and degrees of engagement with and disengagement from Facebook. Furthermore, qualitative analysis reveals numerous complex and interrelated motivations and justifications, both for leaving and for maintaining some type of connection. These motivations include: privacy, data misuse, productivity, banality, addiction, and external pressures. These results not only contribute to our understanding of online sociality by examining this under-explored area, but they also build on previous work to help advance how we conceptually account for the sociological processes of non-use.

ACM | pdf

Data

A full description of the questionnaire instrument and anonymized response data can be found here.

Bloggers and Readers Blogging Together: Collaborative Co-Creation of Political Blogs

Status

Baumer, E.P.S., Sueyoshi, M., and Tomlinson, B. (2011). Bloggers and Readers Blogging Together: Collaborative Co-Creation of Political Blogs. Computer Supported Cooperative
Work
, 20(1-2), 1-36.

Abstract

A significant amount of research has focused on blogs, bloggers, and blogging. However, relatively little work has examined blog readers, their interactions with bloggers, or their impact on blogging. This paper presents a qualitative study focusing specifically on readers of political blogs to develop a better understanding of readers’ interactions with blogs and bloggers. This is the first such study to examine the same blogging activity from both readers’ and bloggers’ perspectives. Readers’ significance and contributions to blogs are examined through a number of themes, including: community membership and participation; the relationship between political ideology, reading habits, and political participation; and differences and similarities between mainstream media (MSM) and blogs. Based on these analyses, this paper argues that blogging is not only a social activity, but is a collaborative process of co-creation in which both bloggers and readers engage. Implications of this finding contribute to the study and understanding of reader participation, to the design of technologies for bloggers and blog readers, and to the development of theoretical understandings of social media.

DOI | pdf