A conceptual framework for developing solutions that organise social media information for emergency response teams

ABSTRACT Social media have great power to spread information, and this is particularly noticeable when an emergency occurs. The extraction of accurate information from social media can offer an important resource for emergency management, both in terms of decision-making and increasing situational awareness. This paper describes a conceptual framework for the development of applications to treat messages from social media. It is designed to select, classify and prioritise, using parameters, messages containing information that is relevant to the emergency context. It allows a team to act on this information and to generate rescue actions that contribute to the emergency solution. It has a collaborative bias, providing perceptual, coordination and communication mechanisms. We also present an instantiation and the simulation of its use in the treatment of tweets (Twitter messages) about two emergencies: an earthquake in Mexico City (19/09/2017) and a California fire (December, 2017). The volume of messages is enormous, but most of them do not present significant value to the emergency response. We categorised those that contained relevant information. With only 2% of the tweets, it was possible to identify and prioritise messages with potential to aid in response and rescue operations.

[1]  B. Riley,et al.  EMERGENCY MANAGEMENT AGENCY , 2009 .

[2]  Rhona Flin,et al.  Disaster stress: an emergency management perspective , 1999 .

[3]  Irina Shklovski,et al.  Respectfully yours in safety and service: Emergency management & social media evangelism , 2010, ISCRAM.

[4]  Fernando Diaz,et al.  Extracting information nuggets from disaster- Related messages in social media , 2013, ISCRAM.

[5]  Stefan Stieglitz,et al.  Sense‐Making in Social Media During Extreme Events , 2018 .

[6]  Frank Maurer,et al.  Social Media Analyst Responding Tool: A Visual Analytics Prototype to Identify Relevant Tweets in Emergency Events , 2017, ISCRAM.

[7]  Paul Dourish,et al.  Awareness and coordination in shared workspaces , 1992, CSCW '92.

[8]  Nalini Venkatasubramanian,et al.  Social media alert and response to threats to citizens (SMART-C) , 2012, 8th International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom).

[9]  Jie Yin,et al.  Using Social Media to Enhance Emergency Situation Awareness , 2012, IEEE Intelligent Systems.

[10]  Christian Reuter,et al.  Social Media in Emergencies , 2017, Proc. ACM Hum. Comput. Interact..

[11]  Thomas Ludwig,et al.  Emergency services' attitudes towards social media: A quantitative and qualitative survey across Europe , 2016, Int. J. Hum. Comput. Stud..

[12]  Jano Moreira de Souza,et al.  Use of information visualization techniques in a collaborative context , 2015, 2015 IEEE 19th International Conference on Computer Supported Cooperative Work in Design (CSCWD).

[13]  Lay John,et al.  Dealing with information , 1999 .

[14]  Van de WalleBartel,et al.  Improving situation awareness in crisis response teams , 2016 .

[15]  Christoph Kotthaus,et al.  Big Data in a Crisis ? , 2017 .

[16]  Alan R. Hevner,et al.  Design Science in Information Systems Research , 2004, MIS Q..

[17]  Kevin Crowston,et al.  What is coordination theory and how can it help design cooperative work systems? , 1990, CSCW '90.

[18]  Starr Roxanne Hiltz,et al.  Dealing with information overload when using social media for emergency management: Emerging solutions , 2013, ISCRAM.

[19]  Sarah Vieweg,et al.  Processing Social Media Messages in Mass Emergency , 2014, ACM Comput. Surv..

[20]  David L. Johnson,et al.  Improved Situational Awareness in Emergency Management through Automated Data Analysis and Modeling , 2011 .

[21]  Stefan Stieglitz,et al.  Social media analytics - Challenges in topic discovery, data collection, and data preparation , 2018, Int. J. Inf. Manag..

[22]  Marcus E. Markiewicz Understanding Object-Oriented Framework Engineering , 2000 .

[23]  Vidhyacharan Bhaskar,et al.  Mining crisis information: A strategic approach for detection of people at risk through social media analysis , 2018 .

[24]  James M. Kendra,et al.  RECONSIDERING CONVERGENCE AND CONVERGER LEGITIMACY IN RESPONSE TO THE WORLD TRADE CENTER DISASTER , 2003 .

[25]  Charles E. Fritz,et al.  The Rio Grande Flood: A Comparative Study of Border Communities in Disaster.@@@An Introduction to Methodological Problems of Field Studies in Disasters.@@@Convergence Behavior in Disasters: A Problem in Social Control. , 1958 .

[26]  J. Aken Management Research Based on the Paradigm of the Design Sciences: The Quest for Field-Tested and Grounded Technological Rules , 2004 .

[27]  Leysia Palen,et al.  The Evolving Role of the Public Information Officer: An Examination of Social Media in Emergency Management , 2012 .

[28]  Nalini Venkatasubramanian,et al.  Project rescue: challenges in responding to the unexpected , 2003, IS&T/SPIE Electronic Imaging.

[29]  Michael J. Pennock,et al.  Social media applications and emergency management: A literature review and research agenda , 2018, International Journal of Disaster Risk Reduction.

[30]  Christoph Kotthaus,et al.  Big Data in a Crisis? Creating Social Media Datasets for Crisis Management Research , 2016, i-com.

[31]  Marco Romano,et al.  Supporting citizens 2.0 in disasters response , 2013 .

[32]  Sophia B. Liu,et al.  Crisis Crowdsourcing Framework: Designing Strategic Configurations of Crowdsourcing for the Emergency Management Domain , 2014, Computer Supported Cooperative Work (CSCW).

[33]  Rohan Shah,et al.  Designing an Application for Social Media Needs in Emergency Public Information Work , 2016, GROUP.

[34]  Makarand Hastak,et al.  Emergency information diffusion on online social media during storm Cindy in U.S , 2018, Int. J. Inf. Manag..

[35]  Leysia Palen,et al.  "Voluntweeters": self-organizing by digital volunteers in times of crisis , 2011, CHI.

[36]  Volkmar Pipek,et al.  Crisis Management 2.0: Towards a Systematization of Social Software Use in Crisis Situations , 2012, Int. J. Inf. Syst. Crisis Response Manag..

[37]  Amanda Lee Hughes,et al.  "Site-seeing" in disaster: An examination of on-line social convergence , 2008 .

[38]  Gurpreet Singh Lehal,et al.  A Survey of Text Mining Techniques and Applications , 2009 .

[39]  Christoph Kotthaus,et al.  Situated crowdsourcing during disasters: Managing the tasks of spontaneous volunteers through public displays , 2017, Int. J. Hum. Comput. Stud..

[40]  W. Waugh,et al.  Collaboration and Leadership for Effective Emergency Management , 2006 .

[41]  Stefan Stieglitz,et al.  The Adoption of social media analytics for crisis management - Challenges and Opportunities , 2018, ECIS.

[42]  Bartel Van de Walle,et al.  Improving situation awareness in crisis response teams: An experimental analysis of enriched information and centralized coordination , 2016, Int. J. Hum. Comput. Stud..

[43]  James H. Martin,et al.  A vision for technology-mediated support for public participation & assistance in mass emergencies & disasters , 2010 .

[44]  Thomas Ludwig,et al.  Information and Expertise Sharing in Inter-Organizational Crisis Management , 2014, Computer Supported Cooperative Work (CSCW).

[45]  Kjeld Schmidt,et al.  Taking CSCW seriously , 1992, Computer Supported Cooperative Work (CSCW).

[46]  Marcos R. S. Borges,et al.  Support for systems development in mobile devices used in Emergency Management , 2012, Proceedings of the 2012 IEEE 16th International Conference on Computer Supported Cooperative Work in Design (CSCWD).

[47]  Astrid Shiel,et al.  Explaining Attitudes Toward and Experiences with Social Media among Public Information Officers through Adaptive Structuration Theory , 2011, Communications of the IIMA.

[48]  Leysia Palen,et al.  Natural Language Processing to the Rescue? Extracting "Situational Awareness" Tweets During Mass Emergency , 2011, ICWSM.

[49]  Amanda Lee Hughes Participatory design for the social media needs of emergency public information officers , 2014, ISCRAM.

[50]  Starr Roxanne Hiltz,et al.  Online forums supporting grassroots participation in emergency preparedness and response , 2007, Commun. ACM.