Mobilizing Social Media Data: Reflections of a Researcher Mediating between Data and Organization

被引:3
作者
Garcia, Adriana Alvarado [1 ]
Wong-Villacres, Marisol [2 ]
Miceli, Milagros [3 ]
Hernandez, Benjamin [4 ,6 ]
Le Dantec, Christopher A. [5 ]
机构
[1] IBM Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
[2] Escuela Super Politecn Litoral, Guayaquil, Ecuador
[3] Tech Univ Berlin, Weizenbaum Inst, DAIR Inst, Berlin, Germany
[4] Oak Ridge Natl Lab, Oak Ridge, TN USA
[5] Georgia Inst Technol, Sch Interact Comp, Atlanta, GA USA
[6] NVIDIA, Santa Clara, CA USA
来源
PROCEEDINGS OF THE 2023 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2023 | 2023年
关键词
social media data; user-generated content; NGO; non-profit organizations; data work; mobilizing data; organizational practices; data experts; humanitarian context; BIG DATA; DECISION-MAKING; PERFORMANCE; INFORMATION; CHALLENGES; ANALYTICS; SOCIETY;
D O I
10.1145/3544548.3580916
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper examines the practices involved in mobilizing social media data from their site of production to the institutional context of non-profit organizations. We report on nine months of fieldwork with a transnational and intergovernmental organization using social media data to understand the role of grassroots initiatives in Mexico, in the unique context of the COVID-19 pandemic. We show how different stakeholders negotiate the definition of problems to be addressed with social media data, the collective creation of ground-truth, and the limitations involved in the process of extracting value from data. The meanings of social media data are not defined in advance; instead, they are contingent on the practices and needs of the organization that seeks to extract insights from the analysis. We conclude with a list of reflections and questions for researchers who mediate in the mobilization of social media data into non-profit organizations to inform humanitarian action.
引用
收藏
页数:19
相关论文
共 50 条
  • [21] Monitoring the Relationship between Social Network Status and Influenza Based on Social Media Data
    Yan, Qi
    Shan, Siqing
    Zhang, Baishang
    Sun, Weize
    Sun, Menghan
    Luo, Yiting
    Zhao, Feng
    Guo, Xiaoshuang
    DISASTER MEDICINE AND PUBLIC HEALTH PREPAREDNESS, 2023, 17
  • [22] A Survey of Social Media, Big Data, Data Mining, and Analytics
    Oliverio, Jared
    JOURNAL OF INDUSTRIAL INTEGRATION AND MANAGEMENT-INNOVATION AND ENTREPRENEURSHIP, 2018, 3 (03)
  • [23] An Ontology for Social Media Data Analysis
    Jain, Sarika
    Dalal, Sumit
    Dave, Mayank
    SEMANTIC INTELLIGENCE, ISIC 2022, 2023, 964 : 77 - 87
  • [24] Feature Selection for Social Media Data
    Tang, Jiliang
    Liu, Huan
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2014, 8 (04)
  • [25] STUDY ON THE IMPLICATIONS OF PERSONAL DATA EXPOSURE ON THE SOCIAL MEDIA PLATFORMS
    Onete, Cristian-Bogdan
    Vargas, Vanesa Madalina
    Chita, Sandra Diana
    TRANSFORMATIONS IN BUSINESS & ECONOMICS, 2020, 19 (02): : 243 - 258
  • [26] Big data for social benefits: Innovation as a mediator of the relationship between big data and corporate social performance
    Calic, Goran
    Ghasemaghaei, Maryam
    JOURNAL OF BUSINESS RESEARCH, 2021, 131 : 391 - 401
  • [27] Analytics of social media data-State of characteristics and application
    Zachlod, Cecile
    Samuel, Olga
    Ochsner, Andrea
    Werthmueller, Sarah
    JOURNAL OF BUSINESS RESEARCH, 2022, 144 : 1064 - 1076
  • [28] Social Media and Stock Market Prediction: A Big Data Approach
    Awan, Mazhar Javed
    Rahim, Mohd Shafry Mohd
    Nobanee, Haitham
    Munawar, Ashna
    Yasin, Awais
    Zain, Azlan Mohd
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (02): : 2569 - 2583
  • [29] The Geography of Social Media Data in Urban Areas: Representativeness and Complementarity
    Bernabeu-Bautista, Alvaro
    Serrano-Estrada, Leticia
    Perez-Sanchez, V. Raul
    Marti, Pablo
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2021, 10 (11)
  • [30] Data Mining the City: User Demands through Social Media
    Cakir, Hulya Soydas
    Levent, Vecdi Emre
    ICONARP INTERNATIONAL JOURNAL OF ARCHITECTURE AND PLANNING, 2021, 9 (02): : 799 - 818