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[Paper Review] Online Networks of Support in Distressed Environments: Solidarity and Mobilization during the Russian Invasion of Ukraine

Jinyi Ye, Nikhil Jindal|arXiv (Cornell University)|Apr 9, 2023
Misinformation and Its Impacts4 citations
TL;DR

This study analyzes 68 million social media posts from Twitter, Facebook, Instagram, and YouTube during the Russia-Ukraine war to examine how online support networks form and operate. It reveals that crowdsourcing (e.g., Google Docs) and crowdfunding (e.g., Patreon, PayPal) platforms are central to grassroots mobilization, with social media acting as a key diffusion channel—particularly Twitter and Facebook for broad sharing, and Instagram/YouTube for targeted fundraising.

ABSTRACT

Despite their drawbacks and unintended consequences, social media networks have recently emerged as a crucial resource for individuals in distress, particularly during times of crisis. These platforms serve as a means to seek assistance and support, share reliable information, and appeal for action and solidarity. In this paper, we examine the online networks of support during the Russia-Ukraine conflict by analyzing four major social media networks: Twitter, Facebook, Instagram, and YouTube. Using a large dataset of 68 million posts, we explore the temporal patterns and interconnectedness between these platforms and online support websites. Our analysis highlights the prevalence of crowdsourcing and crowdfunding websites as the two main support platforms to mobilize resources and solicit donations, revealing their purpose and contents, and investigating different support-seeking and -receiving practices. Overall, our study underscores the potential of social media in facilitating online support in distressed environments through grassroots mobilization, contributing to the growing body of research on the positive impact of online platforms in promoting social good and protecting vulnerable populations during times of crisis and conflict.

Motivation & Objective

  • To understand the structure and dynamics of online support networks during the Russia-Ukraine conflict.
  • To investigate the interplay between social media platforms and online support websites in disseminating aid resources.
  • To analyze the prevalence and patterns of links to crowdsourcing and crowdfunding platforms across major social media networks.
  • To explore how different platforms contribute to the mobilization of financial and informational support during crises.
  • To identify and characterize grassroots support practices enabled by digital platforms in distressed environments.

Proposed method

  • Collection of a large-scale dataset of 68 million social media posts from Twitter, Facebook, Instagram, and YouTube.
  • Extraction and analysis of 13.9 million URLs from 520,000 web domains to identify support resources.
  • Application of network-based visualization and Granger-causality analysis to model temporal relationships in link sharing across platforms.
  • Use of mixed-methods: quantitative analysis of URL distribution and qualitative inspection of content on key support platforms.
  • Focus on top 100 shared URLs for crowdsourcing and crowdfunding sites to assess their role and reach.
  • Comparison of platform-specific diffusion patterns, especially between information-sharing (e.g., Google Docs) and financial support (e.g., Patreon, PayPal).

Experimental results

Research questions

  • RQ1How does the online network of support manifest and operate during the Russia-Ukraine conflict, and what is the relationship between social media platforms and online support sites?
  • RQ2How prevalent are social media messages that lead to crowdsourcing and crowdfunding platforms, and how do they facilitate aid to the Ukrainian population?
  • RQ3What are the distinct roles of different social media platforms (Twitter, Facebook, Instagram, YouTube) in diffusing support content and linking to support websites?
  • RQ4How do the affordances of different platforms shape the types of support (informational vs. financial) that are most effectively mobilized?

Key findings

  • Crowdsourcing platforms such as Google Docs and Forms were widely used to share real-time information on border crossings, transportation, and humanitarian resources, reaching up to 2.8 million displaced individuals.
  • Crowdfunding platforms like Patreon, GoFundMe, and PayPal emerged as primary vehicles for financial support, enabling independent journalists and non-profits to raise millions in funds.
  • Twitter and Facebook shared links to a broad range of support sites, including both crowdsourcing and crowdfunding platforms, indicating a more generalized diffusion of aid content.
  • Instagram and YouTube showed a stronger focus on crowdfunding platforms, particularly Patreon and PayPal, suggesting platform-specific patterns in support mobilization.
  • Despite high volumes of social media traffic, support URLs accounted for less than 1% of messages on Twitter and Facebook and less than 3% on Instagram and YouTube, indicating that link-sharing is a small but impactful subset of online support.
  • The study identifies a networked, multi-platform ecosystem where social media acts as a catalyst for support, with distinct roles across platforms in amplifying different types of aid.

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This review was created by AI and reviewed by human editors.