Is Twitter Enough? Investigating Situational Awareness in Social and Print Media during the Second COVID-19 Wave in India

TL;DR

This study compares social media and print media coverage during India's second COVID-19 wave, highlighting how socioeconomic factors influence information dissemination and suggesting combined media analysis enhances situational awareness.

Contribution

It introduces a comparative analysis of Twitter and print media in India during COVID-19, emphasizing the impact of socioeconomic factors on information dissemination and situational awareness.

Findings

Internet penetration and GDP influence Twitter discourse.

Print media coverage is consistent across regions.

Combining social and print media offers a comprehensive view.

Abstract

The pandemic required efficient allocation of public resources and transforming existing ways of societal functions. To manage any crisis, governments and public health researchers exploit the information available to them in order to make informed decisions, also defined as situational awareness. Gathering situational awareness using social media has been functional to manage epidemics. Previous research focused on using discussions during periods of epidemic crises on social media platforms like Twitter, Reddit, or Facebook and developing NLP techniques to filter out relevant discussions from a huge corpus of messages and posts. Social media usage varies with internet penetration and other socioeconomic factors, which might induce disparity in analyzing discussions across different geographies. However, print media is a ubiquitous information source, irrespective of geography. Further, topics discussed in news articles are already newsworthy, while on social media newsworthiness is a product of techno-social processes. Developing this fundamental difference, we study Twitter data during the second wave in India focused on six high-population cities with varied macroeconomic factors. Through a mixture of qualitative and quantitative methods, we further analyze two Indian newspapers during the same period and compare topics from both Twitter and the newspapers to evaluate situational awareness around the second phase of COVID on each of these platforms. We conclude that factors like internet penetration and GDP in a specific city influence the discourse surrounding situational updates on social media. Thus, augmenting information from newspapers with information extracted from social media would provide a more comprehensive perspective in resource deficit cities.