"A Special Operation": A Quantitative Approach to Dissecting and Comparing Different Media Ecosystems’ Coverage of the Russo-Ukrainian War

Abstract

The coverage of the Russian invasion of Ukraine has varied widely between Western, Russian, and Chinese media ecosystems with propaganda, disinformation, and narrative spins present in all three. By utilizing the normalized pointwise mutual information metric, differential sentiment analysis, word2vec models, and partially labeled Dirichlet allocation, we present a quantitative analysis of the differences in coverage amongst these three news ecosystems. We find that while the Western press outlets have focused on the military and humanitarian aspects of the war, Russian media have focused on the purported justifications for the “special military operation” such as the presence in Ukraine of “bio-weapons” and “neo-nazis”, and Chinese news media have concentrated on the conflict’s diplomatic and economic consequences. Detecting the presence of several Russian disinformation narratives in the articles of several Chinese media outlets, we finally measure the degree to which Russian media has influenced Chinese coverage across Chinese outlets’ news articles, Weibo accounts, and Twitter accounts. Our analysis indicates that since the Russian invasion of Ukraine, Chinese state media outlets have increasingly cited Russian outlets as news sources and spread Russian disinformation narratives.

Comparative Media Framing and Agenda Setting: Analyzing Chinese and U.S. Coverage of the Bucha Incident in the Russia-Ukraine War

“…Hao showed the mechanism of news framework in Chinese and American disaster report and revealed the function of news framework [8]. Hans W. A. Hanley, Deepak Kumar and Zakir Durumeric used qualitative analysis，they pointed that coverage of the Russian invasion of Ukraine varied widely across Western, Russian, and Chinese media ecosystems, with propaganda, disinformation, and narratives in all three media ecosystems [9]. QF Kwei examined the framing of the 2022 Russia-Ukraine conflict by the web-based news media in Ukraine, Russia, the U.S. and China through an exploratory sequential in order to examine the differences in online news coverage by media in these four countries [10].…”