Blog on Text Analytics - Provalis Research 2024年11月27日
A Quantitative Analysis of Media Coverage of COVID 19
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本文基于Mazzini等人的研究,分析了意大利媒体在新冠疫情第一波和第二波期间对政府战略传播的报道。研究发现,在第一波疫情期间,意大利媒体主要关注疫情信息传播、公共卫生问题和政府政策的宣传,与政府保持着较为和谐的关系。然而,在第二波疫情期间,媒体报道逐渐转向对政府政策的质疑和批评,不同媒体的政治立场也开始影响报道内容。研究还发现,公众情绪也发生了变化,从第一波的服从转向第二波的愤怒和不满。文章认为,类似的跨国研究可以进一步揭示政府在疫情期间战略传播的有效性。

🦠 **疫情初期媒体报道侧重于疫情信息传播和政府政策宣传:**在新冠疫情第一波期间,意大利媒体主要扮演着政府政策的传声筒角色,着重报道疫情信息、公共卫生问题以及政府为应对疫情采取的措施,并呼吁公众积极配合政府防疫政策。

📰 **第二波疫情期间媒体报道转向批判和质疑:**随着疫情发展,意大利媒体开始更多地质疑政府的决策和应对措施,不同媒体的政治立场也开始影响其报道内容,呈现出明显的党派色彩。例如,一些媒体开始批评政府在夏季放松管控后应对第二波疫情的准备不足。

📊 **公众情绪从服从转向愤怒和不满:**研究发现,公众情绪也随着疫情发展而发生变化。在第一波疫情期间,公众普遍服从政府的防疫政策,而在第二波疫情期间,公众对政府的措施表达了更多不满和愤怒,导致社会舆论环境更加复杂。

🇮🇹 **意大利媒体政治立场影响报道客观性:**意大利媒体与政治党派之间的联系较为密切,一些媒体在疫情报道中倾向于支持其所关联的政治派别,并对其他派别进行批评,这导致媒体报道的客观性和公正性受到一定影响。

🌍 **跨国研究有助于深入理解政府战略传播的有效性:**文章认为,开展更多类似的跨国研究,可以更深入地了解不同国家政府在疫情期间战略传播的有效性和局限性,为未来应对类似公共卫生危机提供借鉴。

 

Covid 19 has presented extraordinary challenges to almost everyone around the world and to almost all facets of life including: health care, the economy, personal interactions, education, transportation, supply-chain, mental health, law enforcement to name just a few. One of the crucial elements in dealing with a pandemic that affects all aspects of daily life is communication to the public about what to do and what measures to take. Governments are the key drivers of these strategic communications to inform the public and ensure public safety.

In most countries, a critical communicator of government policies is the media. In their paper A Short Honeymoon. The Italian Press and the Coverage of the Government’s Strategic Communication on Covid-19, Mazzini et al. (2022) use QDA Miner and WordStat to analyze media coverage of the government’s strategic communications during two waves of the virus. The authors’ examined articles from six Italian national newspapers based on their circulation and their political leanings. The latter was a key factor because Italian media can be affiliated with political parties that can influence their coverage of events. This was the case in the coverage of the second wave.

The research questions for this study were: How did the news values influence the coverage of the pandemic? Are there considerable differences in the coverage between the first and the second pandemic wave? Did the media support or hinder the government’s strategic communication in enforcing social control policies to contain contagion?

The authors used WordStat content analysis to examine thousands of newspapers articles. The study analyzed 21,777 articles in the first wave between February and April 2020 and 14,222 articles between October and December 2020 in the second wave.

The entire corpus was analyzed using QDA Miner software, a tool for computer-assisted qualitative analysis of texts, and its quantitative component WordStat, a text-mining tool capable of identifying recurring themes within a text…. The main topics covered by the press during the analyzed periods were identified using the topic modeling technique, which automatically extracts the most important topics within a given collection of texts. The main statistical procedure used for the extraction of topics in WordStat is factorial analysis, and the extracted topics were then organized manually to check the correct attribution of words and phrases to the specific themes, and to aggregate the themes that recurred more than once.

After exploring 20 topics, the authors performed a frame analysis and identified four frames: conflict, mathematization of the catastrophe, human interest and heroes vs villains.

In its communications, the government chose not to use traditional news conferences but to try to talk more directly to the people through Facebook live broadcasts. In the first wave, the newspapers facilitated this strategy generally reproducing the government’s messages. But that changed in the second wave. This can be seen in the topic modelling results. The authors’ present two tables of topic modelling in their paper showing the top twenty topics in the first wave and the top 20 topics in the second wave. In the first wave the principal topics were, number of infections, health emergency, health workers, lockdown. While several of these are still prevalent, other issues emerged to the forefront such as European management of the virus, economic and social crisis, government, and regional governors. In the second wave the “honeymoon” was over. The media were more questioning and critical of government policy and the political leanings of certain newspapers began to influence coverage. In the first wave there was more of a focus on collective and individual responsibility to follow the rules. In the second wave there was a shift to questioning how the government was or was not implementing the rules and managing the situation.

Here are two examples. One from the first wave is focussed on individual and collective responsibility.

“While cases of COVID-19 increase, it is intolerable that hundreds of runners are running around, sweating, through parks and streets. Nobody has more rights than others to stay outside while most people respect the prohibitions” (Corriere Della Sera, 20/03/2020

In the second wave the focus is more on the politicians or the people in charge.

“Conte does something more: through the Tv, he “shouts” to make the Italians feel guilty. Behave correctly, scoundrels, otherwise you will be punished! Namely, he obliges others to do what the government should have done during the last summer of relaxation, it unloads on the governed the shortcomings of those who govern us” (Corriere dell Sera, 07/11/2020)

The paper shows that in the first wave there was a low level of conflict. The media focussed on relaying the government’s messages for public safety, public health issues and informing the public about the spread of the virus and the immediate health public health challenges. However, as the virus set in the typical partisan elements of the Italian media rose to the surface to support their political affiliations and to criticize their opponents. This was also reflected in public sentiment in where in the first wave people were likely to comply with restrictions while in the second wave there was more anger and dissatisfaction with government. The authors believe more country-by-country studies like this one can shed more light on the effectiveness of government’s strategic communication during a pandemic.

Reference:

Mazzini, M., Versa, S., Mincigrucci, R., Pagiotti, S., & Stanziano, A. (2022). A Short Honeymoon. The Italian Press and the Coverage of the Government’s Strategic Communication on COVID-19International Journal of Strategic Communication16(3), 386-402.

 

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新冠疫情 媒体报道 政府传播 意大利 公众情绪
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