Negative Perception of the COVID-19 Pandemic Is Dropping: Evidence From Twitter Posts

Area of Science:

• Social Sciences
• Psychology
• Computational Social Science

Background:

• The COVID-19 pandemic significantly impacted societal emotions and well-being.
• Measuring public sentiment and response to pandemic events presents considerable challenges.

Purpose of the Study:

• To analyze trends in public negative perception during the COVID-19 pandemic.
• To investigate the relationship between public sentiment and psychological factors.
• To assess the impact of vaccination campaigns on public well-being.

Main Methods:

• Analysis of the COVID-19 Twitter chatter dataset, comprising over 1 billion posts.
• Quantification of negative word usage on Twitter to gauge public perception.
• Correlation analysis between sentiment trends and psychological traits (psychophysical numbing, reappraisal, suppression, resilience).

Main Results:

• A consistent decrease in the use of negative language on Twitter regarding the COVID-19 pandemic was observed.
• Negative perception significantly declined with the commencement of vaccination campaigns in the USA, Canada, and the UK.
• The downward trend in negativity has been sustained since the initiation of vaccination efforts.

Conclusions:

• Public negative perception of the COVID-19 pandemic is demonstrably dropping.
• Vaccination campaigns play a crucial role in mitigating negative public sentiment.
• The reduction in negativity suggests a positive impact on psychological well-being.