scholarly journals Assessing the Predictive Power of Online Social Media to Analyze COVID-19 Outbreaks in the 50 U.S. States

2021 ◽  
Vol 13 (7) ◽  
pp. 184
Author(s):  
Jiachen Sun ◽  
Peter A. Gloor
Keyword(s):  
Social Media ◽  
Infection Rate ◽  
State Level ◽  
The United States ◽  
The Public ◽  
Online Social Media ◽  
Lower Infection ◽  
Internet Searches ◽  
Affected Country ◽  
Lower Infection Rate

As the coronavirus disease 2019 (COVID-19) continues to rage worldwide, the United States has become the most affected country, with more than 34.1 million total confirmed cases up to 1 June 2021. In this work, we investigate correlations between online social media and Internet search for the COVID-19 pandemic among 50 U.S. states. By collecting the state-level daily trends through both Twitter and Google Trends, we observe a high but state-different lag correlation with the number of daily confirmed cases. We further find that the accuracy measured by the correlation coefficient is positively correlated to a state’s demographic, air traffic volume and GDP development. Most importantly, we show that a state’s early infection rate is negatively correlated with the lag to the previous peak in Internet searches and tweeting about COVID-19, indicating that earlier collective awareness on Twitter/Google correlates with a lower infection rate. Lastly, we demonstrate that correlations between online social media and search trends are sensitive to time, mainly due to the attention shifting of the public.

scholarly journals More Active Internet-Search on Google and Twitter Posting for COVID-19 Corresponds with Lower Infection Rate in the 50 U.S. States

2020 ◽  
Author(s):  
Jiachen Sun ◽  
Peter Gloor
Keyword(s):  
Infection Rate ◽  
Predictive Accuracy ◽  
State Level ◽  
The United States ◽  
The Novel ◽  
Internet Search ◽  
Online Social Media ◽  
Lower Infection ◽  
Novel Coronavirus ◽  
Lower Infection Rate

Abstract As the novel coronavirus disease 2019 (COVID-19) continues to rage worldwide, the United States has become the most affected country with more than 2.5 million total confirmed cases up to now (June 2, 2020). In this work, we investigate the predictive power of online social media and Internet search for the COVID-19 pandemic among 50 U.S. states. By collecting the state-level daily trends through both Twitter and Google Trends, we observe a high but state-different lag correlation with the number of daily confirmed cases. We further find that the predictive accuracy measured by the correlation coefficient is positively correlated to a state’s demographic, air traffic volume and GDP development. Most importantly, we show that a state’s early infection rate is negatively correlated with the lag to the previous peak in Internet search and tweeting about COVID-19, indicating that the earlier the collective awareness on Twitter/Google in a state, the lower is the infection rate.

Kim Kardashian: the Leader of the Influencers

2019 ◽  
Author(s):  
Laila Fariha Zein ◽  
Adib Rifqi Setiawan
Keyword(s):  
Social Media ◽  
The United States ◽  
Armenian Genocide ◽  
The Public ◽  
Self Defense ◽  
Global Commerce ◽  
The World ◽  
Social Media Platforms ◽  
International Issues ◽  
Global Influence

In today’s world, it is easier and easier to stay connected with people who are halfway across the world. Social media and a globalizing economy have created new methods of business, trade and socialization resulting in vast amounts of communication and effecting global commerce. Like her or hate her, Kimberly Noel Kardashian West as known as Kim Kardashian has capitalized on social media platforms and the globalizing economy. Kim is known for two things: famous for doing nothing and infamous for a sex tape. But Kim has not let those things define her. With over 105 million Instagram followers and 57 million Twitter followers, Kim has become a major global influence. Kim has travelled around the world, utilizing the success she has had on social media to teach make-up master classes with professional make-up artist, Mario Dedivanovic. She owns or has licensed several different businesses including: an emoji app, a personal app, a gaming app, a cosmetics line, and a fragrance line. Not to be forgotten, the Kardashian family show, ‘Keeping Up with the Kardashians’ has been on the air for ten years with Kim at the forefront. Kim also has three books: ‘Kardashian Konfidential’, ‘Dollhouse’, and ‘Selfish’. With her rising social media following, Kim has used the platforms to show her support for politicians and causes, particularly, recognition of the Armenian genocide. Kim also recently spoke at the Forbes’ women’s summit. Following the summit, Kim tweeted out her support for a recent movement on Twitter, #freeCyntoiaBrown which advocated for a young woman who claimed to have shot and killed the man who held her captive as a teenage sex slave in self-defense. Kim had her own personal lawyers help out Cyntoia on her case. Kim has also moved beyond advocating for issues within the confines of the United States. As mentioned earlier, she is known for advocating for recognition of the Armenian genocide. In the last two years, her show has made it a point to address the Armenian situation as it was then and as it is now. Kim has been recognized as a global influencer by others across the wordl. We believe Kim has become the same as political leaders when it comes to influencing the public. Kim’s story reveals that the new reality creates a perfect opportunity for mass disturbances or for initiating mass support or mass disapproval. Although Kim is typically viewed for her significance to pop culture, Kim’s business and social media following have placed her deep into the mix of international commerce. As her businesses continue to grow and thrive, we may see more of her influence on international issues and an increase in the commerce from which her businesses benefit.

scholarly journals A Panel Evaluation of the Changes in the General Public’s Social-Media-Following of United States’ Public Health Departments during COVID-19 Pandemic

2021 ◽  
Vol 12 ◽  
pp. 215013272199545
Author(s):  
Areej Khokhar ◽  
Aaron Spaulding ◽  
Zuhair Niazi ◽  
Sikander Ailawadhi ◽  
Rami Manochakian ◽  
...  
Keyword(s):  
Public Health ◽  
Social Media ◽  
State Level ◽  
The State ◽  
Public Health Department ◽  
Health Departments ◽  
The Public ◽  
Public Health Departments ◽  
The Social ◽  
The U.S

Importance: Social media is widely used by various segments of society. Its role as a tool of communication by the Public Health Departments in the U.S. remains unknown. Objective: To determine the impact of the COVID-19 pandemic on social media following of the Public Health Departments of the 50 States of the U.S. Design, Setting, and Participants: Data were collected by visiting the Public Health Department web page for each social media platform. State-level demographics were collected from the U.S. Census Bureau. The Center for Disease Control and Prevention was utilized to collect information regarding the Governance of each State’s Public Health Department. Health rankings were collected from “America’s Health Rankings” 2019 Annual report from the United Health Foundation. The U.S. News and World Report Education Rankings were utilized to provide information regarding the public education of each State. Exposure: Data were pulled on 3 separate dates: first on March 5th (baseline and pre-national emergency declaration (NED) for COVID-19), March 18th (week following NED), and March 25th (2 weeks after NED). In addition, a variable identifying the total change across platforms was also created. All data were collected at the State level. Main Outcome: Overall, the social media following of the state Public Health Departments was very low. There was a significant increase in the public interest in following the Public Health Departments during the early phase of the COVID-19 pandemic. Results: With the declaration of National Emergency, there was a 150% increase in overall public following of the State Public Health Departments in the U.S. The increase was most noted in the Midwest and South regions of the U.S. The overall following in the pandemic “hotspots,” such as New York, California, and Florida, was significantly lower. Interesting correlations were noted between various demographic variables, health, and education ranking of the States and the social media following of their Health Departments. Conclusion and Relevance: Social media following of Public Health Departments across all States of the U.S. was very low. Though, the social media following significantly increased during the early course of the COVID-19 pandemic, but it still remains low. Significant opportunity exists for Public Health Departments to improve social media use to engage the public better.

Understanding the Role of Online Media Platforms in Airport Capital Projects and Community Outreach

2021 ◽  
pp. 036119812199347
Author(s):  
Max Z. Li ◽  
Megan S. Ryerson
Keyword(s):  
Social Media ◽  
Best Practices ◽  
Community Outreach ◽  
Capital Projects ◽  
The Public ◽  
Online Social Media ◽  
Social Media Platforms ◽  
Project Phases ◽  
Media Channels ◽  
Common Content

Community outreach and engagement efforts are critical to an airport’s role as an ever-evolving transportation infrastructure and regional economic driver. As online social media platforms continue to grow in both popularity and influence, a new engagement channel between airports and the public is emerging. However, the motivations behind and effectiveness of these social media channels remain unclear. In this work, we address this knowledge gap by better understanding the advantages, impact, and best practices of this newly emerging engagement channel available to airports. Focusing specifically on airport YouTube channels, we first document quantitative viewership metrics, and examine common content characteristics within airport YouTube videos. We then conduct interviews and site visits with relevant airport stakeholders to identify the motivations and workflow behind these videos. Finally, we facilitate sample focus groups designed to survey public perceptions of the effectiveness and value of these videos. From our four project phases, to maximize content effectiveness and community engagement potential, we synthesize the following framework of action items, recommendations, and best practices: (C) Consistency and community; (O) Organizational structure; (M) Momentum; (B) Branding and buy-in; (A) Activity; (T) Two-way engagement; (E) Enthusiasm; and (D) Depth, or as a convenient initialism, our COMBATED framework.

scholarly journals The impact of quarantine on Covid-19 infections

2021 ◽  
Vol 10 (s1) ◽  
Author(s):  
Pablo Marshall
Keyword(s):  
Health System ◽  
Infection Rate ◽  
District Level ◽  
Infection Model ◽  
Social Distancing ◽  
Proposed Model ◽  
Lower Infection ◽  
The Impact ◽  
Lower Infection Rate ◽  
Over Time

Abstract Objectives: Coronavirushas had profound effects on people’s lives and the economy of many countries, generating controversy between the need to establish quarantines and other social distancing measures to protect people’s health and the need to reactivate the economy. This study proposes and applies a modification of the SIR infection model to describe the evolution of coronavirus infections and to measure the effect of quarantine on the number of people infected. Methods: Two hypotheses, not necessarily mutually exclusive, are proposed for the impact of quarantines. According to the first hypothesis, quarantine reduces the infection rate, delaying new infections over time without modifying the total number of people infected at the end of the wave. The second hypothesis establishes that quarantine reduces the population infected in the wave. The two hypotheses are tested with data for a sample of 10 districts in Santiago, Chile. Results: The results of applying the methodology show that the proposed model describes well the evolution of infections at the district level. The data shows evidence in favor of the first hypothesis, quarantine reduces the infection rate; and not in favor of the second hypothesis, that quarantine reduces the population infected. Districts of higher socio-economic levels have a lower infection rate, and quarantine is more effective. Conclusions: Quarantine, in most districts, does not reduce the total number of people infected in the wave; it only reduces the rate at which they are infected. The reduction in the infection rate avoids peaks that may collapse the health system.

Social media responsiveness in the public sector: A study of social media adoption in three functional areas of local government

2017 ◽  
Vol 20 (1) ◽  
pp. 72-99 ◽  
Author(s):  
Daniel J. Seigler
Keyword(s):  
Social Media ◽  
Public Sector ◽  
Local Government ◽  
Citizen Participation ◽  
The Public ◽  
Organizational Influences ◽  
Online Social Media ◽  
Social Media Tools ◽  
Similar Path ◽  
Functional Areas

Based on the importance of citizen participation and the collaborative potential of online social media tools, this study tests four proposed influences on administrators who are deciding whether or not to adopt these tools to engage citizens. A survey of 157 department managers from large U.S. cities shows that 82% report using some form of social media to engage citizens and that perceived organizational influences and administrator preconceptions have the strongest impact on the respondentsʼ decision to adopt social media. Possible explanations for the results are that the use of online social media in the public sector may be following a similar path of adoption as earlier forms of e-government or managers may be operating in a rational environment when deciding whether or not to adopt online social media tools.

scholarly journals THE INFLUENCE OF SOCIAL MEDIA TECHNOLOGY WITH REFERENCE TO FACEBOOK ON WORK PERFORMANCE: ORGANISATIONAL FRAMEWORK AS MEDIATOR

2021 ◽  
Vol 6 (5) ◽  
Author(s):  
Kumaran Kanapathipillaii
Keyword(s):  
Social Media ◽  
Work Performance ◽  
Media Technology ◽  
Public And Private ◽  
The Public ◽  
Online Social Media ◽  
Employee Relationships ◽  
Public And Private Sector ◽  
The Relationship ◽  
Social Media Technology

<p>Social media such as Facebook has become an essential strategic tool for organisations. Facebook is a platform where a large pool of consumers would use to make purchase decisions. Organisations are designing and maintaining their Facebook account to expand their social networks and build relationships with the public. This research explains current situations regarding the influence of online social media technology with reference to Facebook on employees' work performance in Malaysia. The problem statement focuses on both the public and private sectors in Malaysia. Additionally, various literature was reviewed, indicating the relationship between social media (usage at work, sociability, and trust) and work performance. The mediating role of the organisational framework on the relationship between online social media technology (Facebook) and work performance was also scrutinised to formulate the research hypothesis. The findings of this research established a significant relationship between online social media (Facebook) and organisational framework and work performance. Conclusively, the hypothesis depicted that the organisational framework fully mediates the relationship between online social media technology (Facebook) and employees' work performance in public and private sectors in Malaysia. This study also verifies that both the public and private sector organisations that incorporate Facebook can enhance networking and information sharing, influencing employees' work performance, creating a stable organisational framework, generating value for customers, and improving employee relationships with all stakeholders. In conclusion, work performance can be heightened by a well planned and structured organisational framework. Additionally, through a well planned and implemented online social media technology such as Facebook, an organisation would have a smooth operating organisational framework and a workforce with enhanced performance.</p><p> </p><p><strong> Article visualizations:</strong></p><p><img src="/-counters-/edu_01/0854/a.php" alt="Hit counter" /></p>

No people like #showpeople : Broadway performers' ethnographic social media

2015 ◽  
Author(s):  
◽  
Jennifer Spitulnik
Keyword(s):  
Social Media ◽  
Global Economy ◽  
Musical Theater ◽  
Public Spaces ◽  
The Public ◽  
Media Technologies ◽  
Broadway Musical ◽  
Online Social Media ◽  
Group I ◽  
Multiple Audiences

The occupational folk group of Broadway musical theater performers uses folklore in public spaces as a kind of representational strategy for the group as a whole. This strategy is significant in representing the group’s identity to itself as well as to outsiders who are invested in knowing more about them, such as Broadway enthusiasts. That is, the group can and does tell the story of itself, representing itself ethnographically, by way of its individual members. Social media technologies provide a platform for Broadway performers to present these native ethnographies both to the public and to other members of the folk group. I argue that these native, self-conscious ethnographic works by musical theater performers are both concerned with representing themselves as individuals, and with representing the cultural group of musical theater performers as a whole. Exploring the folklore and folk identities performed by members of this group in online social media suggests new ways of understanding the politics and practices of ethnography, particularly on social network sites in our postmodern global economy of attention. In this project, the first in any field to consider musical theater performers as a cultural or folk group, I investigate actors’ recognition of and group use of vernacular creative expressionsâ€"folkloreâ€"as a representational strategy. Through this work, I explore the ways in which self-representation on the part of the ethnographic participants claims voice and authority for the group, while simultaneously performing group membership and identity for multiple audiences.

scholarly journals Post-Truth: Hegemony on Social Media and Implications for Sustainability Communication

2019 ◽  
Vol 11 (7) ◽  
pp. 2120 ◽  
Author(s):  
Cecilia Jaques ◽  
Mine Islar ◽  
Gavin Lord
Keyword(s):  
Social Media ◽  
Critical Discourse Analysis ◽  
Scientific Information ◽  
The United States ◽  
Marxian Theory ◽  
The Public ◽  
Social Media Platforms ◽  
The Public Sphere ◽  
The One ◽  
Science In Society

Contrary to what practice suggests, social media platforms may not be an appropriate forum for communicating with civil society about sustainability issues such as climate change. Misinformation campaigns are distorting the line between fact and falsity on social media platforms, and there has been a profound shift in the way that social media users consume and interact with information. These conditions have been popularly labeled as the post-truth era. Drawing from Neo-Marxian theory, we argue that post-truth can be explained as a new iteration of ideological struggle under capitalist hegemony. We substantiate this claim through a mixed methods investigation synthesizing corpus-assisted lexical analysis and critical discourse analysis to evaluate 900 user-generated comments taken from three articles on socioenvironmental topics published on Facebook by news organizations in the United States. The results showed that the nature of this struggle is tied explicitly to the role of science in society, where the legitimacy of science is caught in a tug-of-war of values between elitism on the one hand and a rejection of the establishment on the other. It follows that presenting truthful information in place of false information is an insufficient means of coping with post-truth. We conclude by problematizing the notion that Facebook is an adequate forum for public dialogue and advocate for a change in strategy from those wishing to communicate scientific information in the public sphere.

Rumors on the Net: A Brackish Suspension of Speech and Hate

2019 ◽  
pp. 174387211988012 ◽  
Author(s):  
Anne Wagner ◽  
Sarah Marusek
Keyword(s):  
United States ◽  
Social Media ◽  
Hate Speech ◽  
Public Memory ◽  
The United States ◽  
Online Social Media ◽  
Cyber Culture ◽  
Social Media Platforms ◽  
The Impact ◽  
Mob Mentality

The legitimacy of public memory and socially normative standards of civility is questioned through rumors that abound on online social media platforms. On the Net, the proclivity of rumors is particularly prone to acts of bullying and frameworks of hate speech. Legislative attempts to limit rumors operate differently in France and throughout Europe from the United States. This article examines the impact of online rumors, the mob mentality, and the politicization of bullying critics within a cyber culture that operates within the limitations of law.

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