• 제목/요약/키워드: Social Media Data

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소셜미디어 위험도기반 재난이슈 탐지모델 (The Detection Model of Disaster Issues based on the Risk Degree of Social Media Contents)

  • 최선화
    • 한국안전학회지
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    • 제31권6호
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    • pp.121-128
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    • 2016
  • Social Media transformed the mass media based information traffic, and it has become a key resource for finding value in enterprises and public institutions. Particularly, in regards to disaster management, the necessity for public participation policy development through the use of social media is emphasized. National Disaster Management Research Institute developed the Social Big Board, which is a system that monitors social Big Data in real time for purposes of implementing social media disaster management. Social Big Board collects a daily average of 36 million tweets in Korean in real time and automatically filters disaster safety related tweets. The filtered tweets are then automatically categorized into 71 disaster safety types. This real time tweet monitoring system provides various information and insights based on the tweets, such as disaster issues, tweet frequency by region, original tweets, etc. The purpose of using this system is to take advantage of the potential benefits of social media in relations to disaster management. It is a first step towards disaster management that communicates with the people that allows us to hear the voice of the people concerning disaster issues and also understand their emotions at the same time. In this paper, Korean language text mining based Social Big Board will be briefly introduced, and disaster issue detection model, which is key algorithms, will be described. Disaster issues are divided into two categories: potential issues, which refers to abnormal signs prior to disaster events, and occurrence issues, which is a notification of disaster events. The detection models of these two categories are defined and the performance of the models are compared and evaluated.

Social Media Adoption in SMEs Impacted by COVID-19: The TOE Model

  • EFFENDI, Mohamad Irhas;SUGANDINI, Dyah;ISTANTO, Yuni
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.915-925
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    • 2020
  • The purpose of the research is to analyze the behavioral intention to adopt social media in SMEs affected by the COVID-19 crisis, based on the TOE Model. This study uses the TOE framework as a theoretical basis. This research is important because COVID-19 has destroyed most of the SMEs, and SMEs are exposed to social media technology to market their products. The success of social media adoption has helped SMEs to be able to rise from adversity. Respondents in this study were 250 SMEs in the Special Region of Yogyakarta, Indonesia. The data analysis technique used is structural equation modeling with AMOS. The results of this study indicate that SMEs affected by the COVID-19 crisis have a high awareness of social media and have a high intention to adopt social media as a way to market their products and connect with customers. The intention to adopt social media is significantly influenced by the technological context, organizational context, environmental context, and social media awareness. The findings of this study suggest that in times of crisis due to the COVID-19 pandemic, the Government support is needed. The Government needs to open services for SMEs whose businesses are affected by the pandemic.

Information Sharing and Evaluation as Determinants of Spread of Fake News on Social Media among Nigerian Youths: Experience from COVID-19 Pandemic

  • Sulaiman, Kabir Alabi;Adeyemi, Ismail Olatunji;Ayegun, Ibrahim
    • International Journal of Knowledge Content Development & Technology
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    • 제10권4호
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    • pp.65-82
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    • 2020
  • This study examined information sharing and evaluation as determinants of the spread of fake news among Nigerian youths on social media using experience from COVID-19 pandemic. A descriptive survey design was adopted for the study and a Web-based questionnaire (Google Forms) was used to collect data for the study. The total responses of 278 were collected from the participants, which represents the unit of analysis. The finding of the study revealed that most Nigerian youths used Facebook, Twitter, WhatsApp and Instagram to share information on COVID-19. However, only a few Nigerians used Linkedln and other types of social media to share information on COVID-19. It was also found that building a relationship with social media communities, enjoyment and risk taking, and political inclination influence the sharing behavior of Nigerian youths during the COVID-19 pandemic. Results show that social media handle/page found sharing of fake news on COVID-19 especially on the treatment, vaccines numbers of cases and symptoms. The study concludes that there is a positive relationship between information evaluation and the spreading of fake news on COVID-19 among Nigerians. Information sharing and evaluation should be done with the utmost level of objectivity and sincerity.

The Role of SMT and Business Network Accentuation on Value Distribution and Performance Consequences

  • GALIB, Mukhtar;HAERANI, Siti;MAMIMG, Jumidah;RAZAK MUNIR, Abdul
    • 유통과학연구
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    • 제20권5호
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    • pp.97-104
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    • 2022
  • Purpose: This study intends to analyze the effect of competitor pressure and customer pressure on social media technology use and the value of the business network and their implications for marketing performance. Research design, and methodology: A constructed questionnaire was conducted with 90 respondents of MSME's Business Actors in South Sulawesi Partial Least Square (PLS) analysis was applied to analyze and verify all the data. Results: Competitor pressure has a significant effect on social media technology, Competitor pressure has a positive and significant impact on business network accentuation. Customer pressure has a positive and significant impact on social media technology. Customer pressure has a positive and significant impact on business network accentuation. Social media technology utilization has a significant impact on Business Network Accentuation. Social media technology utilization has a significant effect on Marketing Performance. Business Network has a significant effect on Marketing Performance. Conclusions: It is an important thing for MSMEs to increase the use of social media technology to meet the demands of consumers and pressure from competitors. The use of social media technology must be implemented effectively and efficiently so that it can be utilized as an effective tool for distributing the value that own by a company to improve the company's marketing performance.

The Dynamics of Social Media Marketing: Unraveling the Impact on Customer Purchase Intentions through Engagement and Trust

  • Liang QIAO;Pao Jui SUN
    • 유통과학연구
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    • 제22권3호
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    • pp.21-31
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    • 2024
  • Purpose: The primary aim of this study is to explore how social media marketing influences customer purchase intention, focusing on the roles of customer engagement and trust as mediators. Research Design, Data, and Methodology: The investigation utilized an online survey conducted in Chinese on the Questionnaire Star platform. It targeted male and female consumers aged 18 and above who purchase products online, yielding 1107 valid responses from across major Chinese cities. Results: Analysis reveals that social media marketing significantly affects customer purchase intention in a positive manner. It also enhances customer engagement and trust, which serve as crucial mediating variables linking social media marketing to purchase intention. The study found that engagement and trust facilitate brand identification and alignment, thereby directly boosting purchase intention. Conclusion: The findings offer essential insights for businesses aiming to improve their social media marketing impact on consumer behavior. It highlights the importance of fostering user engagement and trust, as well as creating a favorable brand image. These elements are key to influencing consumer purchase decisions within social media contexts. The study advises businesses to engage deeply with consumers and build trust, providing practical recommendations for navigating the evolving social media environment towards sustainable growth.

지방자치단체의 소셜미디어 활용과 영향요인에 관한 연구 (Factors Influencing Social Media Use in Local Government)

  • 노재인;채드 앤더슨;서진완
    • 정보화정책
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    • 제26권3호
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    • pp.36-52
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    • 2019
  • 최근 공공기관에서 다양한 목적으로 소셜미디어를 활용하는 사례들이 나타나고 있다. 우리나라의 경우 대부분의 지방정부에서 소셜미디어를 사용하고 있지만 소셜미디어 사용에 대한 실증적 연구는 충분하지 않다. 현재 우리나라의 지방정부들은 소셜미디어에 사용에 대해 대체로 긍정적인 평가를 하고 있지만 실제 활용에서는 일관된 모습을 확인하기 어렵다. 이러한 상황에서 본 연구는 지방정부의 활용 현황을 확인하고 활용에 영향을 주는 요인은 무엇인지를 판단 하고자 하였다. 이를 위하여 한국지역정보개발원에서 2015년 조사한 설문조사 결과와 각 지방자치단체들의 페이스북 활용 현황 자료를 토대로 분석을 진행하였다. 조사결과 지방자치단체는 대부분 홍보 목적으로 페이스북을 활용하고 있었으며, 자신들이 페이스북을 잘 활용하고 있다고 평가했다. 그러나 실제 활용에는 지방자치단체마다 큰 차이를 보였다. 한편 이렇게 지방자치단체의 활용에 차이를 가져오는 영향요인은 인구, 재정자립도, 단위, 전담 조직, 연령, 그리고 소셜미디어 활용 목적이 소통 및 의견수렴일 경우 로 확인되었다.

소셜미디어를 통한 사회자본 형성 결정요인에 관한 연구: 대학생을 중심으로 (A Study on the Determinant Factors of the Social Capital Construction through Social Media: Focused on college students)

  • 이병혜
    • 인터넷정보학회논문지
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    • 제17권2호
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    • pp.97-107
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    • 2016
  • 본 연구는 개방형 네트워킹 사이트라고 할 수 있는 페이스북과 카카오스토리 이용자들을 대상으로 소셜미디어 이용과 이용동기, 그리고 소셜미디어 신뢰를 중심으로 사회자본(연결적 사회자본과 결속적 사회자본) 형성에 영향을 미치는 결정요인을 살펴보았다. 이를 위해 대학생 261명을 대상으로 설문조사를 실시하여 IBM SPSS 21 프로그램과 IBM AMOS 21 프로그램을 적용, 탐색적 요인분석과 확인적 요인분석, 상관관계 분석, 신뢰도 분석, 구조모형을 기반으로 한 경로분석 등을 수행하여 주요 결과를 도출하였다. 본 연구의 결과를 제시하면 다음과 같다. 첫째, 소셜미디어와 연결적 사회자본을 살펴보았다. 그 결과 소셜미디어 이용과 소셜미디어 이용동기중 즐거움/추억, 그리고 소셜미디어 신뢰가 연결적 사회자본에 통계적으로 유의한 정적 영향을 미치는 것으로 나타났다. 둘째, 소셜미디어와 결속적 사회자본을 살펴보았다. 그 결과, 소셜미디어 이용동기 중 정보/교류, 소셜미디어 신뢰가 결속적 사회자본에 통계적으로 유의한 정적 영향을 미치는 것으로 나타났다.

Comparing Social Media and News Articles on Climate Change: Different Viewpoints Revealed

  • Kang Nyeon Lee;Haein Lee;Jang Hyun Kim;Youngsang Kim;Seon Hong Lee
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권11호
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    • pp.2966-2986
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    • 2023
  • Climate change is a constant threat to human life, and it is important to understand the public perception of this issue. Previous studies examining climate change have been based on limited survey data. In this study, the authors used big data such as news articles and social media data, within which the authors selected specific keywords related to climate change. Using these natural language data, topic modeling was performed for discourse analysis regarding climate change based on various topics. In addition, before applying topic modeling, sentiment analysis was adjusted to discover the differences between discourses on climate change. Through this approach, discourses of positive and negative tendencies were classified. As a result, it was possible to identify the tendency of each document by extracting key words for the classified discourse. This study aims to prove that topic modeling is a useful methodology for exploring discourse on platforms with big data. Moreover, the reliability of the study was increased by performing topic modeling in consideration of objective indicators (i.e., coherence score, perplexity). Theoretically, based on the social amplification of risk framework (SARF), this study demonstrates that the diffusion of the agenda of climate change in public news media leads to personal anxiety and fear on social media.

다차원척도법에 의한 기업이미지 제고를 위한 소셜미디어 활용방안 (Enhancing the corporate image through social media: An approach based on multi-dimensional scaling)

  • 김수현;이한준;서용무;한진영
    • Journal of the Korean Data and Information Science Society
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    • 제24권3호
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    • pp.427-436
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    • 2013
  • 소셜미디어 사용자가 크게 증가함에 따라 소셜미디어가 마케팅 도구로서 갖는 가치 또한 부각되고 있으며 많은 기업들이 소셜미디어를 기반으로 하는 마케팅에 관심을 기울이고 있다. 소셜미디어의 종류는 다양하고 소셜미디어별 특성이 서로 다르기 때문에 기업이 추구하는 목적에 적합한 소셜미디어를 선택할 필요가 있다. 본 연구에서는 기업의 마케팅 전략에서 많이 사용되고 있는 다차원 척도법을 이용하여 대표적인 소셜미디어인 페이스북, 트위터, 네이버블로그, 유튜브, 싸이월드, 미투데이에 대한 이미지 포지셔닝 분석을 실시하여, 각 소셜미디어에 대해서 사용자들이 어떠한 이미지로 인식하고 있는지를 분석하였다. 연구결과, 기업의 신뢰성 이미지와 기술 이미지 제고를 위해서는 페이스북과 트위터가 비교우위에 있었으며 기업의 마케팅 이미지와 장래성 이미지, 종합 이미지 제고를 위해서는 네이버 블로그를 활용했을 때 효과적인 것으로 나타났다. 이상의 결과들은 소셜미디어를 활용한 기업 마케팅 전략 수립시 참고자료로 활용될 수 있을 것이다.

Predicting Information Self-Disclosure on Facebook: The Interplay Between Concern for Privacy and Need for Uniqueness

  • Kim, Yeuseung
    • International Journal of Contents
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    • 제15권4호
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    • pp.74-81
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    • 2019
  • This study examined the overall relationship between information privacy concern, need for uniqueness (NFU), and disclosure behavior to explain the personal factors that drive data-sharing on Facebook. The results of an online survey conducted with 222 Facebook users show that among diverse data that social media users disclose online, four distinct factors are identified: basic personal data, private data, personal opinions, and personal photos. In general, there is a negative relationship between privacy concern and a positive relationship between the NFU and the willingness to self-disclose information. Overall, the NFU was a better predictor of willingness to disclose information than privacy concern, gender, or age. While privacy concern has been identified as an influential factor when users evaluate social networking sites, the findings of this study contribute to the literature by demonstrating that an individual's need to manifest individualization on social media overrides privacy concerns.