• Title/Summary/Keyword: 기업 뉴스 평가

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Development of Structured/Unstructured data-based Industry Evaluation Information Analysis and Visualization Service (정형/비정형 데이터 기반 산업 평가 정보 분석 및 시각화 서비스 구현)

  • Kim, Kyungwon;Chung, Seunggyeong;Cho, Daekeun;Yoon, Kyoungro
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2018.11a
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    • pp.177-179
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    • 2018
  • 기존 산업평가 방법은 산업별로 분류된 기업의 재무, 비재무 관련 정형 데이터를 기반으로 통계적 기법을 이용하여 각 산업을 평가하고 있다. 이러한 정형 데이터 기반의 산업 평가 방법은 산업별 재무 정보의 집계 및 통계에 오랜 시간이 소요된다. 따라서, 현재 시장 상황을 반영하기 어려운 현실이다. 최근에는 빠르게 변화하는 산업 환경을 반영하기 위해 뉴스 기사와 같은 비정형 데이터를 통해 산업 트랜드를 분석하기 위한 연구가 이루어 지고 있다. 이에, 본 논문에서는 실시간으로 변화하는 산업 트렌드를 반영하여 적시에 산업 분석 정보를 제공하기 위해 정형/비정형 데이터 기반의 산업평가 정보 분석 엔진을 구현하고, 산업별로 분석된 산업평가 정보를 활용하여 사용자가 직관적인 판단을 할 수 있도록 산업평가 정보 시각화 서비스를 제안한다.

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보안팀 탐방-네오위즈 게임즈 보안팀

  • Korea Information Security Agency
    • 정보보호뉴스
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    • s.129
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    • pp.19-21
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    • 2008
  • 운동선수를 평가하는 기준은 다양하지만, 그 가운데에서도 선수가 가진 신체 혹은, 공격과 수비에 대한 균형능력은 어느 종목에서나 공통적인 기준이 된다. 정보보호 분야에서도 이 균형을 얘기하는 사람들이 많이 있다. 규제와 자율, 보안성과 가용성. 이 모든 것을 적절히 활용하는 능력은 균형감각 없이는 어렵기 때문이다. 자유분방하기로 소문난 웹 서비스 업체의 구성원들 사이에서 기업의 보안을 책임져야 하는 네오위즈 게임즈 보안팀도 그런 균형감각에서 뛰어난 모습을 보여준다.

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Machine Learning based Firm Value Prediction Model: using Online Firm Reviews (머신러닝 기반의 기업가치 예측 모형: 온라인 기업리뷰를 활용하여)

  • Lee, Hanjun;Shin, Dongwon;Kim, Hee-Eun
    • Journal of Internet Computing and Services
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    • v.22 no.5
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    • pp.79-86
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    • 2021
  • As the usefulness of big data analysis has been drawing attention, many studies in the business research area begin to use big data to predict firm performance. Previous studies mainly rely on data outside of the firm through news articles and social media platforms. The voices within the firm in the form of employee satisfaction or evaluation of the strength and weakness of the firm can potentially affect firm value. However, there is insufficient evidence that online employee reviews are valid to predict firm value because the data is relatively difficult to obtain. To fill this gap, from 2014 to 2019, we employed 97,216 reviews collected by JobPlanet, an online firm review website in Korea, and developed a machine learning-based predictive model. Among the proposed models, the LSTM-based model showed the highest accuracy at 73.2%, and the MAE showed the lowest error at 0.359. We expect that this study can be a useful case in the field of firm value prediction on domestic companies.

Confidence Indicators and Evaluation Factors of Credibility According to the Types of Online Information (온라인 정보원의 유형별 신뢰지수 및 신뢰성 평가요인)

  • Kim, Young-Kee
    • Journal of the Korean Society for information Management
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    • v.27 no.1
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    • pp.7-24
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    • 2010
  • This study tried to develop the confidence indicators and evaluation factors of credibility according to the types of online information by nationwide large scale online survey. The main results are summarized as follows: i) confidence indicators by types of online information: information on news sites(72.553), financial companies(68.894), government sites(67.938), cafe(66.464), portal sites(65.001), collective intelligence sites(63.489), nonprofit organization (63.392), company/corporation sites(59.789), blog(59.066), online community sites(55.609), e-commerce sites(55.118), mini-homepage(50.695). ii) 'Widely known site' or 'famous site' is the most important factor for all types of online information. User opinions like as posting or comment are major factors for sites of cafe, blog, mini-homepage, online community, collective intelligence etc. and 'name recognition' and 'reputation' are main factors for site of financial company, corporation, government, nonprofit organization.

Investigating the Impact of Corporate Social Responsibility on Firm's Short- and Long-Term Performance with Online Text Analytics (온라인 텍스트 분석을 통해 추정한 기업의 사회적책임 성과가 기업의 단기적 장기적 성과에 미치는 영향 분석)

  • Lee, Heesung;Jin, Yunseon;Kwon, Ohbyung
    • Journal of Intelligence and Information Systems
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    • v.22 no.2
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    • pp.13-31
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    • 2016
  • Despite expectations of short- or long-term positive effects of corporate social responsibility (CSR) on firm performance, the results of existing research into this relationship are inconsistent partly due to lack of clarity about subordinate CSR concepts. In this study, keywords related to CSR concepts are extracted from atypical sources, such as newspapers, using text mining techniques to examine the relationship between CSR and firm performance. The analysis is based on data from the New York Times, a major news publication, and Google Scholar. We used text analytics to process unstructured data collected from open online documents to explore the effects of CSR on short- and long-term firm performance. The results suggest that the CSR index computed using the proposed text - online media - analytics predicts long-term performance very well compared to short-term performance in the absence of any internal firm reports or CSR institute reports. Our study demonstrates the text analytics are useful for evaluating CSR performance with respect to convenience and cost effectiveness.

Employee's Discontent Text Analysis on Anonymous Company Review Web and Suggestions for Discontent Resolve (기업 리뷰 웹 사이트 텍스트 분석을 통한 직원 불만 표현 추출과 불만 원인 도출 및 해소 방안)

  • Baek, HyeYeon;Park, Yongsuk
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.4
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    • pp.357-364
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    • 2019
  • As industrial information disclosure by insider's rate is around 80%, most of relevant researches explain briefly its causes are discontent of salary or human resources system. This paper scrapes texts on Jobplanet, an anonymous company review website and analyzes discontent keyword by 7 related area and their contexts to find out more details on brief causes referred above. After drawing LGG (Local Grammar Graph) by each areas with related dictionary list, this paper shows an example of concordance as a proof and several ways for human resources leakage prevention. Finally, text analysis results are compared with previous researches based on survey with limited questions and answers. This study is meaningful to expand the scope of employee discontent analysis with company review text and provide more specific, granular and honest discontent vocabularies.

A Study on Industry-specific Sustainability Strategy: Analyzing ESG Reports and News Articles (산업별 지속가능경영 전략 고찰: ESG 보고서와 뉴스 기사를 중심으로)

  • WonHee Kim;YoungOk Kwon
    • Journal of Intelligence and Information Systems
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    • v.29 no.3
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    • pp.287-316
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    • 2023
  • As global energy crisis and the COVID-19 pandemic have emerged as social issues, there is a growing demand for companies to move away from profit-centric business models and embrace sustainable management that balances environmental, social, and governance (ESG) factors. ESG activities of companies vary across industries, and industry-specific weights are applied in ESG evaluations. Therefore, it is important to develop strategic management approaches that reflect the characteristics of each industry and the importance of each ESG factor. Additionally, with the stance of strengthened focus on ESG disclosures, specific guidelines are needed to identify and report on sustainable management activities of domestic companies. To understand corporate sustainability strategies, analyzing ESG reports and news articles by industry can help identify strategic characteristics in specific industries. However, each company has its own unique strategies and report structures, making it difficult to grasp detailed trends or action items. In our study, we analyzed ESG reports (2019-2021) and news articles (2019-2022) of six companies in the 'Finance,' 'Manufacturing,' and 'IT' sectors to examine the sustainability strategies of leading domestic ESG companies. Text mining techniques such as keyword frequency analysis and topic modeling were applied to identify industry-specific, ESG element-specific management strategies and issues. The analysis revealed that in the 'Finance' sector, customer-centric management strategies and efforts to promote an inclusive culture within and outside the company were prominent. Strategies addressing climate change, such as carbon neutrality and expanding green finance, were also emphasized. In the 'Manufacturing' sector, the focus was on creating sustainable communities through occupational health and safety issues, sustainable supply chain management, low-carbon technology development, and eco-friendly investments to achieve carbon neutrality. In the 'IT' sector, there was a tendency to focus on technological innovation and digital responsibility to enhance social value through technology. Furthermore, the key issues identified in the ESG factors were as follows: under the 'Environmental' element, issues such as greenhouse gas and carbon emission management, industry-specific eco-friendly activities, and green partnerships were identified. Under the 'Social' element, key issues included social contribution activities through stakeholder engagement, supporting the growth and coexistence of members and partner companies, and enhancing customer value through stable service provision. Under the 'Governance' element, key issues were identified as strengthening board independence through the appointment of outside directors, risk management and communication for sustainable growth, and establishing transparent governance structures. The exploration of the relationship between ESG disclosures in reports and ESG issues in news articles revealed that the sustainability strategies disclosed in reports were aligned with the issues related to ESG disclosed in news articles. However, there was a tendency to strengthen ESG activities for prevention and improvement after negative media coverage that could have a negative impact on corporate image. Additionally, environmental issues were mentioned more frequently in news articles compared to ESG reports, with environmental-related keywords being emphasized in the 'Finance' sector in the reports. Thus, ESG reports and news articles shared some similarities in content due to the sharing of information sources. However, the impact of media coverage influenced the emphasis on specific sustainability strategies, and the extent of mentioning environmental issues varied across documents. Based on our study, the following contributions were derived. From a practical perspective, companies need to consider their characteristics and establish sustainability strategies that align with their capabilities and situations. From an academic perspective, unlike previous studies on ESG strategies, we present a subdivided methodology through analysis considering the industry-specific characteristics of companies.

A Study on the Relationship between Social Media ESG Sentiment and Firm Performance (소셜미디어의 ESG 감성과 기업성과에 관한 연구)

  • Sujin Park;Sang-Yong Tom Lee
    • Journal of Intelligence and Information Systems
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    • v.29 no.3
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    • pp.317-340
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    • 2023
  • In a business context, ESG is defined as the use of environmental, social, and governance factors to assess a firm's progress in terms of sustainability. Social media has enabled the public to actively share firms' good and/or bad deeds, increasing public interest in ESG management. Therefore, this study aimed to investigate the association of firm performances with the respective sentiments towards each of environmental, social, and governance activities, as well as comprehensive ESG sentiments, which encompass all environmental, social, and governance sentiments. This study used panel regression models to examine the relationship between social media ESG sentiment and the Return on Assets (ROA) and Return on Equity (ROE) of 143 companies listed on the KOSPI 200. We collected data from 2018 to 2021, including sentiment data from a variety of social media channels, such as online communities, Instagram, blogs, Twitter, and other news. The results indicated that firm performance is significantly related to respective ESG and comprehensive ESG sentiments. This study has several implications. By using data from various social media channels, it presents an unbiased view of public ESG sentiment, rather than relying on ESG ratings, which may be influenced by rating agencies. Furthermore, the findings can be used to help firms determine the direction of their ESG management. Therefore, this study provides theoretical and practical insights for researchers and firms interested in ESG management.

A Study on Strategic Management of Native Advertisement (네이티브 광고의 전략적 관리방안에 관한 연구)

  • Son, Jeyoung;Kang, Inwon
    • Management & Information Systems Review
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    • v.38 no.1
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    • pp.63-81
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    • 2019
  • In order to overcome the disadvantages of banner ad, pop-up ad, interstitial ad, which are existing web advertisement forms, native ad is actively utilized. Native advertising is considered to be a useful advertising technique in that it can reduce users' rejection and attract attention. However, in recent years, there have been a lot of fake news and fake contents that have turned articles or video contents into advertisements. The purpose of this study is to understand how firms can coordinate and control native advertisements in a rational way. For this analysis, we conducted a survey of 308 social media users using quota sampling method. As a result of the verification, it was found that the more negative the perception of the evaluation of the advertisement, the less the level of persuasion about the advertisement and the negative impact on the website where the advertisement is exposed. In addition, this study examined the influence of the negative stimulus factors on the qualitative performance of the firm. As a result, it was found that source non-expert had the highest effect on skepticism on ad. Also, platform overflow has a direct effect on the evaluation of the website as well as the negative evaluation of the advertisement. Moreover, this study provides concrete implications for the subdivision market by verifying the differences between the paths according to the level of website involvement.

성인병 뉴스 제308호

  • The Korea Association of Chronic Disease
    • The Korean Chronic Disease News
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    • no.308
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    • pp.1-18
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    • 2006
  • 경남 양산시 보건소 조현둘 소장/“만성질환 종합적 관리대책 강구”/‘의료보장미래전략위’본격 가동/국립대에‘한의학전문대학원’설립 추진/서울대 등‘최우수 응급센터’평가/응급의료기관, 토요 비상진료 의무 추진/중국 등 해외환자 유치 전망 밝다/노인에 위험 약물‘사용량 늘어’/의.치의학전문 복합학위 7년 과정 개설/의약품, 제조업 GDP의 4.80% 점유/국내 의약품 특허출원 외국기업이 주도/제약협-약사회, 의약품 소포장 문제 합의/맞춤운동프로그램 개설 운동사업 중점/환경친화적 모기유충구제 사업/“알코올 중독 문제 정부가 나섰다”/“아까운 혈액이 폐기되고 있다”/“소득적은 사람이 암발생율 높다”/통계청 2005년 사망원인통계결과 분석/

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