In the remarkable growth of P2P financial platform in the field of knowledge management, only companies with big data and machine learning technologies are surviving in fierce competition. The ability to analyze borrowers' credit is most important, and platform companies are also recognizing this capability as the most important business asset, so they are building a credit evaluation system based on artificial intelligence. Nonetheless, online P2P platform providers that offer related services only act as intermediaries to apply for investors and borrowers, and all the risks associated with the investments are attributable to investors. For investors, the only way to verify the safety of investment products depends on the reputation of P2P companies from newspaper and online website. Time series information such as delinquency rate is not enough to evaluate the early stage of Korean P2P makers' credit analysis capability. This study examines the credit analysis procedure of P2P loan platform using artificial intelligence through the case analysis method for well known the top three companies that are focusing on the credit lending market and the kinds of information data to use. Through this, we will improve the understanding of credit analysis techniques through artificial intelligence, and try to examine limitations of credit analysis methods through artificial intelligence.
Asia-Pacific Journal of Business Venturing and Entrepreneurship
/
v.15
no.3
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pp.133-144
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2020
This study examines the indirect effects of new product development(NPD) on the relationship between entrepreneurial orientation(EO) and business performance is contingent on organization size. Although previous studies have revealed that EO has a positive effect on business performance and NPD, there have been no research attempts to comprehensively grasp the causal path of EO, NPD, and business performance. Therefore, this study analyzed the causal path focusing not only on final financial business performance affected by EO but also on the mediating role of new product development, which is an intermediate performance. Based on the sample of 3,299 firms from the 2018 Entrepreneurship Survey(Corporate), we analyzed the EO-NPD-business performance relationship and explored whether such an indirect effect of EO on business performance differs depending on the size of the firm. The results showed that EO has a positive impact on business performance and NPD. In addition, NPD positively mediates the relationship between EO and business performance under the condition of large size firm, although NPD does not have a direct effect on business performance. With the findings, the current study has principal implications for practicing managers. The result of this study is not to suggest that NPD triggered by EO is a panacea for improving final business performance. The study suggests a need to equip organizational capabilities to successfully commercialize new products and appeal to the market and customers, beyond simply developing new products seeking newness based on EO.
KSCE Journal of Civil and Environmental Engineering Research
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v.34
no.3
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pp.977-987
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2014
Since 1960's, international construction market have explosively increase and have reached up to 600 Bil. US$ through active participation of construction firms and steady support of government. Nevertheless, owners, clients and financial institutions required reasonable criteria to effectively assess the overseas business capabilities of construction firms. However, the existing methods for construction firms rarely considers the perspective of overseas business capabilities. To overcome these problems, this study proposes an evaluation system for overseas business capabilities of construction firms. First, the needs for new evaluation system is derived through FGI, and the direction of new evaluation system is presented by reviewing the limitations of existing methods. Also, the capabilities that are required for the performances for overseas businesses were analyzed through expert interviews. Finally, 31 primary evaluation indices consisting of 3 criteria - appropriateness of index, possibility of quantification, possibility of data gathering - are derived under 9 categories and 3 perspectives through surveys and consultation meeting. The preliminary investigation of 24 Korean construction firms are conducted for comparing the existing evaluation systems and to verify its applicability. The proposed method could provide a rational criterion to evaluate the construction firms, improve internal capacity of firms, and ultimately supports the success of the construction industry.
This study aims to find the structure of social disussion on government 'Senior job program' by analyzing 1107 newspaper articles on 'senior job program' from 11 major newspaper articles and 8 financial newspapers. Topic modeling via latent dirichlet allocation model was employed for analysis and as result, 5 latent topics were extracted as follows : general information, local government project propaganda, senior life related issues, employment creation effect and market relations. Until 2015, most of the articles focused on the first two topics, indicating not much discourse was formed concerning the characteristics of the program. However, after 2015, the third topic started to increase and after the launch of Moon Jae In government, there has been a drastic increase in the employment creation related topic indicating that current social discourse mirrored by the media is definitely focused on employment creation aspect of senior job program. Based on the result, this study suggests the necessity to increase the quality and also enhance employment aspects of Senior job program.
This study reviews the trend of job separation rates for three years from 2002 to 2005 and investigates the various elements which influence this trend, especially the role of the labor unions, by using Korean Labor Panel data. In the basic statistics, the job retention rate of union members were higher by an average of 28.3% points compared to non-union members, but in the results of controlling the observed variables of individual influences in changing jobs, it was estimated that unions increase the job retention rate by 11% to 13% points. To investigate the effect of unions on the job stability of workers in detail, the non-linear decomposition method developed by Fairlie (2003) was used in the analysis. In examining the difference of job separation rates between union members and non-union members through observed variables of workers in explainable parts and unexplainable parts by using the non-linear decomposition technique, the contribution of the explainable part was estimated to be 67% to 74% and the unexplainable part accounted for the rest which was 26% to 33%. This suggests that not only does the union contribute to the job stability of its members, but the propensity to change jobs for a worker who is a union member is on average lower than that of a worker who is not a union member or who works at an establishment that does not have a union. The results of the empirical analysis show that the job stability effect of labor unions is limited within the boundary of a maximum 7% to 9% points. The reason for the effect of labor unions on job stability being so low is due to various reasons such as collective bargaining structure by company, intensified business competition after the financial crisis, and labor market segmentation.
Korea is concerned with information security industry due to recent leak-out private information of 3 card companies. Executives are aware of damage from breach of security such as personal data spill, is more dangerous than any other financial risks. The information security industry, which was limited in physical security and network security formerly, is evolving into convergence security of public and facility security industry. The field of interest has also been changed into security of smart phone and intelligence image recently, from firewall or Anti-virus. The convergence security is originally about access control of facility, but recently its demand has been increased mostly by public institutions and major companies. The scope of the industry also varies from finance, education, distribution, national defense, medical care to automobile industry. The market of convergence security has been expanded and new various products and services of security of intelligent vehicle, 'U' healthcare, finance, smart grid and key industries are also developed. It is required to create and enhance of new curriculum and cultivate human resources for the development of knowledge information security industry. Raising standard of education and security consciousness of the nation is also necessary to strengthen the global competitiveness.
The hospitals that are owned by non-medical personnel result when non-medical personnel with resources conspire with newly graduated medical doctors who cannot afford the enormous amount of capital required at the beginning of the establishment of a medical institution. Such hospitals, though they may have met the external requirements as medical institutions, disrupt the medical market as it should be centered by medical personnels, In addition, such hospitals are causing a huge social problem as it is illegally receiving and reducing various benefits such as medical care benefits and subsidies from the government, resulting in a significant financial leak in the national health insurance. The illegality of the opening of a non-medical personnel hospital is so high that it nullifies the contractual arrangement for the establishment, imposes criminal penalties on all persons involved in the establishment under the Korean Medical Law, and imposes administrative sanctions on medical personnel. In case the hospital was aware of the illegality of its opening, but had applied to receive medical care benefits from the National Health Insurance Act and the Medical Care Act, such actions will result in the return of the benefits under the National Health Insurance Act and the Medical Care Assistance Act, subject to the penalty for the crime of fraud, and aggravated punishment for specific economic crimes based on the amount of gain, as well as civil liability for torts. In this study, we will examine the current status of the regulations on the non-medical personnel hospital and present the basis for future legislative directions by looking at the legal regulations and the attitude of the precedents.
Since 1990's, the Korean society, experiencing the low fertility and aging society, has been confronting with the threats in health care sector. The threats are the increases in the demand for health care, health care financial burden, and so on. In particular, the change of disease pattern and aging population result in the increases patients' demand for not only western medical services but also oriental medical services and complimentary medicine. Recently, the increases in availability of oriental medical services and the health care resources related to oriental medicine are raising some issues and conflicts in the Korean health sector. Theses circumstance required policy makers, central and local government, and public health sector to develop health policies related to oriental medicine and interface or integrate of traditional Korean medicine and Western medicine. For the near future, these issues will probably remain the focus of integration of traditional Korean medicine and Western medicine in public health sector. To cope with the threats in health care sector, one of the opportunities is to scale-up e public role of traditional Korean medical services. The main purpose of this study was to develop strategies to scale-up the Public role of traditional Korean medical services for the future society. The research questions are: what are the trends and problems in traditional Koran medical sector; what are the causes of or associated factors to the problems; how to cope with the problems and how to resolve the cause?; what are the health policy directions and its strategies that the government should take to cope with the future demand and the burden on health care sector? The results of this study are as follows. In order ta scale-up the public role of traditional medicine, this research offered health policy directions for traditional Korean medicine in response to a change environment of health care sector. There are four directions to be addressed: 1) the development of and investment in public oriental medicine infra-structure; 2) the development of public policy on oriental medicine; 3) modernization and globalisation of traditional Korean medicine; 4) the expansion of academic exchange between Western medicine and traditional Korean medicine. Finally, we discussed stakenholders' on traditional Korean medicine in the health care market. Then, public policy options for future society was suggested.
Human resources specialized in product development (PD) being essential in industry to enhance their competitiveness in the market with differentiated products, the PD curricula of domestic universities are in need of restructuring to better provide a comprehensive and diverse spectrum of knowledge as well as practical experiences for PD. We compared the PD curricula of selected domestic and foreign universities and identified advanced features of PD curricula. The major portion of the information used in our benchmarking of the seven, three domestic and four foreign, universities is obtained through their official websites. At domestic universities, the PD curricula comes in different sizes and is administered at the departmental level. On the other hand, each foreign university has her own unique form of PD curricula which is formulated on the firm basis of multidisciplinary collaboration among schools of Engineering, Management, and Arts with diversified program options ranging from giving course credits to offering various certificates and degrees. The industrial sponsorship in the form of financial support and mentorship at foreign universities is much more noticeable than at domestic universities. The survey results of the present study can be effectively utilized to develop an effective PD curriculum.
Journal of the Korea Academia-Industrial cooperation Society
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v.15
no.8
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pp.4881-4894
/
2014
This study selected 83 manufacturing firms that had been delisted from the KOSDAQ market from 2009 to 2012 and the sample firms for the two-paired sampling method were compared with 83 normal firms running businesses with same items or in same industry. The 75 financial ratios for five years immediately before delisting were used for Mean Difference Analysis with those of normal firms. Fifteen variables assumed to be significant variables for five consecutive years out of the analysis were used to in the Dichotomous Classification Technique, Logistic Regression Analysis and Discriminant Analysis. As a result of those three analyses, the Logistic Regression Analysis model was found to show the greatest discrimination. This study is differentiated from previous studies as it assumed that the firm's failure proceeded slowly over long period of time and it tried to predict the firm's failure earlier using the five years' historical data immediately before failure, whereas previous studies predicted it using three years' data only. This study is also differentiated from the proceeding comparative studies by its statistically complex Multi-Variate Analysis and Dichotomous Classification Analysis, which general stakeholders can easily approach.
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