• Title/Summary/Keyword: 재무모델

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Portfolio System Using Deep Learning (딥러닝을 활용한 자산분배 시스템)

  • Kim, SungSoo;Kim, Jong-In;Jung, Keechul
    • Journal of Korea Society of Industrial Information Systems
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    • v.24 no.1
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    • pp.23-30
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    • 2019
  • As deep learning with the network-based algorithms evolve, artificial intelligence is rapidly growing around the world. Among them, finance is expected to be the field where artificial intelligence is most used, and many studies have been done recently. The existing financial strategy using deep-run is vulnerable to volatility because it focuses on stock price forecasts for a single stock. Therefore, this study proposes to construct ETF products constructed through portfolio methods by calculating the stocks constituting funds by using deep learning. We analyze the performance of the proposed model in the KOSPI 100 index. Experimental results showed that the proposed model showed improved results in terms of returns or volatility.

Financial Impact of Construction Firms' Business Diversification-Focused on the Residential Facility for Retired Seniors- (건설사의 사업다각화를 위한 유료노인주거시설 투자효과 분석)

  • Chin, Mee-Youn;Choi, Jong-Soo
    • Korean Journal of Construction Engineering and Management
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    • v.8 no.1 s.35
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    • pp.96-106
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    • 2007
  • This study aims to evaluate the financial impact of construction firms' business diversification. Specifically, from the construction firms' perspective, this study attempted to present basic investment model by analyzing the effect of investment in residential facilities for retired seniors. Analyses results indicated that the financial impact, in terms of sales volume and gross profit, varies according to the size of firms. The results drawn from this study could be a valuable source when construction firms plan to invest and operate residential facility for retired seniors in order to diversify their business portfolio and stabilize financial structure.

Establishing the Importance Weight Model of IT Investment Evaluation Criteria through AHP Analysis (AHP 기법을 적용한 IT프로젝트 사전타당성 평가항목의 가중치 산출)

  • Kwon, Min-Young;Koo, Bon-Jae;Lee, Kuk-Hie
    • Information Systems Review
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    • v.8 no.1
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    • pp.265-285
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    • 2006
  • The purpose of this research is to identify the major evaluation criteria of IT investment projects and establish the importance weights of criteria through AHP analysis. Seven evaluation criteria which have been drawn from prior studies and industry practices are direct costs, indirect costs, financial benefits, strategic value, risk, technical necessity, and political considerations. Data have been collected from 95 IT projects in 40 public organizations and private firms in Korea. After having applied the data reliability test, 79 projects have been selected. The results of AHP analysis show the importance weights and priorities of seven evaluation criteria as follows: financial benefits 25.2%, strategic value 22.36%, direct costs 14.34%, risk 12.10%, technical necessity 11.55%, political considerations 8.3%, and indirect costs 6.48%. And the weights of seven criteria shows considerable differences among three different IT project types such as transactional, informational, and infrastructural.

Analysis and Improvement Directions of Technology Holding Company : A Case Study of ETRI Holdings (국내 연구소 기술지주회사 운영 현황 분석 및 개선 방안 -에트리홀딩스 사례를 중심으로)

  • Lee, Hyun-Keun;Han, Kwan Hee
    • The Journal of the Korea Contents Association
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    • v.15 no.10
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    • pp.597-606
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    • 2015
  • Technology is one of important factors to start-up. Researchers or engineers have led to make start-up, and research based company is one type of technology-based start-up. Technology holding company has made to encourage start-up and support research based company. Research based company was introduced in 2005 according to the Korean related law. In 2014, the number of technology holding companies of university is up to 39, but technology holding company of research institute is only one called ETRI Holdings. ETRI Holdings is a technology holding company to promote technology commercialization that established by ETRI in 2010. This study analysed the financial statements of ETRI Holdings for 5 years, and grasped the status of ETRI Holdings and 15 invested companies, research based companies. According to analysis ETRI Holdings played a role as technology holding company that invested in research based company, but had no virtual circle model until now. Also improvement directions for the management of technology holding company is suggested in this paper based on the analysis of financial statement.

The Current Situation of Intangible Asset of Korea Construction Companies - Using Market Capitalization Method(MCM) - (자본시장 프리미엄 방식(MCM)에 의한 국내 건설기업의 무형자산 현황에 관한 연구)

  • Lee Tai Sik;Kim Min kyu
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • autumn
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    • pp.321-326
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    • 2001
  • Current situations, such as IMF crisis, WTO agreement and decrease of construction market, demand changes to construction companies. To meet the situation, they focus on the value of the intangible assets to improve their competitive power. In Korea, Various institutes estimate the construction company in accordance with their Purposes. But their estimating method has limitations to know the potential value of the company because they don't much concentrate on characteristics of construction industry and intangible assets. This study was peformed to introduce the methodology of estimating intangible assets of company and to show the state of intangible asset of major construction companies in Korea. Market Capitalization Method(MCM) was used to calculate intangible assets and all data are based on Annual Business Report.

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A Study on Developing the Calculation System of Disbursement for Government on the BTL Projects (BTL사업을 위한 정부지급금 산출 시스템 개발 연구)

  • Lee, Chun-Kyong;Cho, Bong-Ho;Jung, Young-Han;Park, Tae-Keun
    • Korean Journal of Construction Engineering and Management
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    • v.10 no.2
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    • pp.93-101
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    • 2009
  • BTL projects, which has been 3 years since it was carried out in 2008, trigged the controversy on the adequacy in the calculation of disbursement for Government due to such problems as low earning rate and the burden of service level compared with the project suggestion. Thus, the purpose of this study is to offer a suggestion on the calculation system for the purpose of the standardized - expense appropriation by item and database including the antecedent study on the finance model and the feasibility in BTL projects. The system is composed of 4 steps - project management, basic database, an analysis on expense by item and the result, and an analysis on sensitivity, and it is possible to carry out a comparative analysis on single and multi alternatives by variable change along with the ground on expense calculation.

Dynamic Hedging Performance and Test of Options Model Specification (시뮬레이션을 이용한 동태적 헤지성과와 옵션모형의 적격성 평가)

  • Jung, Do-Sub;Lee, Sang-Whi
    • The Korean Journal of Financial Management
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    • v.26 no.3
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    • pp.227-246
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    • 2009
  • This study examines the dynamic hedging performances of the Black-Scholes model and Heston model when stock prices drift with stochastic volatilities. Using Monte Carlo simulations, stock prices consistent with Heston's(1993) stochastic volatility option pricing model are generated. In this circumstance, option traders are assumed to use the Black- Scholes model and Heston model to implement dynamic hedging strategies for the options written. The results of simulation indicate that the hedging performance of a mis-specified Black-Scholes model is almost as good as that of a fully specified Heston model. The implication of these results is that the efficacy of the dynamic hedging performances on evaluating the specifications of alternative option models can be limited.

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ESG Investment Strategy Evaluation after Covid-19: Focusing on the ESG Indices Outcome (코로나19 이후 ESG 투자 전략 평가: ESG 인덱스 성과를 중심으로)

  • Park, Jun Shin;Ahn, Jae Joon;Oh, Kyong Joo
    • Knowledge Management Research
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    • v.22 no.4
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    • pp.87-101
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    • 2021
  • ESG Investment is emerging as a trend and common sense in the financial market. ESG Investment is an investment method that simultaneously pursue social sustainability and investment returns from a long-term perspective by reflecting non-financial factors such as environment, society and governance in addition to corporate financial performance in investment decisions. This study checked how the characteristics of ESG investment have been changed after Covid-19. Afterwards, it was confirmed that Covid-19 actually acted as a negative factor in the securities market by applying VAR model. At the same time, it was demonstrated that ESG indices of the US and Korea outperformed their benchmark in terms of return and risk during the pandemic regime. The result of this study hints that the importance of ESG investment will be unchanged after Covid-19. At the same time, it suggests that managers should avoid passive ESG management and engage in strategic ESG management based on knowledge management.

Study on the Improvement of Proposal Works for PPP Project: Focused on Operation and Maintenance Cost (민간투자사업의 제안서 작성 업무 개선에 관한 연구 - 운영관리비 산정 업무를 중심으로 -)

  • Koo, Ja Kyung;Lee, Dong Wook;Shim, Myung Seob;Lee, Tai Sik
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.30 no.6D
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    • pp.655-662
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    • 2010
  • As the national competitive power indicator, the infrastructures have been constructed with government's SOC budgets. However, even SOC budget is decreased, Public-Private Partnership Project (PPP project) has been introduced to solve demands on extending infrastructures, and among PPP projects, road projects take high portions. This study analyzes the operation & management item of financial model which is connected to the O&M cost and project proposal of previously proposed road project and analyzes the Korea Expressway Co.,'s project cost items and O&M tasks to reflect the characteristics of road projects. Based on results, this study suggests necessity of the O&M cost breakdown structure and the cost calculation standard on each cost item. Also, for the existing task execution tools, O&M cost calculation tool and finance analysis task tool will be integrated, and the system is suggested web-based system. Thus, it is expected that it contributes to the securing overall business values on PPP project and expending profit-base infrastructures.

Empirical Approach to Price Modeling in Electricity Market based on Stochastic Process (확률과정론적 기반의 전력시장가격모델링 기법)

  • Kang, Dong-Joo;Kim, Bal-Ho H.
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.24 no.4
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    • pp.95-102
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    • 2010
  • As the electric power industry is evolving into competitive market scheme, a new paradigm is required for the operation of market. Traditional dispatch algorithm was built based on the optimization model with an objective function and multiple constraints. Commercial market simulator followed the concept of the microeconomic model used in the dispatch algorithm, which is called as analytic method. On analytic method it is prerequisite to procure the exact data for the simulation. It is not easy anymore for each market participant to access to other participants' financial information while it used to be easy for monopoly decision maker to know all the information needed for the optimal operation. Considering the changing situation, it is required to introduce a new method for estimating the market price. This paper proposes an empirical method based on stochastic processes expected to build a capacity planning and long term contracts.