• Title/Summary/Keyword: Market Condition Analysis

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Comparative Analysis for Real-Estate Price Index Prediction Models using Machine Learning Algorithms: LIME's Interpretability Evaluation (기계학습 알고리즘을 활용한 지역 별 아파트 실거래가격지수 예측모델 비교: LIME 해석력 검증)

  • Jo, Bo-Geun;Park, Kyung-Bae;Ha, Sung-Ho
    • The Journal of Information Systems
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    • v.29 no.3
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    • pp.119-144
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    • 2020
  • Purpose Real estate usually takes charge of the highest proportion of physical properties which individual, organizations, and government hold and instability of real estate market affects the economic condition seriously for each economic subject. Consequently, practices for predicting the real estate market have attention for various reasons, such as financial investment, administrative convenience, and wealth management. Additionally, development of machine learning algorithms and computing hardware enhances the expectation for more precise and useful prediction models in real estate market. Design/methodology/approach In response to the demand, this paper aims to provide a framework for forecasting the real estate market with machine learning algorithms. The framework consists of demonstrating the prediction efficiency of each machine learning algorithm, interpreting the interior feature effects of prediction model with a state-of-art algorithm, LIME(Local Interpretable Model-agnostic Explanation), and comparing the results in different cities. Findings This research could not only enhance the academic base for information system and real estate fields, but also resolve information asymmetry on real estate market among economic subjects. This research revealed that macroeconomic indicators, real estate-related indicators, and Google Trends search indexes can predict real-estate prices quite well.

Analysis of Pricing Strategies and Business Models in Online Content Market (온라인 콘텐츠 시장에서의 가격전략과 비즈니스 모델에 관한 분석)

  • Chun Se-Hak;Kim Jae-Cheol
    • Journal of the Korean Operations Research and Management Science Society
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    • v.31 no.3
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    • pp.53-62
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    • 2006
  • Many information providers in the electronic market struggle to attain revenue from their information goods including contents or other services and they tend to charge for their contents or services since they are confronted with difficulties in attaining revenue from online advertising. This study examines why they begin to charge for their contents or services and explores Pricing strategies for their contents. Also, this paper explores business strategies when conventional offline contents firms enter the online contents market and draws some implications for the condition of entry of offline contents providers into the online market.

A Study to define the range of sample size for setting Intensive Care Unit(ICU) facility guidelines - Focused on analysis of guidelines and present of ICUs facilities by general hospitals size (중환자실 시설기준 작성을 위한 기본시설 수준 설정 연구 - 국내·외 시설기준 및 국내 종합병원 병상규모 별 시설 현황분석을 기초로 하여)

  • Yoon, Hyung Jin;Cho, Jun Young
    • Journal of The Korea Institute of Healthcare Architecture
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    • v.23 no.3
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    • pp.47-56
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    • 2017
  • Purpose : This study is a basic research to establish guidelines for healthcare facility in Korean healthcare market. As a first step, it is a main purpose for making beginning point of ICU guideline to set a basic level of ICU facility size and quality by analysis current ICU facilities and existed domestic guidelines : law, criteria of healthcare insurance review and assessment service, credit of Korea institute for healthcare accreditation. Methods : First of all, the all requirements of existed guidelines are put together and summarized. The summary is compared with that of US, UK, and Australia to know its quality difference with international market. In addition, all hospitals in Korean market are classified based on total bed number and ICU bed number to know the most occupied facility size range in the market. Second of all, by comparing 15 ICUs' current setting of the public general hospital, a general condition of ICU facility would be extracted based on function, floor area per bed, services Results : 72.8% of hospitals in Korea are belonging below 500 beds hospital. Among them 200-299 beds hospitals occupied 35.3% and are shown as the most occupied hospital size. As 15 public general hospitals are analyzed, it is clear that the more bed size and services the more ICU area per bed. As a result it is sure that the 300~500 bed may be a clear line as a general ICU condition whose function and bed number relatively consistent in the range. Implications : to keep the qualified medical environment and contemporary hospital trend, the guideline as a minimum requirement keep naturally out from current healthcare settings and should reflect their limit to reconcile with the new trend in the market.

An analysis on the International Construction Market and the Business Performance of Top Contractors after the Global Financial Crisis

  • Sung, Yookyung;Choi, Seok-In
    • International conference on construction engineering and project management
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    • 2015.10a
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    • pp.736-737
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    • 2015
  • In these days, international construction market including construction companies has much grown due to globalization and economic boom in the mid 2000's. The size of international construction market, measured with overseas revenue of 225 construction firms, has expanded 2.7 times from 2003 to 2008 according to the ENR. However, after the global financial crisis of 2008 it has faced condition of low growth. In this research, major changes of international construction market and top contractors have been studied. In this study, changes of international construction market have been analyzed in the aspect of region and product including general buildings, transportation, petroleum, etc. Then, in order to find the changes of top contractors which obtained good accomplishment, business performance of companies have been examined by the compound annual growth rate, profit margin and international revenue by comparing the data before 2008 and after. The purpose of the study is to understand major changes of international construction market. Also, strategy changes of top contractors against market stagnation, profit depreciation, high competition have been inferred through the study. The result of the study would contribute to analyzing the strategies of construction companies in international market.

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A Nutrition Intakes Survey of Urban Slum and Rural Areas (한국의 도시빈곤지역과 농촌의 영양섭취 설태)

  • Jung, Hae-Kyung;Kim, Sook-He
    • Journal of Nutrition and Health
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    • v.15 no.4
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    • pp.290-300
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    • 1982
  • The study deals with the empirical research on the condition of nutrient intake of low income class which be represented by urban slum and rural area, with the analysis of the factors which might influence on the prevalent condition of nutrient- intake. The method of the research was based on the spot-survey with questionaires. The result is that the levels of nutrient-intake are below the standard requirement level of nutrients in both of urban slum and rural area. The level of nutrient intake in urban slum lies in approximately 50% of the standard requirement level and 80% of the standard requirement level in rural area. The extent of malnutrition was explained in terms of the amount of calorie, protein, calcium and iron. More than half of the population in the community are below the standard requirement level of the nutrient- intake. The problem of malnutrition was serious in urban slum than in rural areas, which made a good contrast with the result of Peru study. Deficiency in calcium was most serious. The factor analysis of the prevalent condition of malnutrition in low class suggests that 1) The function of local market in supplying food is not so effective in the sense that the quality of the foods purchased id the local market is poor. 2) Low level of knowledge, the consequent ignorance and the indifference to the nutrition and the low income led to malnutrition. The level of income and the education were significantly correlated to the nutrient-intake.

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A Study on the Business Convergence of TV Home Shopping Markets (TV홈쇼핑 시장의 비즈니스 컨버전스화에 관한 연구)

  • Lee, Jeong-Ho
    • International Commerce and Information Review
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    • v.6 no.3
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    • pp.19-40
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    • 2004
  • The purpose of this paper is to analyze the present condition and business convergence of TV home shopping markets. This study is focused on the current situation and promotion plans of TV home shopping markets to make it better. This thesis shows the distribution characteristic and circumstances of korean distribution market and share of market. Using analysis data, the conclusion of thesis is that TV home shopping company will increase their business sector by appling T-commerce under the Ubiqutious era.

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Thermal analysis model for electric water pumps with non-conductive cooling liquid (비전도성 충진액을 포함하는 전동워터펌프 열 해석 모델)

  • Jung, Sung-Taek;Yoon, Seon-Jhin;Ha, Seok-Jae
    • Design & Manufacturing
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    • v.16 no.2
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    • pp.46-52
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    • 2022
  • As the consumer market in the eco-friendly vehicle industry grows, the demand for water pump in a electric car parts market. This study intend to propose a mathematical model that can verify the effect of improving thermal properties when a non-conductive cooling filler liquid is introduced into an electric vehicle water pump. Also, the pros and cons of the immersion cooling method and future development way were suggested by analyzing the cooling characteristics using on the derived analysis solution. Thermal characteristics analysis of electric water pump applied with non-conductive filler liquid was carried out, and the diffusion boundary condition in the motor body and the boundary condition the inside pump were expressed as a geometric model. As a result of analyzing the temperature change for the heat source of the natural convection method and the heat conduction method, the natural convection method has difficulty in dissipating heat because no decrease in temperature due to heat release was found even after 300 sec. Also, it can be seen that the heat dissipation effect was obtained even though the non-conductive filling liquid was applied at the 120 sec and 180 sec in the heat conduction method. It has proposed to minimize thermal embrittlement and lower motor torque by injecting a non-conductive filler liquid into the motor body and designing a partition wall thickness of 2.5 mm or less.

A Domestic Power Companies' Strategy to Enter Asian Thermal Power Plant Market (국내 발전기업의 아시아 화력발전플랜트 시장 진출전략)

  • Park, Chang-Hyun;Moon, Seung-Jae
    • Plant Journal
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    • v.7 no.4
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    • pp.58-66
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    • 2011
  • The power plant companies reached the culmination for growth in the domestic market. Besides, we have faced many challenges such as an electricity opening market trend for overseas, banning the use of coal due to the United nations framework convention on climate change, and the meticulous attention regarding the government's electricity charge plan. On the other hand, the overseas business has been a critical issue since China and many other developing countries expanded their projects abroad. Another factor is that power plant industry is being privatized, and it made the market regulation a bit loose. Thus, the market environment became favorable toward those companies which planned many overseas businesses. In this research, the power plant company's current condition for construction and operation as well as its technical competitiveness were analyzed, and an alternative plan using SWOT analysis for entering an oversea market was made. It dealt with both internal and external factors. Also, examined was the current situation under the power plant industry dealing with restructure for electric industry, lack of fossil fuel, and the United nations framework convention on climate change. From the research, it was suggested that many successful strategies to enter the overseas business by using the market trend I researched.

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The present condition comparative analysis the case of Bakery In Luxurious Hotels (특 1급호텔 베이커리의 현황 비교 분석)

  • 이진
    • Journal of Applied Tourism Food and Beverage Management and Research
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    • v.16 no.2
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    • pp.153-173
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    • 2005
  • The purpose of a study was the present condition comparative analysis by the case of Bakery in Hotels. The sample was selected first grade hotels in seoul. The method of research was In-depth interview. The questionee were mamagers and chefs each hotel bakery. Interview was accomplished average 45minutes. The period of the research was from 1th of Februrary, 2002 to 28th of February, 2002. The survay was composed of product operation, employee operation, equipment operation, customer operation, sales and bakery characteristics. the data was analyized by SPSS10.0 mean, maximum value and minimum value were salected. Recently, as it is getting higher of importance of bakery in the food service market and many major companies run into a bakery industry, the researches about bakery have advanced, however in fact, materials or researches about hotel bakery are fewer than franchise, in-store bakery and mass production enterprise. Especially, each hotel exchanges their information through benchmarking but data analysis - accurate materials, sales, the present condition equipment is not easy to perform. The purpose of this study was to be helpful for studying hotel bakery for others by analysis. The data was analyzed by each hotel characteristics, employee, equipment, sales, productions and the present condition sales.

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The present condition comparative analysis the case of Bakery in Luxurious Hotels (특 1급호텔 베이커리의 현황 비교 분석)

  • Lee, Jin
    • Proceedings of the Korea Hospitality Industry Research Society Conference
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    • 2005.11a
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    • pp.92-108
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    • 2005
  • The purpose of a study was the present condition comparative analysis by the case of Bakery in Hotels. The sample was selected first grade hotels in seoul. The method of research was In-depth interview. The questionee were mamagers and chefs each hotel bakery. Interview was accomplished average 45minutes. The period of the research was from 1th of Februrary, 2002 to 28th of February, 2002. The survay was composed of product operation, employee operation, equipment operation, customer operation, sales and bakery characteristics. the data was analyized by SPSS10.0 mean, maximum value and minimum value were salected. Recently, as it is getting higher of importance of bakery in the food service market and many major companies run into a bakery industry, the researches about bakery have advanced, however in fact, materials or researches about hotel bakery are fewer than franchise. in-store bakery and mass production enterprise. Especially, each hotel exchanges their information through benchmarking but data analysis - accurate materials, sales, the present condition equipment is not easy to perform. The purpose of this study was to be helpful for studying hotel bakery for others by analysis. The data was analyzed by each hotel characteristics, employee, equipment, sales, productions and the present condition sales.

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