• Title/Summary/Keyword: 주거만족

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Analysis of Resident's Satisfaction and Its Determining Factors on Residential Environment: Using Zigbang's Apartment Review Bigdata and Deeplearning-based BERT Model (주거환경에 대한 거주민의 만족도와 영향요인 분석 - 직방 아파트 리뷰 빅데이터와 딥러닝 기반 BERT 모형을 활용하여 - )

  • Kweon, Junhyeon;Lee, Sugie
    • Journal of the Korean Regional Science Association
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    • v.39 no.2
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    • pp.47-61
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    • 2023
  • Satisfaction on the residential environment is a major factor influencing the choice of residence and migration, and is directly related to the quality of life in the city. As online services of real estate increases, people's evaluation on the residential environment can be easily checked and it is possible to analyze their satisfaction and its determining factors based on their evaluation. This means that a larger amount of evaluation can be used more efficiently than previously used methods such as surveys. This study analyzed the residential environment reviews of about 30,000 apartment residents collected from 'Zigbang', an online real estate service in Seoul. The apartment review of Zigbang consists of an evaluation grade on a 5-point scale and the evaluation content directly described by the dweller. At first, this study labeled apartment reviews as positive and negative based on the scores of recommended reviews that include comprehensive evaluation about apartment. Next, to classify them automatically, developed a model by using Bidirectional Encoder Representations from Transformers(BERT), a deep learning-based natural language processing model. After that, by using SHapley Additive exPlanation(SHAP), extract word tokens that play an important role in the classification of reviews, to derive determining factors of the evaluation of the residential environment. Furthermore, by analyzing related keywords using Word2Vec, priority considerations for improving satisfaction on the residential environment were suggested. This study is meaningful that suggested a model that automatically classifies satisfaction on the residential environment into positive and negative by using apartment review big data and deep learning, which are qualitative evaluation data of residents, so that it's determining factors were derived. The result of analysis can be used as elementary data for improving the satisfaction on the residential environment, and can be used in the future evaluation of the residential environment near the apartment complex, and the design and evaluation of new complexes and infrastructure.

An Experimental Study on Residential Moving and Satisfaction Causes in Ulsan city (울산시 거주자의 주거이동동기와 주거만족에 관한 연구)

  • 김선중;강혜경
    • Proceeding of Spring/Autumn Annual Conference of KHA
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    • 2002.11a
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    • pp.249-254
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    • 2002
  • The purpose of this study is to identify the causes-effects of residential mobility and satisfaction. The research design employes a survey questionnaire for gathering a set of statistically-reasonable number of data among one million population of Ulsan metropolitan city. To make it more concrete, the attentions to be taken are on establishing (1) motives for moving (2) satisfaction factors in living, and (3) a relationship between houses and their environmental characteristics and the degree of satisfactions by them. The results of empirical analyses provide the following major findings: The most significant house-moving motivations were to achieve living-space at an affordable size or as wide as possible and to gain access to a comfortable and convenient environment. Per the residential satisfaction, highly respected factors were having good neighbors and active interactions with them and having good cooling-heating conditions, sunny rooms, and less noise and air pollution. Finally, the relation of house and its environment with the satisfaction indicated the following significant two: The higher the satisfaction, the shorter the duration of living and the history of construction. The less the satisfaction, the smaller the size of house and/or its complex.

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A study on the Resident's Satisfaction in Habitat Housing (해비타트 주택 거주자의 주거만족도)

  • 김선중;한주연
    • Journal of the Korean housing association
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    • v.13 no.3
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    • pp.71-84
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    • 2002
  • The purpose of this study is to investigate residents'opinions about Habitat Housing. It is also aimed to influence the future directions of Habitat Housing, by understanding the contents of residents'satisfaction and need of houses and surroundings. Direct interview and questionary methods were used for the survey of residents in housing complexes - 24 households in Kwang-yang and 47 households in Asan. SPSS 10.0 program was used for a statistical analysis. Residents are generally satisfied with the surroundings of housing sites, and with the interior spaces of houses. However, dissatisfactions were surveyed of community facilities, site planning, outdoor space, maintenance system, and veranda design of housing units. This result might be helpful to provide planning and design guidelines for the future Habitat Housing.

An Analysis of the Effect of the Residential Environment of Young Single-person Households on Residential Satisfaction and Life Satisfaction (청년 1인 가구의 주거환경이 주거와 삶의 만족도에 미치는 영향: 다른 연령 집단과의 비교를 중심으로)

  • Yongwook Kim;Saehim Kim;Joonwon Hwang;Mi-Jeong Cho
    • Land and Housing Review
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    • v.14 no.2
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    • pp.19-34
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    • 2023
  • The proportion of single-person households has been steadily increasing, and the young account for the highest proportion at 35.9% among all single-person households. However, research on young single-person households has been relatively recent. Research on single-person households has mostly focused on all single-person households or elderly single-person households, and comparative research between different age groups is lacking. Therefore, this study categorizes all single-person households into young, middle-aged, and elderly groups to investigate the differences in the factors that affect their residential satisfaction and to analyze how these residential environment factors affect life satisfaction through the mediating effect of residential satisfaction. The 2020 Seoul Survey Urban Policy Index Survey data were analyzed using a structural equation model to investigate the impact of each factor. First, a finding is that various residential environment factors directly affect residential satisfaction and life satisfaction. Next, it was found that residential satisfaction directly affects life satisfaction in the models of young and middle-aged single-person households. Through this, it was confirmed that there are differences in residential environment factors that affect residential satisfaction and that residential satisfaction plays an important mediating role. Finally, it was found that the factors that affect the residential and life satisfaction of young single-person households are more diverse compared to other age groups. This study provides policy implications that age group differences should be considered first in order to improve the residential and life satisfaction of single-person households. In particular, for young single-person households, it is necessary to consider more diverse alternatives to improve their residential and life satisfaction.

Housing Management Behavior of the Elderly : Focus on the Causal Effects of Housing Satisfaction and Housing Selections (노인의 주거관리행동에 관한 연구 : 주거만족과 주거선택의 인과관계를 중심으로)

  • Hong, Sung-Hee
    • Journal of Family Resource Management and Policy Review
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    • v.15 no.2
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    • pp.1-21
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    • 2011
  • Housing selections of the elderly depends on various changing factors as they get old. Among those factors, housing satisfaction might be one of the most predictable and crucial factor. This study is focused on the casual effect of housing satisfaction on the elderly's likelihood of selection among three alternatives of housing type. The sample was selected from 349 elderly aged above 65 who were living in Jeonju area, and was analyzed from multiple regressions and casual analysis. The results could be summarized as follows; First, the elderly preferred 'their own house living at present (aging in place)' among three housing type. Second, factors that influenced on housing satisfaction of the elderly were condition of health, economic status, living with spouse or not, level of social activities, and family supports. Third, the elderly who were male, without spouse living in single-family houses, in better health condition and with lower educational level were having more likelihood of selection of present housing. The elderly who were having more likelihood to select reverse mortgage payment were male, with spouse, living in apartment houses, the older, in worse health conditions and economic status. And the elderly who were male, with spouse, living in apartment houses, and in worse health conditions were having more likelihood to select national rental housing.

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The existence of and deviations from housing consumption norms in the United States (미국의 주거소비규범에 관한 연구)

  • 김경자
    • Journal of the Korean Home Economics Association
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    • v.33 no.3
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    • pp.291-298
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    • 1995
  • 본 연구는 주거소비규범에서의 이탈과 관계된 변수들을 조사하고자 시도되었으며, 이러한 목적을 달성하기 위한 구체적인 연구과제는 다음과 같다. 1. 미국의 각기 다른 가구유형별(가족생활주기 측면에서 구성된) 주거소비규범이 존재하는가\ulcorner 2. 규범보다 높은수준의 주거소비와 관계된 변수는 무엇인가\ulcorner 규범보다 낮은 수준의 주거소비와 관계된 변수는 무엇인가\ulcorner 자료는 미국엣 실시된 1990년도 소비자지출 조사의 인터뷰대상에서 추출된 4,923개의 소비자단위로 연구과제를 해결하기 위해 ordinary least squares(OLS) 중회귀분석방법이 사용되었으며, 본 연구에서 주거소비규범은 다음과 같은 4가지 주거특성, 즉 방수, 주거유형, 침실당 사람수 및 주거소유유형으로 확인되었다. 분석결과, 가구유형 및 크기가 규범이 존재한다고 믿어지는 4가지 주거특성과 유의하게 관련되어 있었으며, 이는 이러한 특성에 대해 규범이 존재한다는 결론을 지지했다. 한편, 다른 많은 가구들이 그들의 가구유형규범과 크기규범에 일치하지 않는 주거에서 살고 있는 것으로 나타났는데, 이러한 이탈은 소득, 가장의 연령 및 성별과 같이 자원제약을 나타내는 변수와 관계되어 있었다. 본 연구의 결과는 왜 인구통계적 변수가 주거 및 다른 소비와 관계 되는지에 대한 이유를 설명할 수 있도록 하는 근거를 제시하고 있으며, 주거소비만족과 주거조정행동의 근거를 이해하는데 적용될 수 있을 것이다.

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Effects of Residential Environment on Life Satisfaction Among the Middle-aged: Focused on the Moderating Effects of Social Capital (중장년층의 주거환경이 삶의 만족도에 미치는 영향: 사회적 자본의 조절효과를 중심으로)

  • Lim, Sun Mi;Lee, Bo Young
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.1
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    • pp.49-63
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    • 2016
  • In the 21st century when people're pursuing the qualitative improvement of life, the concern about the quality of housing is growing as living standards have been improved and the desire for life has been various. Life satisfaction can be found that basic needs of residential satisfaction have been met in life, and the quality of life will be higher with the fulfillment of these desires. Humans all live in social relations, which have a big impact on the quality of life of individuals in a variety of aspects. Thus, this researcher tried to investigate middle-aged people's residential environment and the actual situation of social capital and to examine the effect of social capital on the relationship between residential environment satisfaction and life satisfaction through an empirical study. The survey was conducted for middle-aged people to collect data, 500 copies of a questionnaire were distributed and 490 of them were collected, and then the actual analysis of 484 copies without missing values was done using SPSS Ver. 21.0. As a result, first, middle-aged people's residential environment had a significant effect on life satisfaction. Second, moderating effects of social capital between middle-aged people's residential environment satisfaction and life satisfaction showed a partly significant influence. Depending on these results, the researcher try to offer the direction for the improvement of the quality of life to middle-aged people and useful data to establish Korea housing policy.

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The Effects of Sense of community and Residential Satisfaction of Local Residents on Quality of Life (마을주민의 공동체 의식과 주거만족도가 삶의 질에 미치는 영향)

  • Lee, Eun-A
    • Journal of Industrial Convergence
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    • v.19 no.6
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    • pp.197-204
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    • 2021
  • The purpose of this study was to examine the effect of sense of community on the quality of life of local residents and the mediating effect of residential satisfaction in the process to improve the quality of life. To this end, as a result of 1:1 survey through a face-to-face survey of 480 local residents in G, Gyeonggi-do, a total of 468 samples were finally analyzed excluding insincere answers. The analysis method was SPSS WIN 25.0, and the mediation model was verified using frequency analysis, descriptive analysis, correlation analysis, and regression analysis. As a result of the study, first, sense of community was found to have a positive (+) effect on quality of life and residential satisfaction. Second, residential satisfaction was found to have a positive (+) effect on the quality of life. Third, residential satisfaction was verified as a partial mediation in the relationship between sense of community and quality of life. Based on this study, the importance of the effect of residential satisfaction in the process of local residents' sense of community affecting their quality of life and practical measures to improve the quality of life were presented.

용인 동백 금호 어울림-나만의 삶을 디자인하는 보금자리

  • Choe, Bo-Yun
    • 주택과사람들
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    • s.206
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    • pp.8-11
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    • 2007
  • 고급스러움, 편안함, 독립된 공간을 원하는 입주민을 위한 'Insperience LifeStyle'을 강조한 고품격 주거 공간이 탄생했다. 최고급 내부 설계와 자연친화적 조경 시설이 어우러진 용인 동백지구 내 초고의 주거단지인 '용인 동백 금호어울림'이 바로 그곳이다. 아파트, 단독주택 등 기존 주거 형태를 벗어나 고급 수요층의 까다로운 입맛을 만족시켜줄 '용인 동백 금호어울림'을 찾아가 보았다.

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