• Title/Summary/Keyword: microdata

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A Method of Masking Based on Multiplicative Noise (잡음을 이용한 가계조사자료의 정보노출제한방법)

  • Jeong, Dong-Myeong;Kim, Jay-J.;Kim, Kyung-Mi
    • The Korean Journal of Applied Statistics
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    • v.22 no.1
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    • pp.141-151
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    • 2009
  • According to the type of microdata, the various methods have been in use for masking microdata. Multiplicative noise is the one of popular schemes for masking continuous variables. In this paper, we introduce the method of masking based on multiplicative noise and show some results of the application on the 2006 Householder Income and Expenditure Survey (HIES) data. To create the multiplicative noise factor, we used the triangular distribution. truncated triangular distribution, trapezoidal distribution, and double triangular distribution. Also, formulas for the domain estimation for the data masked by the multiplicative noise are developed.

Statistical disclosure control for public microdata: present and future (마이크로데이터 공표를 위한 통계적 노출제어 방법론 고찰)

  • Park, Min-Jeong;Kim, Hang J.
    • The Korean Journal of Applied Statistics
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    • v.29 no.6
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    • pp.1041-1059
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    • 2016
  • The increasing demand from researchers and policy makers for microdata has also increased related privacy and security concerns. During the past two decades, a large volume of literature on statistical disclosure control (SDC) has been published in international journals. This review paper introduces relatively recent SDC approaches to the communities of Korean statisticians and statistical agencies. In addition to the traditional masking techniques (such as microaggregation and noise addition), we introduce an online analytic system, differential privacy, and synthetic data. For each approach, the application example (with pros and cons, as well as methodology) is highlighted, so that the paper can assist statical agencies that seek a practical SDC approach.

Housing Costs of Young College Graduate Renters in Capital Region Reflected in the 2012 Korea Housing Survey

  • Lee, Hyun-Jeong
    • International Journal of Human Ecology
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    • v.15 no.2
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    • pp.93-104
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    • 2014
  • This study examined housing costs and housing affordability of young college graduate renters in the Capital Region of Korea using microdata of the 2012 Korea Housing Survey (KHS). A licensed microdata set of 2012 KHS was obtained on September 29, 2012 from the official KHS Website and analyzed statistically. I selected 93,795 young college graduate renters between 20 and 29 years of age in the Capital Region and compared their housing costs across income levels and tenure type. Major findings were as follows: (1) Jeon-se deposit was on average 3.1 times the annual household income and monthly renters' deposit was 7.1 times the monthly household income; (2) households in higher income groups tended to pay a larger deposit and/or monthly rent; however, households with a lower income were found to pay a greater proportion of income to housing costs than households with a relatively higher income; (3) a total of 64% of all young college graduate renters had housing cost burdens to pay 30% or more of their income for housing, and more than 78% of the low-income households were found burdened; and (4) after housing cost payments, low-income households had less than one million KRW left to spend on other needs and savings; in addition, some low-to mid-income households had zero or even minus income left after housing cost payments.

Home Energy Cost and Housing Cost Burden of Urban Monthly Renter Households in Korea and the United States (한국과 미국 도시 월세가구의 가정 에너지 비용과 주거비 부담)

  • Lee, Hyun-Jeong
    • Korean Journal of Human Ecology
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    • v.21 no.3
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    • pp.611-628
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    • 2012
  • The purpose of this study was to examine influence of home energy cost on housing cost burden of Korean and U.S. monthly renter households in urban areas and to explore influences of household and housing characteristics on their home energy cost burden. Microdata for this research was extracted from the 2011 Korean Household Budget Survey and 2009 American Housing Survey. Monthly renter households in urban areas were initially grouped based on household income, followed by a detailed analysis of housing and home energy cost. Findings are as follows: (1) The maximum ratio of home energy cost to household house hold income in Korea was 49% compared to 83% in the US; (2) Energy cost to income ratio were found to have significant influences on housing cost burden and lower income households' housing cost burden was found more vulnerable to their energy cost; (3) In general, the energy cost burden of low-income renter households in Korea tended to be influenced by household size, the number of household members staying at home during daytime hours and housing unit size. The energy cost burden of low-income renter households in the U.S. tended to be influenced by home structure type, size and age, the householder's age, race, educational attainment, the household size, number of wage earners per household, income, and the number of household members between 7 and 17 years of age.

Estimation of Adverse Events Scale relating Herbal Medicine in Korea (우리나라의 한약 부작용 규모 추정)

  • Woo, Yeonju
    • Journal of Society of Preventive Korean Medicine
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    • v.24 no.1
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    • pp.27-35
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    • 2020
  • Objectives : The purpose of study was estimation of adverse events [AEs] scale relating herbal medicine in Korea using Korean Medicine Utilization and Herbal Medicine Consumption Survey (National statistics No. 117087). Methods : Using microdata of Korean Medicine Utilization and Herbal Medicine Consumption Survey 2017, the number of inpatients and outpatients who experienced AEs was calculated. The microdata included AEs of all treatment methods that have been performed by visiting Korean medical institutions for one year, so set up the data into three models; model A (in case all treatments were only herbal medicine for one year), model B (in case herbal medicines were a part of all treatment methods in 1 year), model C (in case herbal medicines were a part of treatment methods at least one time in 1 year). The proportion of patients who experienced AEs during the last 1 year was calculated and then, the number of AEs relating herbal medicine was estimated. Results : A total of 1,010 outpatients and 904 inpatients were included in Korean Medicine Utilization and Herbal Medicine Consumption Survey 2017. The number of patients who had experienced AEs in the past 1 year was 0 in the model A, 9 in the model B (5 for outpatients, 4 for inpatients), and 19 in the model C (10 for outpatients, 9 for inpatients). By consideration for the complex sample survey, estimating the number of AEs relating herbal medicine, the model A was 0, the model B was 36,457 patients (0 to 75,526 patients), and the model C was 84,830 patients (26,314 to 143,347 patients). Conclusion : From the results of this study, it was possible to estimate the scale of AEs relating herbal medicines in Korea, suggesting that it is necessary to understand the actual condition of AEs and establish its management system.

A Preliminary Study for Simulation of Social Security Benefit (사회보장 급여의 시뮬레이션을 위한 시론적 연구)

  • Chu, Byung-Joo;Kim, Sung-Hoon;Jung, Sang-Gee;Kim, Kyung-Joon;Lee, In-Soo;Kim, Hyung-Jung
    • The Journal of the Korea Contents Association
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    • v.18 no.5
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    • pp.256-264
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    • 2018
  • This study performed statistical matching using population census microdata and financial panel data. It generated the national basic data for simulation including income and property. Using this data the basic old-age pension, which is one of the biggest benefits, simulation was performed by applying the micro simulation methodology. In addition, we verified the coherence of the analysis results by comparing simulation basic data and financial panel data, basic old-age pension pilot simulation analysis results and basic old&-age pension actual beneficiary data.

Household and Housing Characteristics of Young Renters in South Korea in Relation to Housing Value Clusters (한국 청년 임차가구의 주거관 군집에 따른 가구 및 주거 특성)

  • Kwon, Hyun Joo;Lee, Hyun-Jeong
    • Journal of the Korean housing association
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    • v.26 no.6
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    • pp.43-52
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    • 2015
  • The purpose of this study was to explore housing value clusters of young renters in South Korea and their relationships to household and housing characteristics reflected in the 2012 Korea Housing Survey (KHS). The 2012 KHS microdata was used as secondary data. Among the households included in the microdata, 1,196,144 young renter households (between 20 and 34 years of age) in private rental units were analyzed. The main findings are as follows. Ten rating scale items measured housing values. Eight of them were grouped into three value factors: Investment, Affordability and Cost Increase. Using these three value factors and perception of homeownership, households were classified into four clusters: Prospective Home Investor, Settled Renter, Homeowner Wannabe, and Support Needed. The current tenure types, income and expectation for next tenure types of four housing value clusters of young renters reflected Korea's tenure ladder which has home ownership at top followed by Jeon-se rental, monthly rental with deposit and monthly rental without deposit. The households in Prospective Home Investor and Homeowner Wannabe clusters would consider home purchase in the near future. Finally, households in Support Needed Cluster would be the main target to consider in development and implementation of housing welfare policies and programs to resolve housing problems of young renters, including beginning-stage professionals.

Spatio-Temporal Dynamics of Immigrant Self-employment: A Case Study of Korean Immigrants in Chicago (도시 내 이민자 자영업의 시공간적 역동성 - 시카고 거주 한국인 이민자를 사례로 -)

  • Chung, Su-Yeul;Yim, Seok-Hoi
    • Journal of the Economic Geographical Society of Korea
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    • v.15 no.3
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    • pp.376-389
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    • 2012
  • Ethnic entrepreneurship, an important means by which immigrants improve economic status, is widely believed to be facilitated by their residential concentration, i.e. ethnic enclaves. However, the recent immigrants' residential dispersion and re-clustering in some selected well-to-do suburbs portend changes in the role of ethnic enclave as a nest of immigrant entrepreneurship. This paper investigates the impacts of the residential dispersal on ethnic entrepreneurship with a case study of Korean small businessmen in Chicago, Illinois PMSA. The research utilizes the Public Use Microdata Sample (PUMS) to know the overall changes in Korean entrepreneurship through 1990s and conducts a survey to understand reactions and surviving strategies of Korean enclave businessmen to the residential shifts. Relevant to those analyses is the enclave-economy hypothesis which argues benefit from spatial clustering of co-ethnic entrepreneurs by yielding more business opportunities and higher returns.

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Marriage Between Spouses from the Same Native Place in Korea: Empirical Analysis (우리나라 동향결혼의 변화추세와 결정요인: 실증분석)

  • Jo, Dong-Hyuk;Park, Sun-Kwon;Sung, Nak-Il
    • Korea journal of population studies
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    • v.34 no.3
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    • pp.109-138
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    • 2011
  • This study examines marriage between spouses from the same native place, suggests some stylized facts regarding the marriage type, and attempts to assess demographic, regional and economic factors which affect the probability of marriage between spouses from the same native place. Empirical analysis is carried out with original microdata on marriage over the period 1993-2009. Empirical results indicate that the birthplace of spouse played a less and less important role in marriage-related decision over time. Second, in addition to differences in a propensity to choose a person from the same native place as a spouse across regions, mobility and composition in population affected the probability of marriage between spouses from the same native place. For example, an influx of people into the capital region accelerated the chance of face-to-face communication between persons from the different birthplace, thereby decreasing the probability of marriage between spouses from the same native place. Finally, wider income gap between husband and wife led to lower probability of marriage between spouses from the same native place. To the best of our knowledge, this study is one of the first empirical analysis to investigate into the relationship between marriage and birthplace.

The Characteristics of Migration in Gangwon Innovation City and Wonju Company Town (강원혁신도시와 원주기업도시의 인구이동 특성 분석)

  • Hong, Giljong;Bae, Sunhak
    • Journal of the Economic Geographical Society of Korea
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    • v.24 no.3
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    • pp.300-312
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    • 2021
  • The purpose of this study was to compare and analyze characteristics of Gangwon Innovation City and Wonju Company Town. Both were created with similar purpose, place, time, and scale. However, they were created with different approaches: relocating public institutions and attracting private institutions. For research data, population microdata provided by the National Statistical Office were used. As a result of the analysis, the Gangwon Innovation City and the Wonju Company Town greatly influenced the population growth of Wonju and the movement of the population within Wonju. The influx of population into the study area brought positive changes in both demographic structure and population indices. Excluding relocation to Wonju-si, Innovation Cities and Company Town accounted for more than 50% of those who migrated from the metropolitan area (Seoul, Gyeonggi and Incheon). The supply of apartment houses (apartments) in the Innovation City and the Company Town stimulated the transfer from the inside of Wonju to this area. For households that moved to Gangwon Innovation City and Wonju Company Town, the most common reasons for moving in were housing, occupation, and family.