본문 바로가기
KERD
논문KCI 등재

농촌지역 인구변화 특성 및 기초생활서비스 분포 특성을 고려한 이주 의사 결정 요인 분석

Analyzing Migration Decision-Making Characteristics Based on Population Change Pattern and Distribution of Basic Living Services in Rural Areas

1

조회

0

다운로드

3

인용

0

참고문헌

키워드

주제분류농학

초록

Rural decline due to the decrease of the local population is an inevitable phenomenon, and a vicious cycle has been formed between a lack of basic living services and a population decrease in rural areas. Therefore, the study aims to derive the migration decision-making characteristics based on basic living service infrastructure data in rural areas. To do this, the population change over the past 20 years was categorized into six types, and the relationship between the classified population change types and the number of basic living service infrastructures was analyzed using decision tree analysis. Of the total 3,501 regions, 801 regions were the continuous decline type, of which 740 were rural areas. On the other hand, among 569 regions that were the continuous increase type, 401 regions were urban areas, confirming the population imbalance between rural and urban areas. As a result of the decision tree analysis on the relationship between population change types and the distribution of basic living service infrastructure, the number of daycare centers was derived as an important variable to classify the continuous increase type. Hospitals, parks, and public transportation were also found to be major basic living services affecting the classification of population change types.

Abstract

Rural decline due to the decrease of the local population is an inevitable phenomenon, and a vicious cycle has been formed between a lack of basic living services and a population decrease in rural areas. Therefore, the study aims to derive the migration decision-making characteristics based on basic living service infrastructure data in rural areas. To do this, the population change over the past 20 years was categorized into six types, and the relationship between the classified population change types and the number of basic living service infrastructures was analyzed using decision tree analysis. Of the total 3,501 regions, 801 regions were the continuous decline type, of which 740 were rural areas. On the other hand, among 569 regions that were the continuous increase type, 401 regions were urban areas, confirming the population imbalance between rural and urban areas. As a result of the decision tree analysis on the relationship between population change types and the distribution of basic living service infrastructure, the number of daycare centers was derived as an important variable to classify the continuous increase type. Hospitals, parks, and public transportation were also found to be major basic living services affecting the classification of population change types.

참고문헌 (29)

  1. 안광현, "생활서비스에 따른 지역유형분류", 국가정책연구, 24(3), pp.67~88 (2010), 국가정책연구소[DOI]
  2. 배승종, "정주여건을 고려한 의사결정나무기법 활용 농촌지역 유형화", 한국농공학회논문집, 58(6), pp.79~92 (2016), 한국농공학회
  3. Policy direction and implementation strategy to respond to local extinction, "Cha, M.", KRIHS, 1~12, pp.Issue Report. 57 (2022)
  4. Crow, H., "Factors influencing rural migration decisions in Scotland : an analysis of the evidence" (2010), Scottish Government
  5. Eom, S., "A study on the reset of basic living service items based on big data", The Korean Society of Community Living Science, pp.126~126 (2020)[DOI]
  6. Current status and future tasks for Local Extinction Risk Areas, "Ha, H.", National Assembly Reaserch Servece, ~ (2021)
  7. 홍성효, "세대별 시군구 간 인구이동 결정요인에 관한 실증분석", 서울도시연구, 13(1), pp.1~19 (2012), 서울연구원[DOI]
  8. Jansen, Stefan, "Hands-On Machine Learning for Algorithmic Trading: Design and implement investment strategies based on smart algorithms that learn from data using Python" (2020), Acorn Publiching Co
  9. 진혜민, "의사결정나무 분석을 활용한 경북 청년의 정주만족도 예측요인 탐색", 대구경북연구, 20(1), pp.151~167 (2021), 재단법인 경북연구원[DOI]
  10. study on the survey methodology and application of micro-spatial data for rural areas, "Kim, I.", Korea Research Institute for Human Settlements, ~ (2020)
  11. Kim, I., "Research methodology for micro spatial data and its use examples in rural areas", KRIHS POLICY BRIEF, 1~8 (2021)
  12. 김리영, "지역 간 특성차이가 서울시 청년층 이동에 미치는 영향 분석", 지역연구, 35(2), pp.49~57 (2019), 한국지역학회[DOI]
  13. Kim, S., "Guidelines for analyzing rural space using open data", Rural Development Administration(RDA), ~ (2020)
  14. Study on the Analysis of Rural Village Settlement Condition Using Spatial Big Data, "Kim, S.", National Institute of Agricultural Sciences, ~ (2020)
  15. A study on strategies to respond to a decrease in the local population, "Kim, H", National Assembly Budget Office, ~ (2021)
  16. 2021 Spatial data for living circles in rural areas, "Kim, S.", Rural Development Administration (RDA), ~ (2021)
  17. e, "Machine Learning With R 3", pp.2020, Lantz, Brett.
  18. 이찬영, "광주․전남 지역의 연령별·이동지역별 인구이동 결정요인 분석", 산업경제연구, 29(6), pp.2239~2266 (2016), 한국산업경제학회[DOI]
  19. Lee, S., "Population concentration in the metropolitan area and local population crisis due to the migration of youth", Health·Welfare Issue & Focus, 395, pp.1~9 (2020)[DOI]
  20. Lewis, W. A., "Economic development with unlimited supplies of labour" (1954)[DOI]
  21. Li, Y., "Why some rural areas decline while some others not : An overview of rural evolution in the world", Journal of Rural Studies, 68, pp.135~143 (2019)
  22. Prospects of Natioanl Territory by Demographic Change and Policy Implications, "Min, S.", Korea Research Institute for Human Settlements, ~ (2017)
  23. Ravenstein, E. G., "The laws of migration", Journal of the statistical society of London, 48(2), pp.167~235 (1885)
  24. Shin, H., "An empirical comparison for several classification tree methods in R package", Master, pp.2016
  25. Tiebout, C. M., "A pure theory of local expenditures", Journal of Political Economy, 64(5), pp.416~424 (1956)
  26. Todaro, M. P., "A model of labor migration and urban unemployment in less developed countries", The American Economic Review, 59(1), pp.138~148 (1969)
  27. Young, A., "Inequality, the urban-rural gap, and migration", The Quarterly Journal of Economics, 128(4), pp.1727~1785 (2013)
  28. "“Decision Tree Analysis Using R.” rstudio-pubs-static" (2022)[URL]
  29. "Statistical Geographic Information Service Data List" (2022)[URL]

관련 논문AI추천

이 간행물의 다른 논문 (10건)