GithubHelp home page GithubHelp logo

dhruvalb / macss_thesis Goto Github PK

View Code? Open in Web Editor NEW
2.0 1.0 1.0 46.52 MB

Spatial analysis of patterns and factors for distribution of aging population in Japan

Jupyter Notebook 100.00%
spatial-analysis geoda demography japan

macss_thesis's Introduction

M.A. in Computational Social Science: Thesis

Spatial Patterns and Factors in Aging Population Distribution in Japan

Abstract

Japan, a leading site of productivity and economic growth, is facing serious challenges due to a rapidly aging population. To understand and address the uneven distribution and concentration of aging population, demographic transition theory is considered. An exploratory spatial analysis using the data published by Japanese government for each of the 47 prefectures (administrative units), reveals that highest concentration of aging population is in less industrialized, rural regions and regions with prominent industries and urban regions have lowest concentration of aging population. A model with direct factors for population, birth rate, death rate and migration, explains ~92% of ratio of population over 65 but is diagnosed with a spatial error, indicating missing variables or correlation in the error terms. On the other hand, a model for indirect factors of population aging has dependent variables, such as, densely inhabited districts characterizing urban areas, fertility rate showing changing social norms as well as income, education, industry and job-related migration, shows presence of a spatial lag. After accounting for that, the model explains ~63% of ratio of population over 65. This is study shows the challenges of working with a limited number of administrative units in spatial regression analysis and provides a foundation for further research in role of urbanization in the distribution of aging population in Japan.

Quick Links

  • Data Raw and processed data from Japanese Government Statistics database
  • Code Code files for data prep and preliminary analysis
  • Final Project Report

macss_thesis's People

Contributors

dhruvalb avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Forkers

raomeng0506

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.