创建LIFE-M:长度,代际家庭电子微数据库项目
Martha Bailey1,2, Peter Z Lin1, A R Shariq Mohammed3
1University of California, Los Angeles.
概括
研究人员通过将美国的生命记录和人口普查数据联系起来,创建了长度,代际家庭电子微数据库 (LIFE-M). 该资源提供了对跨世代家庭健康和经济变化的见解.
科学领域:
- 人口统计学 人口统计学
- 经济史 经济史 经济史
- 公共卫生 公共卫生
背景情况:
- 由于数据碎片化,历史人口统计研究经常面临跟踪个人和家庭的挑战.
- 关联重要记录和人口普查数据对于了解长期健康和社会经济趋势至关重要.
- 纵向,代际家庭电子微数据库 (LIFE-M) 通过整合多种历史数据集来解决这些局限性.
研究的目的:
- 介绍LIFE-M数据库的创建和方法.
- 证明关联的生命记录和人口普查数据对生命历程和代际分析的有用性.
- 为研究美国健康和经济结果的演变提供一个强大的数据集.
主要方法:
- 美国生命记录 (出生,婚姻,死亡) 与19世纪末和20世纪10年人口普查数据的整合.
- 开发和应用监督机器学习算法,以实现准确的纵向和代际记录链接.
- 利用生命记录中的处女和已婚姓名,以促进妇女在不同生命阶段之间的联系.
主要成果:
- 成功创建了一个大规模的数据库,连接数百万个人和家庭.
- 通过先进的机器学习技术实现了高连接率.
- 评估最终链接样本的代表性和权重.
结论:
- 该LIFE-M数据库代表了历史家族和人口研究的重大进步.
- 这种资源使得关于健康和经济地位的代际传播的新研究成为可能.
- LIFE-M为未来对美国人口动态和社会变化的研究提供了基础.
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