33个关于人口数据的误解和误解:从数据采集和处理到链接
Peter Christen1,2, Rainer Schnell3
1School of Computing, The Australian National University, Canberra, ACT 2600, Australia.
International journal of population data science
|August 28, 2023
概括
人口数据库提供有价值的见解,但需要小心处理. 了解数据采集,处理和链接的常见神话和误解对于准确的研究和决策至关重要.
科学领域:
- 数据科学数据科学数据科学
- 人口健康研究 人口健康研究
- 数据库管理数据库管理
背景情况:
- 大规模的人口数据库对于研究和政策越来越重要.
- 庞大的数据量并不能保证准确的推断.
- 关于数据覆盖,质量,捕获和处理的假设往往没有被检查.
研究的目的:
- 识别和讨论在使用人口数据中的常见神话和误解.
- 突出数据处理和记录链接方面的挑战.
- 为有效利用人口数据提供建议.
主要方法:
- 对人口数据分析中常见假设和潜在陷的审查.
- 识别数据收集的社会方面产生的神话.
- 对记录链接技术挑战的分析.
主要成果:
- 许多误解源于数据收集的社会背景,技术分析往往忽略了这些误解.
- 记录链接中的微妙技术问题经常被忽视.
- 一系列不同的神话影响数据的解释和应用.
结论:
- 人口数据的用户必须意识到潜在的偏见和局限性.
- 提供了建议,以改善人口数据的捕获,处理,链接和分析.
- 解决社会和技术挑战是释放人口数据库全部潜力的关键.
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