利用网络数据来检查酒精定价:澳大利亚的一项可行性研究,使用零售数据
Tina Lam1, Cynthia Huang2, Alexandra Torney3
1Monash Addiction Research Centre, Monash University, Victoria, Australia.
The International journal on drug policy
|December 20, 2025
概括
网络抓取有效地收集全面的酒精价格数据,对政策制定至关重要. 这种方法在与商业数据进行交叉检查时被证明是非常一致的,验证了其研究可靠性.
科学领域:
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
- 酒精政策研究 酒精政策研究
背景情况:
- 综合性酒精价格数据对于了解购买行为和危害至关重要,但研究人员往往无法获得.
- 网络抓取提供了一个自动化解决方案,可以有效地收集大量的网站数据.
- 这项研究解决了对可靠的酒精价格数据的需求,以告知公共卫生政策.
研究的目的:
- 为了证明网络抓取对于生成与酒精政策相关的数据的实用性.
- 评估用于收集酒精价格数据的网络选的一致性和可靠性.
- 将来自商业提供商的数据与大学开发的扫描器进行比较.
主要方法:
- 每天从澳大利亚主要零售商 (2020年起) 获取在线酒类目录.
- 在所有澳大利亚司法管辖区收集数据,匹配多家零售商销售的产品.
- 一个大学开发的扫描器从最大的零售商那里收集了一天的数据进行交叉验证.
主要成果:
- 商业和大学数据集之间的优异一致性为16,409个匹配的产品 (ICC=0.997).
- 视觉化显示了主要零售商在12个月内每天价格的显著变化.
- 观察到价格的管辖区差异,包括维多利亚州更深的折扣.
结论:
- 网络扫描为收集酒精价格数据提供了一种可行,大规模和纵向的方法.
- 经过验证的数据有助于更好地了解酒精零售市场的动态.
- 这种方法支持制定基于证据的酒精价格政策.
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