Suppr超能文献

利用脸书广告招募代表性样本:一项横断面调查的可行性评估

Using Facebook Advertising to Recruit Representative Samples: Feasibility Assessment of a Cross-Sectional Survey.

作者信息

Shaver Lance Garrett, Khawer Ahmed, Yi Yanqing, Aubrey-Bassler Kris, Etchegary Holly, Roebothan Barbara, Asghari Shabnam, Wang Peizhong Peter

机构信息

Division of Community Health and Humanities, Faculty of Medicine, Memorial University of Newfoundland, St John's, NL, Canada.

Primary Healthcare Research Unit, Discipline of Family Medicine, Memorial University of Newfoundland, St John's, NL, Canada.

出版信息

J Med Internet Res. 2019 Aug 19;21(8):e14021. doi: 10.2196/14021.

Abstract

BACKGROUND

Facebook has shown promise as an economical means of recruiting participants for health research. However, few studies have evaluated this recruitment method in Canada, fewer still targeting older adults, and, to our knowledge, none specifically in Newfoundland and Labrador (NL).

OBJECTIVE

This study aimed to assess Facebook advertising as an economical means of recruiting a representative sample of adults aged 35 to 74 years in NL for a cross-sectional health survey.

METHODS

Facebook advertising was used to recruit for a Web-based survey on cancer awareness and prevention during April and May 2018; during recruitment, additional advertisements were targeted to increase representation of demographics that we identified as being underrepresented in our sample. Sociodemographic and health characteristics of the study sample were compared with distributions of the underlying population to determine representativeness. Cramer V indicates the magnitude of the difference between the sample and population distributions, interpreted as small (Cramer V=0.10), medium (0.30), and large (0.50). Sample characteristics were considered representative if there was no statistically significant difference in distributions (chi-square P>.01) or if the difference was small (V≤0.10), and practically representative if 0.10<V≤0.20. The cost per recruit of Facebook advertising was compared with a quote for a random digit dialing (RDD)-recruited postal survey to determine if this method was economical.

RESULTS

Facebook advertising is feasible and economical to conduct survey research, reaching 34,012 people, of which 2067 clicked on the ad, for a final sample size of 1048 people at Can $2.18 per recruit versus the quoted Can $23,316.05 for 400 recruits (Can $35.52 per recruit) via RDD. The sample was representative of rural and urban geography (P=.02; V=0.073), practically representative of age (P=.003; V=0.145) and income (P<.001; V=0.188), and over-representative of women (P<.001; V=0.507) and higher levels of education (P<.001; V=0.488). The sample was representative of the proportion of people with a regular health care provider (P=.94; V=0.025), diabetes prevalence (P=.002; V=0.096), and having had a colonoscopy or sigmoidoscopy (P=.27; V=0.034), and it was practically representative of smoking status (P<.001; V=0.14), and body mass index (P<.001; V=0.135). The sample was not representative of arthritis prevalence (P<.001; V=0.573), perceived health (P<.001; V=0.384), or time since last seasonal flu shot (P<.001; V=0.449).

CONCLUSIONS

Facebook advertising offers an easy, rapid, and economical means to recruit a partially representative (representative or practically representative of 8 of the 13 characteristics studied) sample of middle-aged and older adults for health survey research. As Facebook uses a nonrandom targeting algorithm, caution is warranted in its applications for certain types of research.

摘要

背景

脸书已被证明是一种经济实惠的健康研究参与者招募方式。然而,在加拿大,很少有研究评估这种招募方法,针对老年人的研究更少,据我们所知,在纽芬兰和拉布拉多省(NL)尚无专门研究。

目的

本研究旨在评估脸书广告作为一种经济手段,为NL地区35至74岁成年人的横断面健康调查招募具有代表性样本的可行性。

方法

2018年4月和5月,利用脸书广告招募参与一项关于癌症认知与预防的网络调查的人员;在招募过程中,投放额外广告以增加我们认定在样本中代表性不足的人口统计学特征的比例。将研究样本的社会人口统计学和健康特征与目标人群的分布进行比较,以确定代表性。克莱默V系数表明样本与总体分布之间差异的大小,解释为小(克莱默V = 0.10)、中(0.30)和大(0.50)。如果分布无统计学显著差异(卡方检验P >.01)或差异较小(V≤0.10),则样本特征被视为具有代表性;如果0.10 < V≤0.20,则视为具有实际代表性。将脸书广告的人均招募成本与随机数字拨号(RDD)招募的邮政调查报价进行比较,以确定这种方法是否经济。

结果

脸书广告用于开展调查研究是可行且经济的,覆盖了34012人,其中2067人点击了广告,最终样本量为1048人,人均招募成本为2.18加元,而通过RDD招募400人的报价为23316.05加元(人均35.52加元)。该样本在城乡地理分布上具有代表性(P =.02;V = 0.073),在年龄(P =.003;V = 0.145)和收入(P <.001;V = 0.188)方面具有实际代表性,女性(P <.001;V = 0.507)和高学历人群(P <.001;V = 0.488)比例过高。该样本在有定期医疗服务提供者比例(P =.94;V = 0.025)、糖尿病患病率(P =.002;V = 0.096)以及接受过结肠镜检查或乙状结肠镜检查比例(P =.27;V = 0.034)方面具有代表性,在吸烟状况(P <.001;V = 0.14)和体重指数(P <.001;V = 0.135)方面具有实际代表性。该样本在关节炎患病率(P <.001;V = 0.573)、自我感知健康状况(P <.001;V = 0.384)或上次季节性流感疫苗接种后的时间(P <.001;V = 0.449)方面不具有代表性。

结论

脸书广告为健康调查研究招募中年及老年人的部分代表性样本(在所研究的13个特征中,8个特征具有代表性或实际代表性)提供了一种简便、快速且经济的手段。由于脸书使用非随机定向算法,在某些类型的研究应用中需谨慎。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a679/6718121/90ec2972f1a6/jmir_v21i8e14021_fig1.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验