Sobolewski Jessica, Rothschild Allie, Freeman Andrew
RTI International, Research Triangle Park, NC, United States.
JMIR Form Res. 2024 Jul 4;8:e50240. doi: 10.2196/50240.
The use of targeted advertisements on social media platforms (eg, Facebook and Instagram) has become increasingly popular for recruiting participants for online survey research. Many of these surveys offer monetary incentives for survey completion in the form of gift cards; however, little is known about whether the incentive amount impacts the cost, speed, and quality of data collection.
This experiment addresses this gap in the literature by examining how different incentives in paid advertising campaigns on Instagram for completing a 10-minute online survey influence the response rate, recruitment advertising cost, data quality, and length of data collection.
This experiment tested three incentive conditions using three Instagram campaigns that were each allocated a US $1400 budget to spend over a maximum of 4 days; ads targeted users aged 15-24 years in three nonadjacent designated market areas of similar size to avoid overlapping audiences. Four ad creatives were designed for each campaign; all ads featured the same images and text, but the incentive amount varied: no incentive, US $5 gift card, and US $15 gift card. All ads had a clickable link that directed users to an eligibility screener and a 10-minute online survey, if eligible. Each campaign ran for either the full allotted time (4 days) or until there were 150 total survey completes, prior to data quality checks for fraud.
The US $15 incentive condition resulted in the quickest and cheapest data collection, requiring 17 hours and ad spending of US $338.64 to achieve 142 survey completes. The US $5 condition took more than twice as long (39 hours) and cost US $864.33 in ad spending to achieve 148 survey completes. The no-incentive condition ran for 60 hours, spending nearly the full budget (US $1398.23), and achieved only 24 survey completes. The US $15 and US $5 incentive conditions had similar levels of fraudulent respondents, whereas the no-incentive condition had no fraudulent respondents. The completion rate for the US $15 and US $5 incentive conditions were 93.4% (155/166) and 89.8% (149/166), respectively, while the completion rate for the no-incentive condition was 43.6% (24/55).
Overall, we found that a higher incentive resulted in quicker data collection, less money spent on ads, and higher response rates, despite some fraudulent cases that had to be dropped from the sample. However, when considering the total incentive amounts in addition to the ad spending, a US $5 incentive appeared to be the most cost-effective data collection option. Other costs associated with running a campaign for a longer period should also be considered. A longer experiment is warranted to determine whether fraud varies over time across conditions.
在社交媒体平台(如脸书和照片墙)上使用定向广告来招募在线调查研究的参与者已变得越来越普遍。许多此类调查以礼品卡的形式为完成调查提供金钱奖励;然而,对于奖励金额是否会影响数据收集的成本、速度和质量,人们知之甚少。
本实验通过研究照片墙上付费广告活动中不同的奖励措施对完成一项10分钟在线调查的回复率、招募广告成本、数据质量和数据收集时长的影响,填补了文献中的这一空白。
本实验使用三个照片墙广告活动测试了三种奖励条件,每个活动最多可在4天内花费1400美元的预算;广告针对三个规模相似的不相邻指定市场区域内15至24岁的用户,以避免受众重叠。每个活动设计了四个广告创意;所有广告都有相同的图像和文字,但奖励金额不同:无奖励、5美元礼品卡和15美元礼品卡。所有广告都有一个可点击的链接,引导用户进入资格筛选器,若符合条件则进入一项10分钟的在线调查。每个活动持续分配的全部时间(4天),或者在进行欺诈数据质量检查之前,直到总共完成150份调查为止。
15美元奖励条件下的数据收集最快且最便宜,需要17小时,广告支出338.64美元,完成了142份调查。5美元奖励条件花费的时间是前者的两倍多(39小时),广告支出864.33美元,完成了148份调查。无奖励条件下持续了60小时,几乎花费了全部预算(1398.23美元),只完成了24份调查。15美元和5美元奖励条件下的欺诈性受访者水平相似,而无奖励条件下没有欺诈性受访者。15美元和5美元奖励条件的完成率分别为93.4%(155/166)和89.8%(149/166),而无奖励条件的完成率为43.6%(24/55)。
总体而言,我们发现更高的奖励会带来更快的数据收集、更低的广告支出和更高的回复率,尽管样本中不得不剔除一些欺诈案例。然而,除广告支出外,考虑到总奖励金额,5美元奖励似乎是最具成本效益的数据收集选项。还应考虑与较长时间开展活动相关的其他成本。有必要进行更长时间的实验,以确定不同条件下欺诈情况是否随时间变化。