Stratification of blood donors and understanding motivational and deterrent factors to develop effective recruitment strategies.

Azeez Mohammed, Shamee Shastry, Ganesh Mohan, Deepika Chenna, Deep Madkaiker
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Abstract

Background and objectives: Voluntary donation is vital for a safe and sufficient blood supply. This study aimed to use the cluster analysis to classify donors based on their demographics and to develop targeted strategies to enhance recruitment and retention.

Methods: A prospective observational study was conducted over 1.5 years in a transfusion medicine center supporting a healthcare setup. Donor demographics and factors influencing blood donation were collected using a pre-validated proforma. Hierarchical cluster analysis, followed by two-step cluster analysis, was performed using six categorical variables: age category, gender, education, occupation, number of donations, and donation status. A dendrogram and agglomeration schedule were generated using squared Euclidean distance. Motivational and deterring factors were analyzed to develop strategies for promoting voluntary blood donation. Institutional ethics committee approval was obtained, and statistical analysis was performed using SPSS.

Results: The study enrolled 13,594 voluntary blood donors, predominantly males (94 %) and young adults aged 18-39 years (80.6 %). The mean age was 31 years (SD: 9.4). Cluster analysis identified nine distinct clusters, with sizes ranging from 819 (6 %) to 2119 (15.6 %) donors. Positive emotions (47.1 %), personal reasons (28 %), and prosocial reasons (23.5 %) were primary motivators, while time constraints (28.7 %) and fear (25.8 %) were major deterrents. Cluster focused strategies for motivation and retention of voluntary blood donors were developed for nine different clusters.

Conclusion: The study effectively classified voluntary blood donors into nine distinct clusters, revealing unique patterns in demographics. Cluster-focused strategies formulated from the study offer a novel approach towards enhancing donor recruitment and retention.

献血者的分层和理解动机和威慑因素制定有效的招募策略。
背景和目的:自愿献血对于安全和充足的血液供应至关重要。本研究旨在利用聚类分析对捐赠者进行人口统计分类,并制定有针对性的战略,以加强招募和保留。方法:一项前瞻性观察研究进行了超过1.5年的输血医学中心支持医疗机构。使用预先验证的形式收集献血者人口统计数据和影响献血的因素。采用年龄、性别、受教育程度、职业、捐赠数量和捐赠状态6个分类变量进行分层聚类分析,然后进行两步聚类分析。利用平方欧氏距离生成树形图和团聚表。分析动机因素和阻碍因素,制定促进无偿献血的策略。获得机构伦理委员会批准,使用SPSS进行统计分析。结果:该研究招募了13594名自愿献血者,主要是男性(94%)和18-39岁的年轻人(80.6%)。平均年龄31岁(SD: 9.4)。聚类分析确定了9个不同的聚类,规模从819(6%)到2119(15.6%)不等。积极情绪(47.1%)、个人原因(28%)和亲社会原因(23.5%)是主要的动机,时间限制(28.7%)和恐惧(25.8%)是主要的阻碍因素。为9个不同的集群制定了以集群为重点的激励和留住自愿献血者战略。结论:该研究有效地将自愿献血者分为9个不同的群体,揭示了人口统计学的独特模式。该研究制定的以集群为重点的战略为加强捐助者的招募和保留提供了一种新的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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