Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis
Abstract BackgroundWhile the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable c...
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JMIR Publications
2025-05-01
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| Series: | JMIR Infodemiology |
| Online Access: | https://infodemiology.jmir.org/2025/1/e59125 |
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| author | Kunmi Sobowale Jamie Sarah Castleman Sophia Yingruo Zhao |
| author_facet | Kunmi Sobowale Jamie Sarah Castleman Sophia Yingruo Zhao |
| author_sort | Kunmi Sobowale |
| collection | DOAJ |
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Abstract
BackgroundWhile the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable clinicians to better identify and support mothers with difficulties bonding with their children.
ObjectiveThis study aims to describe the bonding experiences of mothers with postpartum depression through an analysis of short-form videos and user engagement.
MethodsWe collected publicly available highly-viewed TikTok videos using hashtags associated with postpartum depression and associated engagement metrics in May 2023. After manual screening, we extracted 533 videos related to the mother-infant bond, from which we analyzed a random subset of 159 videos. We abstracted categories from videos using a hybrid deductive and inductive approach. Negative binomial regression models of video likes, views, shares, and comment count were used with content categories and the creator’s numbers of followers as independent variables.
ResultsAbstraction of content from mother-infant bond videos resulted in six categories: (1) navigating anxiety and anger, (2) creating physical and emotional boundaries, (3) overwhelmed by demands of caregiving, (4) subverted expectations, (5) enduring and finding strength through the challenge of postpartum depression, and (6) can’t remember early life. Subverted expectations and navigating anxiety and anger categories were associated with increased views (rate ratio [RR] 1.72, 95% CI 1.22‐2.43; RR 1.61, 95% CI 1.09‐2.38, respectively), likes (RR 3.61, 95% CI 2.55‐5.11; RR 3.96, 95% CI 2.69‐5.85, respectively), shares (RR 2.95, 95%CI 2.09‐4.18; RR 2.45, 95% CI 1.66‐3.61, respectively), and comments (RR 2.78, 95% CI 1.97‐3.94; RR 1.89, 95% CI 1.28‐2.79, respectively). Sensitivity analysis with creators with fewer followers mostly aligned with these results.
ConclusionsThis qualitative content analysis of short-form videos identified specific ways postpartum depression impacts the mother-infant bond, highlighting strategies for clinicians to support bonding. Analysis of engagement metrics further demonstrated the types of experiences that most resonate with viewers. Our findings demonstrate the potential of this qualitative method to augment understanding of lived experiences. |
| format | Article |
| id | doaj-art-c8fd2fc9f0d34ed9a4def0fb3df7c70e |
| institution | DOAJ |
| issn | 2564-1891 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | JMIR Publications |
| record_format | Article |
| series | JMIR Infodemiology |
| spelling | doaj-art-c8fd2fc9f0d34ed9a4def0fb3df7c70e2025-08-20T03:13:32ZengJMIR PublicationsJMIR Infodemiology2564-18912025-05-015e59125e5912510.2196/59125Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content AnalysisKunmi Sobowalehttp://orcid.org/0000-0002-3489-7114Jamie Sarah Castlemanhttp://orcid.org/0009-0006-7285-1885Sophia Yingruo Zhaohttp://orcid.org/0009-0009-4937-7443 Abstract BackgroundWhile the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable clinicians to better identify and support mothers with difficulties bonding with their children. ObjectiveThis study aims to describe the bonding experiences of mothers with postpartum depression through an analysis of short-form videos and user engagement. MethodsWe collected publicly available highly-viewed TikTok videos using hashtags associated with postpartum depression and associated engagement metrics in May 2023. After manual screening, we extracted 533 videos related to the mother-infant bond, from which we analyzed a random subset of 159 videos. We abstracted categories from videos using a hybrid deductive and inductive approach. Negative binomial regression models of video likes, views, shares, and comment count were used with content categories and the creator’s numbers of followers as independent variables. ResultsAbstraction of content from mother-infant bond videos resulted in six categories: (1) navigating anxiety and anger, (2) creating physical and emotional boundaries, (3) overwhelmed by demands of caregiving, (4) subverted expectations, (5) enduring and finding strength through the challenge of postpartum depression, and (6) can’t remember early life. Subverted expectations and navigating anxiety and anger categories were associated with increased views (rate ratio [RR] 1.72, 95% CI 1.22‐2.43; RR 1.61, 95% CI 1.09‐2.38, respectively), likes (RR 3.61, 95% CI 2.55‐5.11; RR 3.96, 95% CI 2.69‐5.85, respectively), shares (RR 2.95, 95%CI 2.09‐4.18; RR 2.45, 95% CI 1.66‐3.61, respectively), and comments (RR 2.78, 95% CI 1.97‐3.94; RR 1.89, 95% CI 1.28‐2.79, respectively). Sensitivity analysis with creators with fewer followers mostly aligned with these results. ConclusionsThis qualitative content analysis of short-form videos identified specific ways postpartum depression impacts the mother-infant bond, highlighting strategies for clinicians to support bonding. Analysis of engagement metrics further demonstrated the types of experiences that most resonate with viewers. Our findings demonstrate the potential of this qualitative method to augment understanding of lived experiences.https://infodemiology.jmir.org/2025/1/e59125 |
| spellingShingle | Kunmi Sobowale Jamie Sarah Castleman Sophia Yingruo Zhao Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis JMIR Infodemiology |
| title | Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis |
| title_full | Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis |
| title_fullStr | Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis |
| title_full_unstemmed | Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis |
| title_short | Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis |
| title_sort | postpartum depression and maternal infant bonding experiences in social media videos qualitative content analysis |
| url | https://infodemiology.jmir.org/2025/1/e59125 |
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