AI Synthesis: Qualitative Analysis of LARC Uptake

According to the PLOS One study published August 25, 2026, low LARC/PM uptake in rural Bangladesh is driven by multilevel barriers spanning individual fears and misconceptions, interpersonal gatekeeping, community stigma, provider bias, and health-system constraints (PLOS One).

• The PLOS One study conducted 28 in-depth interviews and 9 key informant interviews between 21 January and 20 February 2023, documenting first-hand myths and provider practices.
• PLOS One reports that Cumilla district recorded 13.6% LARC/PM use in 2022, and that national LARC/PM share declined from 12.1% in 1991 to 8% in 2022 (PLOS One).
• PLOS One quotes participants describing embodied side-effect experiences and social stigma, for example, “Look, sister, we are uneducated people. We don’t know or understand these methods.” (W 02, PLOS One).

Answer: The PLOS One study used purposive qualitative sampling to surface why LARC/PM uptake is low in Cumilla district, Bangladesh.

According to PLOS One, the authors conducted 28 in-depth interviews with married women and men aged 20–44 and 9 key informant interviews with family planning providers and a religious leader between 21 January and 20 February 2023 (PLOS One).

According to PLOS One, the research used Braun and Clarke’s thematic analysis and a socio-ecological model to code individual, interpersonal, community, institutional, and health-system influences (PLOS One).

According to PLOS One, key individual-level findings included knowledge gaps (implant familiarity but poor IUD/vasectomy awareness), embodied side-effect reports, and method-specific misconceptions such as device migration and infertility fears (PLOS One).

Direct quotes recorded by PLOS One include: “I had never heard about sterilization for either men or women before.” (W 02, PLOS One) and provider testimony: “Most women who come for IUD removal complain of bleeding problems.” (P 04, PLOS One).

Answer: Researchers should design multi-level coding and sampling to capture myths, embodied experiences, and institutional practices because PLOS One shows all these levels shape uptake.

According to PLOS One, individual fears and vicarious side-effect narratives are common and are often more persuasive than formal counselling, so qualitative analyses must quantify theme frequency and co-occurrence to prioritize intervention targets (PLOS One).

According to PLOS One, male-dominated decision-making and mother-in-law gatekeeping were reported by a majority of women interviewed, indicating that researcher sampling should deliberately include spouses and elder relatives to map influence pathways (PLOS One).

According to PLOS One, institutional problems such as brief counselling, provider bias, and reported coercive practices require documentation in qualitative codebooks and linkage to facility-readiness data to support rights-based recommendations (PLOS One).

PLOS One’s August 25, 2026 study shows that low LARC/PM uptake in rural Bangladesh arises from interacting social, institutional, and system-level barriers that qualitative research can uniquely unpack (PLOS One).

Evidano helps teams convert interview transcripts into reproducible thematic findings, rapid quote libraries, and cross-segment analyses that program designers and policymakers can act on.

If you run qualitative family planning studies or program evaluations, try a workflow that combines careful purposive sampling with AI-assisted synthesis to accelerate rights-centered recommendations.

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