Step by step guide for the implementation and assessment of Microlearning and Learning-video Platforms
- Microlearning: An educational approach that delivers learning content in short, focused, and easily digestible segments or “chunks.” These units are typically designed to be completed in a brief timeframe (e.g., 2-15 minutes) and aim to achieve a specific, narrow learning objective, facilitate just-in-time learning, or reinforce previously learned concepts related to AMR/AMS. Microlearning can take various formats, including short videos, interactive infographics, mini-quizzes, brief articles, podcasts, or flashcards.
- Learning-video Platforms: These are online platforms (e.g., YouTube, Vimeo, institutional video portals, or embedded players within LMS or apps) dedicated to hosting, delivering, and sometimes enabling the creation and sharing of educational video content. In the context of AMR/AMS, videos (such as explainer animations, whiteboard animations, expert interviews, or demonstrations) are a highly effective and popular format for delivering microlearning due to their engaging nature and ability to convey complex information concisely.

Planning a Microlearning and Learning-video Platforms
The following steps should be taken into consideration when planning a microlearning experience or the use of learning video platforms on AMR/AMS:
- Identify Granular Learning Needs and Objectives: Determine specific, narrow AMR/AMS topics, skills, or behavioral prompts that are well-suited for brief, targeted delivery (e.g., explaining a single IPC technique like hand hygiene, clarifying the difference between viral and bacterial infections, demonstrating how to read a specific part of an antibiogram, reinforcing a key stewardship message).
- Content Creation and Curation: Develop high-quality, concise, engaging, and evidence-based microlearning units. For videos, prioritize clear narration, compelling visuals (animations, graphics), and a focused message. (Fraser et al. (2023) emphasized co-design with stakeholders and multi-accent narration for accessibility; Larnard et al. (2020) used a scaffolded approach with embedded questions in their video series).
- Scaffolding and Sequencing (if part of a series): If creating a series of microlearning units on a broader AMR/AMS topic, consider a scaffolded approach where concepts build upon each other logically, progressing in complexity. (Larnard et al. (2020) used this for their antibiotic selection videos).
- Platform Selection and Delivery: Choose appropriate platforms for hosting and delivering the microlearning content. This could include mobile apps (Chai-Arayalert & Puttinaovarat, 2020), Learning Management Systems (LMS), dedicated video platforms, institutional intranets, email newsletters, or even social media channels for broader public awareness campaigns. Ensure content is easily accessible, ideally 24/7 and mobile-friendly. (Inker et al. (2020) highlight flexible 24/7 access).
- Incorporating Interactive Elements: Where possible, embed short quizzes, knowledge checks, reflection prompts, or links to further resources within or immediately following the microlearning units to enhance engagement and reinforce learning. (Larnard et al. (2020) embedded questions in each video).
- Promotion, Integration, and Spaced Repetition: Promote the availability of microlearning resources to the target audience. Integrate them into existing workflows or communication channels to support just-in-time learning. Consider principles of spaced repetition if delivering a series of micro-units to enhance long-term retention.

Defining roles in a Microlearning and Learning-video Platforms
Facilitator’s role (Content Curator/Instructional Designer/Promoter): Identify critical AMR/AMS learning needs suitable for micro-delivery. Design, develop, or curate high-quality, concise, and engaging micro-content (especially videos). Select and manage appropriate delivery platforms. Promote the use of these resources, potentially curating learning paths or schedules. Analyze usage data and user feedback to assess effectiveness and identify areas for improvement or new content.
Participant’s role: Access and consume short learning modules at their own pace, often at the point of need (just-in-time learning), or as part of a structured (e.g., spaced) learning schedule. Engage with any interactive elements. Ideally, apply the learned snippets of AMR/AMS knowledge or skills immediately to their practice or decision-making. (Inker et al. (2020) noted that the immediacy of microlearning encouraged application to practice).

Assessing a Microlearning and Learning-video Platforms
Methods
- Embedded Knowledge Checks: Short quizzes, polls, or interactive questions integrated within the microlearning units or videos to provide immediate feedback. (Larnard et al. (2020) used embedded questions).
- Usage Analytics: Tracking completion rates, number of views, time spent on content, and user navigation patterns on the platform. (Fraser et al. (2023) mentioned the use of YouTube analytics).
- User Feedback and Ratings: Collecting user ratings, comments, and feedback on the clarity, engagement, relevance, and perceived utility of the microlearning content and video platforms. (Fraser et al., 2023, Patel et al., 2023, and Larnard et al., 2020, all report on positive user feedback for video-based microlearning).
- Pre- and Post-Intervention Assessments (for structured programs): If microlearning is used as part of a more extensive or formal training intervention, pre- and post-tests can measure changes in knowledge, attitudes, or self-reported confidence. (Ghozali et al., 2023, used this for a video-based patient education intervention; Inker et al., 2020, found positive impacts on staff knowledge and attitudes).
- Observational Data (where feasible): Observing the application of learned AMR/AMS behaviors or skills in practice, although direct attribution to microlearning alone can be challenging. (Sozmen, 2022, notes that effectiveness on behavior and outcomes is still an area for more research).
Tools
Platform-specific analytics dashboards (e.g., YouTube Analytics, LMS reports, app analytics). Embedded quiz functionalities within video players or microlearning authoring tools. Short online survey tools for feedback collection (e.g., Google Forms, SurveyMonkey). “Like” buttons, star ratings, or comment sections on video platforms.

Suggested Microlearning and Learning-video Platforms prototype
Target Audience: Legislators and Authorities, Health Managers, Prescribers, Dispensers, Clinical Profiles, Researchers, Educators, Food Producers.
Learning Objectives:
- Provide easily accessible, memorable, and actionable key facts and tips on a wide range of AMR/AMS topics relevant to diverse professional roles.
- Reinforce important concepts related to prudent antimicrobial use, infection prevention, and biosecurity.
- Offer just-in-time learning support and quick refreshers for daily practice and decision-making related to AMR.
- Promote a culture of AMR awareness and responsible stewardship across all One Health sectors.
Curriculum/Activities:
- A curated library of short (1-5 minute) animated explainer videos, whiteboard animations, or interactive infographics, each focusing on a single AMR/AMS concept or practical tip. (Inspired by Fraser et al. (2023), Patel et al. (2023), and Larnard et al. (2020)).
- Content Examples (tailored by profession where appropriate):
- General AMR Awareness: “What is AMR and Why Should I Care?”, “The One Health Approach to AMR Explained in 2 Minutes.”
- For Prescribers/Dispensers: “5 Key Questions Before Prescribing/Dispensing an Antibiotic,” “Interpreting Your Local Antibiogram: A Quick Guide,” “Communicating AMR Risks Effectively to Patients.”
- For Food Producers: “Biosecurity Basics: Top 3 Daily Checks for AMR Prevention,” “Understanding Antibiotic Withdrawal Periods on Your Farm.”
- For IPC/Clinical Staff: “Hand Hygiene: The 5 Moments in 60 Seconds,” “Correct Use of PPE to Prevent AMR Spread.”
- For Policymakers/Managers: “AMR: The Economic Impact in 3 Charts,” “Key Components of a National Action Plan on AMR.”
- Delivered via a dedicated section on an organizational intranet, a public-facing YouTube/Vimeo channel with curated playlists, or integrated into relevant professional mobile apps or newsletters.
- Each microlearning unit could end with a single key takeaway message, a “challenge question” for self-reflection, or a link to a more detailed resource.
Evaluation of the Prototype’s Effectiveness:
- Tracking views, completion rates (if on a trackable platform), shares, and user ratings/comments for each video/infographic. (Fraser et al., 2023, tracked video views).
- Periodic short surveys to assess recall of key messages from the series and perceived utility in daily practice.
- Collection of qualitative feedback through comment sections or targeted surveys on the clarity, engagement, and impact of the microlearning content. (Larnard et al., 2020, assessed student perceptions).
- If used as part of specific campaigns or initiatives (e.g., promoting a new guideline), monitor relevant process indicators or conduct targeted knowledge checks. (Rendell et al., 2022, describe a curriculum with short videos targeting antibiotic selection).
References
- Fraser, J., Garraghan, F., & Ashiru-Oredope, D. (2023). Development and User Feedback on Antimicrobial Stewardship Explainer Videos: A Collaborative Approach between the UK and Eight African Count ries. ESPAUR Report Webinar and Antibiotic Guardian Shared Learning Awards, 15, 15. https://doi.org/10.3390/msf2022015015
- Ghozali, M. T., Hidayaturrohim, B., & Islamy, I. D. A. (2023). Improving patient knowledge on rational use of antibiotics using educa tional videos. International Journal of Public Health Science (IJPHS), 12(1), 41-47. https://doi.org/10.11591/ijphs.v12i1.21846
- Larnard, J., Zucker, J., & Gordon, R. (2019). 2535. The Stairway to Antibiotic Heaven: Evaluating a Scaffolded Video Series on Empiric Antibiotic Selection. Open Forum Infectious Diseases, 6(Supplement_2), S881. https://doi.org/10.1093/ofid/ofz360.2213
- Larnard, J., Zucker, J., & Gordon, R. (2020). The Stairway to Antibiotic Heaven: A Scaffolded Video Series on Empiri c Antibiotic Selection for Fourth-Year Medical Students. MedEdPORTAL, 16, 11036. https://doi.org/10.15766/mep_2374-8265.11036
- Patel, V., Chadwick, S., Bakhit, M., Hawksworth, G., & Aldeyab, M. A. (2023). Whiteboard animation videos for increasing awareness about antimicrobi al resistance, prudent antimicrobial prescribing, and urinary tract in fection prevention. Antimicrobial Stewardship & Healthcare Epidemiology, 3(1), e101. https://doi.org/10.1017/ash.2023.185
- Rendell, S., Goren, E., Degnan, K., & Hamilton, K. W. (2022). 1292. Accessible Antibiotic Stewardship: Development of an Open-Source , Interactive Online Curriculum. Open Forum Infectious Diseases, 9(Supplement_2), ofac492.1123. https://doi.org/10.1093/ofid/ofac492.1123
- Rocha-Pereira, N., Castro Sanchez, E., & Nathwani, D. (2017). How Can Multi-Professional Education Support Better Stewardship? Infectious Disease Reports, 9(1), 6917. https://doi.org/10.4081/idr.2017.6917