designing-health-education-programs
Structures health education program design with behavior change theory and outcome evaluation. Use when designing health education, planning health promotion, or evaluating educational programs.
Best use case
designing-health-education-programs is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Structures health education program design with behavior change theory and outcome evaluation. Use when designing health education, planning health promotion, or evaluating educational programs.
Teams using designing-health-education-programs should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/designing-health-education-programs/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How designing-health-education-programs Compares
| Feature / Agent | designing-health-education-programs | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Structures health education program design with behavior change theory and outcome evaluation. Use when designing health education, planning health promotion, or evaluating educational programs.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Designing Health Education Programs ## Why This Skill Exists Health education programs are the primary mechanism through which public health translates evidence into behavior change at the population level. Poorly designed programs waste resources and fail to shift health behaviors; well-designed programs backed by behavioral theory, needs assessment data, and rigorous evaluation can demonstrably reduce tobacco use, increase physical activity, improve nutrition, boost screening uptake, and reduce STI transmission. The field has mature frameworks — the PRECEDE-PROCEED model (Green & Kreuter), Social Cognitive Theory (Bandura), the Health Belief Model, the Transtheoretical Model (Stages of Change), and Diffusion of Innovations — that guide program design. The CDC's Framework for Program Evaluation and the RE-AIM framework (Reach, Effectiveness, Adoption, Implementation, Maintenance) provide the evaluation structure. This skill ensures that health education programs are grounded in theory, responsive to community needs, culturally appropriate, and evaluated with rigor. The evidence base for health education program design has expanded significantly with the integration of digital delivery modalities (mobile apps, social media campaigns, telehealth-delivered interventions), the application of implementation science frameworks (RE-AIM, CFIR), and the growing emphasis on health equity in program design. The COVID-19 pandemic accelerated the shift to digital and hybrid delivery while exposing the digital divide that limits reach to underserved populations. --- ## Checkpoint A — Intake and Scoping ### Intake Questions 1. What health behavior or outcome is the program targeting (e.g., tobacco cessation, HPV vaccination uptake, diabetes self-management, STI prevention)? 2. What is the target population — demographics, geography, cultural context, health literacy level? 3. What is the delivery setting — community, clinical, school, workplace, digital/virtual, or mass media? 4. What is the program scale — pilot, jurisdiction-wide, statewide, or national? 5. What prior needs assessment or CHNA data exists for the target population and behavior? 6. What funding source is supporting the program, and what evaluation requirements does it impose? 7. What is the program timeline — development period, implementation period, and evaluation window? 8. Are there existing evidence-based programs (EBPs) that could be adopted or adapted rather than developing de novo? ### Required Documents - Needs assessment or CHNA data for the target behavior and population - BRFSS/YRBSS prevalence data for the target health behavior - Evidence reviews: Community Preventive Services Task Force (Community Guide) recommendations for the target behavior - Existing EBP curricula or intervention packages (if adapting rather than creating) - Cultural and linguistic competence assessment for the target population - Healthy People 2030 objectives relevant to the target behavior - Budget and staffing plan - Institutional Review Board (IRB) protocol if conducting research evaluation --- ## Step 1 — Conduct a Behavioral Needs Assessment Beyond the general health data gathered in the CHNA, drill into the specific behavioral determinants: - **PRECEDE assessment (predisposing, reinforcing, enabling factors)**: - Predisposing: Knowledge, attitudes, beliefs, values, self-efficacy, perceived susceptibility and severity (Health Belief Model constructs). - Enabling: Skills, access to services, availability of resources, environmental supports, health literacy. - Reinforcing: Social norms, peer influence, family support, provider encouragement, incentives. - Use formative research methods: focus groups with the target population, key informant interviews, observational assessments, and review of existing behavioral surveillance data (BRFSS, YRBSS, NHANES, NHIS). - Identify the stage of change (Transtheoretical Model) predominant in the target population: precontemplation, contemplation, preparation, action, or maintenance. This determines the type of intervention strategy needed. - **Digital access assessment** --- For programs with digital delivery components, assess the target population's digital access: smartphone ownership, broadband availability, digital literacy level, preferred communication channels (text, email, social media platform), and comfort with video-based interaction. Design alternative delivery pathways for populations with limited digital access --- ## Step 2 — Select Behavioral Theory and Intervention Strategies Map intervention strategies to the behavioral determinants identified in Step 1: - **Knowledge deficit** → Health education (didactic instruction, media campaigns, printed materials). Necessary but rarely sufficient alone. - **Low self-efficacy** → Skills training, guided mastery, modeling (Social Cognitive Theory). Interactive workshops with practice and feedback. - **Low perceived risk** → Risk communication, personal risk assessment tools, testimonials from affected individuals (Health Belief Model). - **Unsupportive social norms** → Social marketing, peer education, community mobilization (Diffusion of Innovations, Social Ecological Model). - **Structural barriers** → Environmental change (increasing access to healthy food, creating smoke-free spaces, co-locating services). Policy advocacy. - **Multiple determinants** → Multi-level interventions addressing individual, interpersonal, organizational, community, and policy levels (Social Ecological Model). Search the Community Guide, RTIPs (NCI Research-Tested Intervention Programs), and SAMHSA's NREPP for evidence-based programs that match the target behavior and population. Adoption of an EBP with fidelity is preferred over de novo development. --- ## Step 3 — Design Program Components For each intervention strategy, develop specific program components: - **Curriculum/content**: Develop or adapt educational content using plain language (6th-8th grade reading level for general public; lower for low-literacy populations). Use the CDC Clear Communication Index to evaluate materials. - **Delivery methods**: Select based on reach and engagement: in-person group sessions, one-on-one counseling, digital platforms (apps, websites, text-based), mass media (TV, radio, social media), print materials, community health worker (CHW) outreach. - **Cultural adaptation**: Use the Cultural Adaptation Framework (Barrera & Castro): surface structure (language, images, settings) and deep structure (values, beliefs, social context). Engage community members in co-design. - **Dosage and schedule**: Define the number of sessions, session length, frequency, and total program duration. Evidence-based programs specify minimum dosage for effect — document adherence benchmarks. - **Facilitator/educator qualifications**: Specify required training, credentials (CHES — Certified Health Education Specialist, CHW certification), and cultural concordance. - **Materials development**: Pilot test all materials with target population members. Conduct cognitive interviews to assess comprehension and cultural appropriateness. - **Digital delivery considerations** --- For digital or hybrid programs: mobile-first design (most health app use is on smartphones), offline capability for areas with limited connectivity, push notification strategy for engagement maintenance, gamification elements supported by behavioral science evidence, and data privacy compliance (HIPAA if integrated with clinical data, FTC Health Breach Notification Rule for consumer-facing apps) --- ## Step 4 — Plan Implementation Using RE-AIM Framework Structure the implementation plan around RE-AIM dimensions: - **Reach**: What proportion of the target population will the program contact? Set enrollment targets with demographic representativeness goals. Track recruitment channels and yields. - **Effectiveness**: What outcomes will be measured? Define primary outcome (behavior change, health status change) and secondary outcomes (knowledge, self-efficacy, intention). Use validated measurement instruments. - **Adoption**: How many settings/organizations will implement the program? Identify implementation sites and organizational champions. Document adoption barriers and facilitators. - **Implementation**: What is the fidelity plan? Define core components (non-negotiable elements) vs. adaptable components. Develop a fidelity monitoring protocol (observation checklist, session logs, participant feedback). - **Maintenance**: What is the sustainability plan? Identify ongoing funding, institutional integration, train-the-trainer models, and community ownership transfer. --- ## Step 5 — Evaluate the Program Using CDC Framework Apply the CDC Framework for Program Evaluation (1999): 1. **Engage stakeholders**: Include program funders, implementers, participants, and community members in evaluation design. 2. **Describe the program**: Logic model with inputs → activities → outputs → short-term outcomes → intermediate outcomes → long-term outcomes. 3. **Focus the evaluation design**: Process evaluation (was the program implemented as planned?), outcome evaluation (did participants change behavior?), impact evaluation (did population health improve?). 4. **Gather credible evidence**: Pre/post surveys, comparison groups (randomized if feasible, quasi-experimental if not), administrative data, qualitative interviews. 5. **Justify conclusions**: Apply appropriate statistical tests. For pre/post designs, use paired t-tests or McNemar's test. For controlled designs, use regression with covariates. Report effect sizes (Cohen's d, number needed to treat). 6. **Ensure use and share lessons learned**: Disseminate findings to stakeholders, publish in peer-reviewed literature, and present at APHA or SOPHE conferences. - **Cost-effectiveness analysis** --- When resources permit, include cost-effectiveness analysis: cost per participant reached, cost per behavior change (e.g., cost per additional person who quits smoking), cost per QALY gained, and comparison against published cost-effectiveness thresholds ($50,000-$100,000 per QALY in the U.S.). This data supports funding decisions and program prioritization --- ## Checkpoint B — Program Design Review - [ ] Behavioral needs assessment completed with identified determinants mapped to theory - [ ] Evidence-based program adopted/adapted or new program grounded in behavioral theory - [ ] Cultural adaptation conducted with target population involvement - [ ] Program materials pilot-tested and revised based on target population feedback - [ ] Logic model developed with clear causal pathway from activities to outcomes - [ ] RE-AIM implementation plan completed with targets for each dimension - [ ] Evaluation plan includes process and outcome components with validated instruments - [ ] IRB approval obtained (if conducting research evaluation) - [ ] Digital access assessment completed for target population (if digital delivery is planned) - [ ] Alternative delivery pathways designed for populations with limited digital access - [ ] Cost-effectiveness analysis planned (or documented as out of scope with rationale) --- ## Quality Audit - [ ] Behavioral theory explicitly stated and mapped to program components — not just cited as window dressing - [ ] Community Guide or equivalent evidence review consulted for the target behavior - [ ] Materials tested against CDC Clear Communication Index (score ≥ 90 for public-facing materials) - [ ] Fidelity monitoring protocol developed with core vs. adaptable components distinguished - [ ] Evaluation uses comparison group when feasible (not just pre/post without control) - [ ] RE-AIM dimensions all addressed, including maintenance/sustainability — not just Reach and Effectiveness - [ ] Health literacy assessment applied to all written and digital materials - [ ] Program staff have appropriate credentials (CHES, CHW, or equivalent training) - [ ] Digital delivery components tested on representative devices and connectivity levels - [ ] Digital access equity addressed with alternative pathways for underserved populations - [ ] Cost-effectiveness methodology documented (if included) with comparison to published thresholds - [ ] Program sustainability plan addresses funding, workforce, and institutional integration beyond pilot phase --- ## Guidelines - Information alone does not change behavior. If the program design relies primarily on providing knowledge (pamphlets, lectures, websites), it will almost certainly fail to produce sustained behavior change. Multi-component, skill-building, environmentally supportive interventions are required for complex health behaviors. - Adopt with fidelity before adapting. If an evidence-based program exists for the target behavior and population, implement it as designed first. Adaptation should be evidence-informed, culturally necessary, and documented — not a license to discard the active ingredients. - Cultural adaptation is not translation. Translating materials into Spanish or Mandarin is surface-level. Deep cultural adaptation requires understanding health beliefs, family decision-making structures, gender roles, immigration-related trauma, and historical mistrust of healthcare institutions. - Evaluation is not optional. Every health education program should have, at minimum, a process evaluation documenting reach, dose delivered, dose received, and fidelity. Outcome evaluation with a comparison group should be the standard for funded programs. - When BRFSS or YRBSS data are unavailable for the specific community, conduct a rapid behavioral survey during the needs assessment phase. Do not design programs based on national averages applied to local populations with different characteristics. - Escalate to program director or community advisory board when: the target population rejects the program approach, implementation fidelity drops below 70% of the core component checklist, or outcome data shows no effect at the midpoint review. - Digital health education programs must account for the digital divide. A text-based diabetes self-management program that works well for insured suburban patients may be inaccessible to uninsured rural patients without reliable cellular service. Always design parallel analog pathways. - Implementation science is as important as intervention science. A perfectly designed program that cannot be implemented with fidelity at scale has no population health impact. Use implementation frameworks (CFIR, RE-AIM) from the design phase, not as an afterthought.
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