A health program is an organized set of activities with resources and goals, aimed at improving the health of a defined population. Program work follows the nursing process applied to a community: assess → diagnose (identify and prioritize problems) → plan (goals, objectives, strategies) → implement → evaluate. The first step is always assessment of needs and resources; priority-setting follows the assessment and diagnosis.

Goals and objectives

• Goal: broad, long-term statement of the desired result ("Reduce hypertension-related illness among county adults").
• Objectives: specific, measurable steps toward the goal. Write them with the SMART criteria: Specific, Measurable, Achievable, Relevant (Realistic), Time-bound.
  • Weak: "Reduce hypertension in the district."
  • SMART: "By June 30, 2027, increase the percentage of district adults aged 40 and older with controlled blood pressure from 55% to 65%."
• Objectives can target process (activities delivered), impact (knowledge, attitudes, behavior, environment), and outcome (health status). Healthy People 2030 objectives provide national baselines and targets.

Planning tools

• Logic model: a one-page picture linking inputs (resources: staff, funds, partners) → activities (what the program does) → outputs (direct, countable products of activities: number of classes held, people screened, brochures distributed) → outcomes (changes: short-term such as knowledge; intermediate such as behavior; long-term such as lower disease rates). Assumptions and external factors are noted.
• Gantt chart: activities plotted against a timeline with responsible persons; PERT/critical path shows task sequence and dependencies.
• SWOT analysis: strengths, weaknesses (internal), opportunities, threats (external).
• Nominal group technique: structured meeting — silent idea generation, round-robin sharing, discussion, and anonymous voting to rank options.
• Delphi technique: repeated anonymous questionnaires to experts until consensus.
• Risk (contingency) planning: identifying likely barriers in advance and preparing responses.
• Budget: direct costs (staff time for the program, educational materials, advertising) and indirect costs (overhead such as utilities, administration).

PRECEDE-PROCEED (Green and Kreuter). A planning model that starts with the desired outcome (quality of life) and works backward to causes. The current version has eight phases.

Phases 1–4 = PRECEDE (planning); phases 5–8 = PROCEED (implementation and evaluation). Older editions had nine phases, with epidemiological and behavioral/environmental diagnoses as separate phases; some exam items still use the older names ("diagnosis" instead of "assessment").

Other planning models

• MAPP 2.0 (NACCHO) for community-wide health improvement planning (see community assessment).
• PATCH (CDC Planning Approach to Community Health): mobilize the community, collect and organize data, choose priorities, develop a comprehensive intervention plan, evaluate.
• Social marketing: applies commercial marketing to health behavior; the 4 Ps are Product (the behavior and its benefits), Price (costs and barriers to the audience), Place (where the audience can act), Promotion (messages and channels). It is audience-centered and uses segmentation (for example, framing quitting as the "cool" choice for teens).
• Community organization (Rothman): locality development (broad participation and self-help), social planning (expert, data-driven problem solving), social action (organizing disadvantaged groups to shift power and resources).
• Community-based participatory research (CBPR): community members share power in every phase.

Evaluation

Note: the order of the terms "impact" and "outcome" differs among models. In PRECEDE-PROCEED and many health education texts, impact = short-term and outcome = long-term; CDC logic models use short-term, intermediate, and long-term outcomes. Read each question's framework.

Structure-process-outcome evaluation (Donabedian) is also used for programs: structure (staff, facilities, equipment, budget), process (activities and how well they were carried out), outcome (health results, satisfaction).

Evaluation criteria

• Relevance/appropriateness: does the program fit the need?
• Adequacy: is the effort large enough relative to the need?
• Effectiveness: were objectives achieved?
• Efficiency: results relative to resources (cost per outcome).
• Equity: were services distributed fairly according to need?
• Sustainability: will the program or its effects continue after initial funding ends (local ownership, partnerships, stable funding)?

CDC Program Evaluation Framework, 2024 update. Six steps: (1) assess context, (2) describe the program, (3) focus the evaluation questions and design, (4) gather credible evidence, (5) generate and support conclusions, (6) act on findings. Cross-cutting actions: engage collaboratively, advance equity, learn from and use insights. Standards: relevance and utility, rigor, independence and objectivity, transparency, ethics.

RE-AIM assesses public health impact: Reach, Effectiveness, Adoption, Implementation, Maintenance.

Worked example 1 — Logic model classification (maternal health program):

• Input: two public health nurses, grant funding
• Activity: prenatal education sessions and home visits
• Output: 10 education sessions per year; 150 home visits completed
• Short-term outcome: increased knowledge of warning signs
• Intermediate outcome: more women starting prenatal care in the first trimester
• Long-term outcome: lower rate of low birth weight

Worked example 2 — Objective attainment (calculated twice). Baseline blood pressure control 55%; target 65%; result at 12 months 62%.

Planned change = 65 − 55 = 10 percentage points. Achieved change = 62 − 55 = 7 percentage points. Attainment = 7 ÷ 10 × 100 = 70% of the target change. The objective was not fully met; process data should explain why.

Worked example 3 — Efficiency (cost-effectiveness) (calculated twice).

• Program A: $50,000; 100 people quit smoking at 6 months → $50,000 ÷ 100 = $500 per quit
• Program B: $36,000; 60 people quit → $36,000 ÷ 60 = $600 per quit

Program A is more efficient (lower cost per outcome) even though it cost more in total.

Economic evaluation types

• Cost-effectiveness: cost per natural unit of outcome (per quit, per case detected, per life-year).
• Cost-utility: cost per quality-adjusted life year (QALY).
• Cost-benefit: both costs and benefits in dollars (net benefit or benefit-to-cost ratio).

Implementation principles

• Involve the community and stakeholders early to build ownership, relevance, and sustainability.
• Use evidence-based interventions (for example, The Community Guide from the Community Preventive Services Task Force).
• Coordinate with existing resources (clinics, pharmacies, faith organizations, self-help groups).
• Monitor fidelity and adapt only as needed; document activities for process evaluation.
• Target groups by need to reduce inequities (proportionate universalism: services for all, with intensity scaled to need).

• Planner: writes SMART objectives, logic models, work plans, and budgets.
• Coordinator and collaborator: builds coalitions and partnerships.
• Implementer: delivers education, screening, case management, and referrals.
• Evaluator: collects process and outcome data and reports results honestly.
• Advocate: seeks policy and funding support; ensures priority populations are reached.
• Steward of resources: uses funds efficiently and accounts for them.

• Grant and fiscal accountability: federal and state funds must be spent as budgeted and reported accurately.
• Privacy: program records containing health information are protected (HIPAA where applicable; state confidentiality laws); collect only necessary data (do not collect unrelated personal data such as students' grades).
• Informed consent for participation and data use; IRB review when evaluation is research intended for publication.
• Equity and nondiscrimination: federal civil rights laws apply to federally funded programs; ensure accessibility for people with disabilities (ADA) and language access.
• Honest reporting: do not suppress negative findings; they guide improvement.

Case 1 — Output or outcome? A nurse reports "we held 12 diabetes classes with 180 participants" as proof that the program reduced diabetes complications.

Correct action: label this as output/process data and add outcome measures (HbA1c control, complication rates).

Why: outputs show activity, not health change.

Case 2 — Choosing a planning model for behavior change. A team plans to increase HPV vaccination among adolescents and needs to understand parents' beliefs, access barriers, and provider reminders.

Correct action: use PRECEDE-PROCEED, assessing predisposing (beliefs), enabling (clinic hours, cost), and reinforcing (provider recommendation) factors.

Why: phase 3 identifies factors that education and environmental changes can modify.

Case 3 — Sustainability. Grant funding for a walking program ends in 1 year.

Correct action: from the start, build partnerships with parks departments and faith groups, train community walk leaders, and seek local funding.

Why: community ownership and resource networks keep programs going.

• Starting with a favorite intervention before assessment.
• Writing objectives without a measure, baseline, target, or deadline.
• Calling outputs (number of classes) outcomes.
• Confusing formative (during; to improve) with summative (end; to judge).
• Mixing up predisposing (knowledge, beliefs), enabling (access, skills), and reinforcing (feedback and support) factors.
• Treating efficiency as effectiveness — efficiency always relates results to cost or resources.
• Placing "epidemiological assessment" in PROCEED — it belongs to PRECEDE.
• Adding letters that are not part of SMART (for example, "resource-oriented" is a common distractor).

• Process: assess → diagnose/prioritize → plan → implement → evaluate; assessment is always first.
• SMART objectives: Specific, Measurable, Achievable, Relevant, Time-bound.
• Logic model: inputs → activities → outputs → outcomes (short, intermediate, long-term); outputs are countable products.
• PRECEDE (phases 1–4: social; epidemiological/behavioral/environmental; educational/ecological; administrative/policy) and PROCEED (5 implementation; 6 process; 7 impact; 8 outcome evaluation).
• Predisposing, enabling, reinforcing factors = educational and ecological assessment.
• Social marketing 4 Ps: product, price, place, promotion.
• Formative/process during; summative/outcome at the end; efficiency = results per cost.
• CDC Program Evaluation Framework 2024: six steps, three cross-cutting actions, five standards.