How they work and how we know
First-Year Odyssey, University of Georgia
November 2026
In the WHO reading, a vaccine has 80% efficacy against disease. This means:
A vaccinated person has an 80% chance of not getting the disease.
A vaccinated group has an 80% lower disease risk compared to an unvaccinated group.
The vaccine reduces symptoms by 80%.
All of A)–C).
None of A)–C).
Comic: Randall Munroe, xkcd: First Thing, CC BY-NC 2.5.
Infection can create immune memory, but the person faces the disease itself.
Concepts: WHO, How do vaccines work?. Original AI-generated illustration. Illness severity and later protection vary.
Vaccination prepares immune defenses before natural exposure.
Concepts: WHO, How do vaccines work?; WHO, Vaccine safety. Original AI-generated illustration; branch sizes do not represent probabilities.
Weakened pathogen
Replicates, but is much less able to cause disease.
Example: measles, polio
Selected component
A particular part of the pathogen.
Example: HPV, influenza
Genetic instructions
Cells make an antigen using the instructions.
Example: mRNA COVID-19, influenza
Selected approaches, not a complete list. Original AI-generated illustration.
Knipe et al. (2020), Ensuring vaccine safety, Science. Original lecture figure; sample sizes are illustrative.
Suppose you get vaccinated and stay well. Did the vaccine prevent an illness?
Your counterfactual is what would have happened to you, over the same period, if you had not been vaccinated.
We observe only one path. You might have stayed well either way, or vaccination might have prevented illness.
Concept: Hernan & Robins, Causal Inference: What If, Chapter 1. Same person, same decision, same follow-up period. This is a thought experiment, not a prediction. Original AI-generated illustration.
We can compare groups of people that do and do not get the vaccine.
Assign by chance, then compare the same outcomes over the same period.
FDA, Vaccine Development 101. Original AI-generated illustration. The comparison can be placebo or another appropriate treatment.
A vaccine can protect more strongly against one outcome than another.
Concepts: WHO, Vaccine efficacy, effectiveness and protection. Original AI-generated illustration. Effects vary across vaccines and pathogens.
Hypothetical trial, one-year follow-up
| Group | Participants | Developed disease | Disease risk |
|---|---|---|---|
| Comparison | 1,000 | 100 | 10% |
| Vaccine | 1,000 | 20 | 2% |
Relative reduction: (10% − 2%) / 10% = 80%
Hypothetical teaching example. Both groups use the same disease definition and follow-up period. The estimate concerns this disease outcome and population.
Polack et al. (2020), NEJM, Figure 3. Historical Pfizer–BioNTech trial. This is not a current effectiveness estimate.
Efficacy: protection in a controlled trial.
Effectiveness: protection in everyday use.
Researchers observe vaccination and outcomes without assigning vaccination. Comparisons must account for differences between the groups.
WHO, Vaccine efficacy, effectiveness and protection; FDA, Vaccine Development 101. Original AI-generated illustration.
Vaccination can interrupt chains of infection, helping protect people who remain susceptible.
Concept: WHO, How do vaccines work?. Original AI-generated illustration. Simplified example when vaccination reduces transmission. Protection varies and is not guaranteed.
Historical UK data. Measles panel from Figure 1, Pollard & Bijker (2021), adapted there from Public Health England.
CDC, Measles Cases and Outbreaks, checked November 2, 2026. Includes international visitors. 2025–2026 preliminary; 2026 is a partial year, not a projection.
Researchers compare event rates and check whether other studies find the same pattern. Monitoring continues after approval.
WHO, Vaccine safety; CDC, Safety monitoring. An event after vaccination does not, by itself, establish causation. Original AI-generated illustration.
| Vaccine | Rare problem found after approval | Response |
|---|---|---|
| RotaShield rotavirus (1998) | Bowel blockage (intussusception), about 1 in 10,000 infants | Withdrawn in 1999. Later rotavirus vaccines tested in 60,000+ infants. |
| Johnson & Johnson COVID-19 (2021) | Rare blood clots with low platelets, mostly in women under 50 | Paused, then restricted. No longer used in the U.S. |
| Dengvaxia dengue (2015) | Higher risk of severe dengue in people never infected before | Now given only to people with a confirmed past infection. |
Problems that are very rare, or limited to one group, can be missed in trials of thousands. Monitoring continues after approval.
Murphy et al. (2001), NEJM; Ruiz-Palacios et al. (2006) and Vesikari et al. (2006), NEJM; MacNeil et al. (2021), MMWR; Sridhar et al. (2018), NEJM. Anyone can submit a VAERS report; reports are signals to investigate, not proof of causation.
Apply the trial’s 10% versus 2% disease risks to 100,000 people over one year.
| Strategy | Disease cases | Deaths from disease |
|---|---|---|
| No vaccination | 10,000 | 100 |
| Vaccination | 2,000 | 20 |
8,000 cases and 80 deaths prevented.
Fictional teaching example. Assume 1 in 100 disease cases is fatal in either group. These are illustrative assumptions, not estimates for any real vaccine.
Now include reactions caused by vaccinating those 100,000 people.
| Vaccine-caused reaction | Number affected |
|---|---|
| Temporary mild reaction, such as a sore arm | 20,000 |
| Serious nonfatal reaction | 10 |
| Fatal reaction | 1 |
A brief sore arm and a death have very different consequences.
Fictional teaching example. These are assumed excess harms caused by vaccination, not all health events reported afterward. The reaction rates are invented for illustration.
| Deaths in this hypothetical population | Number |
|---|---|
| Without vaccination: disease deaths | 100 |
| With vaccination: 20 disease deaths + 1 vaccine-caused death | 21 |
| Net deaths prevented | 79 |
Vaccination also prevents 8,000 disease cases, while causing 20,000 temporary mild reactions and 10 serious nonfatal reactions.
Fictional comparison of 100,000 people over one year. Outcome counts should be interpreted by severity, not added together as equivalent events.
Our example estimates 79 net deaths prevented in a population, but does not identify whose death was prevented.
Evidence about people with similar age, health, and exposure helps estimate your chances of benefit and harm.
Evidence can guide your choice without guaranteeing your outcome.
Concept: Hernan & Robins, Causal Inference: What If, Chapter 1. The 79-death estimate is from our fictional example. Individual reactions can still be investigated and sometimes strongly attributed to a vaccine. Original AI-generated illustration.
If you recover from measles, how long are you immune for?
If you get a measles vaccine, for how long are you protected?
If you recover from chlamydia, how long are you immune for?
If you get a chlamydia vaccine, for how long are you protected?
Starting age: When is protection needed, and when can the vaccine work well?
Initial series: What dose amount, how many doses, and how far apart?
Later doses: Are boosters or updated vaccines needed, and how often?
Concepts: CDC, Timing and spacing of immunobiologics; WHO, Vaccine protection and boosters. Schedules differ by vaccine and recipient. Original AI-generated illustration.
Awareness: Knowing the vaccine exists and who it is for.
Acceptance: Willingness to receive it, shaped by confidence and concerns.
Access: Being able to get it: cost, transport, clinic hours, and supply.
Adapted from the 5As in Thomson et al. (2016), Vaccine; here Access includes affordability, and activation (e.g., reminders) is omitted. Related: WHO, Behavioural and social drivers of vaccination (2022). Original AI-generated illustration.
Autism signs and routine vaccination can occur during the same age period.
We can’t directly measure the counterfactual but we can use the comparison groups approach again.
Children’s Hospital of Philadelphia, Vaccines and autism; WHO GACVS (2025). Original AI-generated illustration.
657,461 children in Denmark, followed using health records (2019 study).
MMR-vaccinated children had no higher autism risk.
Researchers also considered differences such as age and family history.
WHO’s 2025 review: vaccines do not cause autism.
Hviid et al. (2019); WHO GACVS (2025). MMR = measles, mumps, rubella. Observational study, not a randomized trial. Original AI-generated illustration.
Slides: https://www.andreashandel.com/presentations/
Reading 1: WHO: How do vaccines work?
Reading 2: WHO: Vaccine efficacy, effectiveness and protection
Comic: Randall Munroe, xkcd: Vaccine Research, CC BY-NC 2.5.