Lesson 1 · Health

🦠 Global Health & Pandemics

Diseases cross borders as fast as people do. Global health asks how countries share responsibility and resources when a threat affects everyone.

🧬 Epidemics, pandemics and herd immunity

An epidemic is a rise in cases in one region; a pandemic spreads across the world. The basic reproduction number (R₀) is the average number of people one case infects in a population with no immunity. When enough people are immune, spread slows: the herd immunity threshold = 1 − 1 ÷ R₀.

R₀ = 2: 1 − 1/2 = 50% R₀ = 4: 1 − 1/4 = 75% R₀ = 5: 1 − 1/5 = 80% R₀ = 10: 1 − 1/10 = 90%

🖼️ See it

Herd immunity threshold by R₀02040608010050%R₀ = 275%R₀ = 480%R₀ = 590%R₀ = 10immune needed (%)
The more infectious the disease, the larger the share of the population that must be immune. Threshold = 1 − 1 ÷ R₀.

🌐 Global responses and inequality

The World Health Organisation (WHO) coordinates responses and sets guidance. Key tools are vaccination, testing and tracing, sanitation and strong primary health care. Debates include vaccine access (richer countries bought early supplies), intellectual property, travel restrictions and the balance between personal freedom and public health.

Evaluate trade-offs: lockdowns reduce spread but harm education, mental health and income.
✏️ Quick check · 1 of 8
Pandemic

A pandemic is a disease outbreak that:

Global scale.
✏️ Quick check · 2 of 8
R₀

R₀ is the:

Reproduction number.
✏️ Quick check · 3 of 8
WHO

The World Health Organisation:

A UN agency.
✏️ Quick check · 4 of 8
Herd immunity

Herd immunity means:

Community protection.
✏️ Quick check · 5 of 8
Inequality

Why was vaccine access debated during pandemics?

Who got them first?
✏️ Quick check · 6 of 8
Trade-off

A lockdown has the trade-off that it:

Costs and benefits.
✍️ Type your answer · 7 of 8

A disease has R₀ = 4.

What percentage must be immune for herd immunity?

Enter an exact answer, without rounding.
%
1 − 1 ÷ R₀.
✍️ Type your answer · 8 of 8

A disease has R₀ = 5.

What percentage must be immune for herd immunity?

Enter an exact answer, without rounding.
%
1 − 1 ÷ R₀.
📝 Lesson quiz · 5 questions
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Re-read the lesson, then give it another go.
Question 1 of 5

A higher R₀ means the herd immunity threshold is:

Question 2 of 5

Which action strengthens public health long-term?

Question 3 of 5

An epidemic differs from a pandemic because it:

Question 4 of 5

Which is a debate about individual freedom?

Question 5 of 5

Travel restrictions aim to:

Lesson 2 · Society

🧳 Migration & Urbanisation

People move for safety, work and opportunity. Their movement changes the places they leave and the places they reach.

↔️ Why people move

Push factors drive people away (conflict, poverty, disaster, persecution); pull factors attract them (jobs, safety, education, family). A refugee flees persecution or conflict and is protected under the 1951 Refugee Convention; an economic migrant moves mainly for work. Net migration = immigrants − emigrants.

immigrants 120 000, emigrants 80 000 net migration = +40 000

🖼️ See it

Push and pull factorsPush factorsConflict and persecutionPoverty and unemploymentNatural disastersPull factorsJobs and higher wagesSafety and stabilityEducation and family
Most people weigh both: they are pushed from one place and pulled toward another.

🏙️ Urbanisation

Urbanisation is the growth in the share of people living in towns and cities. Since 2007 more than half of the world’s population has lived in cities, and megacities exceed 10 million people. Benefits include jobs and services; challenges include informal housing, congestion, pollution and pressure on water. Remittances (money sent home) are important income for many families.

Debate: migration can fill labour shortages and bring skills, but may strain services or cause “brain drain” in countries of origin.
✏️ Quick check · 1 of 8
Push factor

Which is a push factor?

Pushes away.
✏️ Quick check · 2 of 8
Pull factor

Which is a pull factor?

Pulls toward.
✏️ Quick check · 3 of 8
Refugee

A refugee is someone who:

Seeks safety.
✏️ Quick check · 4 of 8
Megacity

A megacity has more than:

Many millions.
✏️ Quick check · 5 of 8
Remittance

Remittances are:

Sent home.
✏️ Quick check · 6 of 8
Brain drain

“Brain drain” describes:

Loss of talent.
✍️ Type your answer · 7 of 8

A country receives 120 000 immigrants and loses 80 000 emigrants in a year.

What is net migration?

Enter an exact answer, without rounding.
people
Immigrants minus emigrants.
✍️ Type your answer · 8 of 8

A city grows from 2 million to 3 million people.

What is the percentage increase?

Enter an exact answer, without rounding.
%
Increase ÷ original × 100.
📝 Lesson quiz · 5 questions
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Re-read the lesson, then give it another go.
Question 1 of 5

Urbanisation means:

Question 2 of 5

A problem of rapid urban growth is:

Question 3 of 5

A benefit of migration for host countries is:

Question 4 of 5

Net migration is positive when:

Question 5 of 5

The 1951 Convention concerns:

Lesson 3 · Technology

🤖 Artificial Intelligence, Technology & Ethics

Artificial intelligence now helps decide who gets a loan, a job or a diagnosis. That power raises questions about fairness, privacy and who is responsible.

⚙️ Benefits and risks

Artificial intelligence (AI) uses data to find patterns and make predictions. Benefits: faster medical diagnosis, translation, efficiency. Risks: bias (a model trained on unfair data repeats the unfairness), privacy (personal data collection), job displacement, misinformation (deepfakes) and the digital divide.

model accuracy = correct ÷ total × 100 90 correct out of 120 = 75%

🖼️ See it

Judging a technology ethicallyWho is affected?stakeholdersBenefits andharmsfor each groupFair andtransparent?bias, privacyWho isaccountable?and what rulesapply
Work through the four questions, then decide whether the benefits justify the risks.

🧭 Making ethical decisions

Ask who is affected (stakeholders), what benefits and harms there are, whether the process is fair and transparent and who is accountable. Responses include regulation (laws on data and high-risk uses), audits of algorithms, human oversight and public education.

Accountability: a person or organisation, not “the algorithm”, must be answerable for a decision.
✏️ Quick check · 1 of 8
Bias

An AI hiring tool trained mainly on past male hires may:

Garbage in, garbage out.
✏️ Quick check · 2 of 8
Privacy

Which is a privacy concern?

Personal data.
✏️ Quick check · 3 of 8
Deepfake

A deepfake is:

Fake video.
✏️ Quick check · 4 of 8
Accountability

Accountability means:

Who answers?
✏️ Quick check · 5 of 8
Regulation

Regulation of AI aims to:

Rules.
✏️ Quick check · 6 of 8
Digital divide

The digital divide could widen if AI tools are:

Who can use them?
✍️ Type your answer · 7 of 8

An AI system makes 120 decisions and 90 are correct.

What is its accuracy, in %?

Enter an exact answer, without rounding.
%
Correct ÷ total × 100.
✍️ Type your answer · 8 of 8

An AI tool rejects 30 of 200 applicants.

What percentage are rejected?

Enter an exact answer, without rounding.
%
Part ÷ whole × 100.
📝 Lesson quiz · 5 questions
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Re-read the lesson, then give it another go.
Question 1 of 5

Which is a benefit of AI?

Question 2 of 5

Algorithmic bias arises mainly from:

Question 3 of 5

Human oversight means:

Question 4 of 5

An algorithm audit checks:

Question 5 of 5

A job at risk from automation is likely to be:

Final Challenge

🏆 9-Question Challenge Quiz

Questions from every topic in this course. Pick an answer for each one, then hit Check My Answers.

0 / 9
💪 Keep practicing — go back through the lessons and retake the quiz!
Q1 · Global Health & Pandemics

For a disease with R₀ = 2, herd immunity requires roughly:

Q2 · Global Health & Pandemics

Herd immunity happens when:

Q3 · Global Health & Pandemics

In a pandemic, the World Health Organisation:

Q4 · Migration & Urbanisation

Which is a likely challenge for a rapidly growing city?

Q5 · Migration & Urbanisation

A push factor is something that:

Q6 · Migration & Urbanisation

Rapid urbanisation can lead to:

Q7 · Artificial Intelligence, Technology & Ethics

When assessing a new technology ethically, you should first:

Q8 · Artificial Intelligence, Technology & Ethics

Algorithmic bias happens when:

Q9 · Artificial Intelligence, Technology & Ethics

A key ethical concern about facial recognition is: