5C 6

The Global Warming Debate: Correlation or Causation?

Distinguish correlation from causal relationship in climate evidence, and notice how the author’s interests can shape conclusions on contested actions.

YOUR SPECIFICATION

What you need to know

  • 5.16Recognising correlations and causal relationships in climate evidence.
  • 5.25Conclusions on controversial issues can depend on who is reaching them.
Pearson specification · Issue 2, p. 30

This is a scientific-method lesson, not a party-political script. Named organisations appear as examples of interest, not as villains or saints. Greenhouse physics remains 5C 4.

By the end, you should be able to…

  • Define and contrast it with a causal mechanism.
  • Use greenhouse physics as the proposed causal link between CO₂ and warming.
  • Explain why the source of a conclusion about climate action matters.
SPECIFICATION-ALIGNED LEARNING

Build your understanding

Together, then because

A means two variables change together: CO₂ concentration and global mean temperature have both risen in the instrumental period. Ice-core series also show CO₂ and Antarctic temperature moving together across glacial cycles. Correlation is not yet “CO₂ caused the warming”. A third factor could drive both, or the arrow could run partly the other way: warmer oceans release CO₂.

A causal claim needs a mechanism. absorb long-wave infrared. That physics, plus the size of the human carbon transfer from 5C 3, is why scientists treat rising fossil-fuel CO₂ as a cause of recent warming, not a coincidence. You still have to say that, not just point at two rising lines.

What would weaken a causal story

If warming had led and CO₂ had not risen, the simple greenhouse account of this century would be in trouble. If a proposed alternative (solar output, orbital cycles) matched the last 150 years better than greenhouse forcing, you would have to weigh it. Orbital Milankovitch cycles matter on ice-age timescales; they are a poor explanation of the post-1950 spike. Evaluate the alternative; do not ignore it.

Local weather is noisy. A cold February in one city is not a disproof, and a record summer is not, by itself, a proof. Causal evaluation uses long records, many sites, and a mechanism.

Who is reaching the conclusion

Specification 5.25 says conclusions about how much humans affect climate, or what actions to take, can depend on who is speaking. A company whose assets are fossil reserves has an interest in delaying cuts. A renewable manufacturer has an interest in subsidies. A government may protect jobs in one region. An IPCC assessment has a different process: many authors, open review, governments approving a summary. None of that replaces data — it tells you to ask who paid, what was omitted, and whether methods were public.

“Scientists disagree” can be true at the margin (how fast, which policy) and still false as a claim that there is no greenhouse mechanism. Read the actual question: degree of human influence, or choice of action, are the controversial parts 5.25 names.

Carbon dioxide and temperature rising together is a correlation. A causal claim needs a mechanism: greenhouse gases absorb long-wave infrared. Other proposed drivers, such as orbital cycles, must be checked against the same years. Two rising lines are not enough on their own. Rising together is a correlation; a mechanism supports a causeEvidence for the link between CO₂ and global temperature.1 Correlation2 A mechanismyearCO₂ concentrationmean temperaturethey rise together, but this alone is not proofEarth’s surfacegreenhouse gasesshort-wave inlong-wave infraredabsorbed and re-emittedalso check other drivers (e.g. solar output) for the same yearsCorrelation suggests where to look. It does not by itself prove that one change caused the other.

NOT: two graphs that rise together do not, by themselves, prove the named gas caused the change.

  1. Warmer oceans can also release CO₂, so the arrow is not only one way in ice cores
  2. A cold week in one city is weather, not a disproof
  3. Ask who is reaching a conclusion about policy or the size of the human effect
  4. Disagreement about actions is not disagreement that the mechanism exists
  5. Milankovitch cycles are the orbital alternative named for ice-age timing

Two traps this diagram blocks

  • Do not treat correlation as cause without a mechanism.
  • Do not use one week of weather as the whole test.

From the diagram alone

Question

Explain why a graph of rising CO₂ and rising temperature is not, on its own, a complete causal argument. [3]

Show a model answer

The graph shows a correlation. A cause needs a mechanism, here the absorption of long-wave infrared by greenhouse gases. Another driver, or a reverse effect such as warmer oceans releasing CO₂, has to be considered before the gas is accepted as the cause.

Correlation, cause, interest
Claim typeWhat you still needA weak version
CorrelationTwo measured series that trackTwo doodled lines with no source
CausalMechanism (greenhouse absorption) plus timing and size“They both went up so it must be CO₂” with no physics
Action / policyWho benefits, what was left out, quality of the dataAccepting a blog or a company advert as equivalent to an assessed report
EXAM TIPS & ADVICE

Make your reasoning visible

Borrow 1C language

is not cause — you already practised this on CVD risk.

Name an interest without smearing

“This report was funded by X, so check omissions” is specification-level. Abuse is not.

Key explanations

  • The mechanism is that absorb long-wave infrared, and human activity has increased those gases.
  • A warmer ocean releasing CO₂ is a reason to check the direction of the arrow, especially on long ice-core records.
  • One local weather event is too short to confirm or reject the long-term claim.

Avoid this misconception

The claim: If two graphs rise together, the first named gas caused the climate change.

The correction: That is a correlation. Cause still needs a mechanism and a check that other drivers do not fit better.

RETRIEVE · APPLY · CHECK

Check your understanding

Try each question before opening the suggested answer.

  1. Practice question

    Retrieval and explanation · suggested answer

    CO₂ and temperature have both risen. Why is that not, by itself, proof of cause?

    Show suggested answer

    They are correlated. A causal claim needs a mechanism (greenhouse absorption of infrared) and consideration of other drivers.

  2. Practice question

    Retrieval and explanation · suggested answer

    State the mechanism that links extra CO₂ to warming.

    Show suggested answer

    CO₂ is a greenhouse gas: it absorbs outgoing long-wave infrared, so extra CO₂ enhances the greenhouse effect.

  3. Practice question

    Retrieval and explanation · suggested answer

    Give one reason a conclusion about climate action might depend on who reaches it.

    Show suggested answer

    The author may have financial, political or campaign interests that affect which options they emphasise or omit (for example a fossil-fuel producer versus an assessed scientific panel).

STRETCH QUESTION

Take the idea further

Apply the same specification knowledge to an unfamiliar problem. Any extra assumptions are supplied in the question.

Stretch question

Ice cores show CO₂ falling as ice ages deepen. A student says that proves temperature causes CO₂, so fossil fuels cannot cause warming. Untangle the two timescales.

Show a hint

Both directions can exist; they do not cancel 5.17.

Explore the reasoning

On ice-age timescales, orbital warming can outgas CO₂ from oceans, a feedback. That does not stop extra fossil CO₂ absorbing infrared now. Two causal arrows can exist. The industrial rise in CO₂ is too large and fast to be explained as a passive response to a small temperature wiggle.

RECALL

Recall this lesson

Lesson recall questions

5 of 32 recall questions for 5.16, 5.250 of 5 rated0 secure

Question 1 of 5: How can pollen in a peat bog be used as evidence of past climate?

015.16Structure

Evidence for climate change

Practice question

Retrieval and explanation · suggested answer

How can pollen in a peat bog be used as evidence of past climate?

Try this from memory first.

Practise more of these specification points

Beyond the classroom

Put your biology to work

Explore where these ideas appear in the world. Enrichment, not extra required recall.

ResearchEnvironment

Process is part of the evidence

5C · The Global Warming Debate: Correlation or Causation?The IPCC describes itself as assessing published science through many authors and rounds of review, with governments then approving a summary line by line. That process does not…Specification 5.25Read & use the scienceClose article

Why this matters

The IPCC describes itself as assessing published science through many authors and rounds of review, with governments then approving a summary line by line. That process does not make every sentence perfect. It is different from a single-interest press release. 5.25 asks you to notice the difference, not to memorise the panel’s organogram. Authors assess a body of published evidence and state confidence and uncertainty. This makes an assessment different from a laboratory measurement: conclusions are reasoned from many studies, not simply read from one instrument.

Back to the specification

Pearson Edexcel IAL Biology · Issue 2, February 2021 · Unit 4, pp. 29–32. The application extends beyond required recall.

  • 5.25 understand the way in which scientific conclusions about controversial issues, such as what actions should be taken to reduce climate change, or the degree to which humans are affecting climate change, can sometimes depend on who is reaching the conclusions
Read the Pearson specification

Use the science

Why is “the IPCC is a UN body” not a sufficient reason to discard its physical chapter?

Explore a possible response

Institutional home is an interest to note; you still have to engage the measurements and mechanisms. Source criticism is not the same as refusing the data.

Explore the source

CareersResearchPop Culture

Who checks an assessment report?

5C · The Global Warming Debate: Correlation or Causation?The IPCC publishes drafts for expert and government review, and authors respond to comments before a report is finalised. Review editors check that comments are considered. This does…Specification 5.25Read & use the scienceClose article

Why this matters

The IPCC publishes drafts for expert and government review, and authors respond to comments before a report is finalised. Review editors check that comments are considered. This does not make every conclusion infallible, but it means the work is more than one person’s opinion or a viral screenshot of a graph. A science-policy analyst reads the evidence, confidence language and stated assumptions before recommending action. The same habit helps students distinguish a disagreement about measurements from a disagreement about costs or priorities. One can question a conclusion without pretending that the review process or the underlying observations do not exist.

Back to the specification

Pearson Edexcel IAL Biology · Issue 2, February 2021 · Unit 4, pp. 29–32. The application extends beyond required recall.

  • 5.25 understand the way in which scientific conclusions about controversial issues, such as what actions should be taken to reduce climate change, or the degree to which humans are affecting climate change, can sometimes depend on who is reaching the conclusions
Read the Pearson specification

Use the science

A headline quotes one IPCC sentence. What should you inspect before deciding whether it supports a proposed policy?

Explore a possible response

Check the full claim, evidence, confidence, assumptions and whether the policy conclusion follows from the assessed science or adds value judgements.

Explore the source

Browse all Unit 4 connections →
END OF THE LESSON

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