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Lesson 11 ~35 min Unit 4 · Data Science +85 XP

Claims, Evidence and Reasoning

In 1994, 7 tobacco company CEOs testified before the US Congress that nicotine is not addictive — a claim with zero evidence that fell apart within 2 years once scientists published their data.

Today's hook: In 1994, the chief executives of the 7 largest US tobacco companies stood before Congress and each stated, under oath, that nicotine is not addictive. They made a clear claim. But they offered no evidence and no reasoning — just authority and repetition. Within 2 years, scientists at the US Food and Drug Administration published studies showing that cigarettes deliver a carefully engineered dose of nicotine to the brain. The claim collapsed under the weight of actual evidence. What is the difference between a claim someone wants you to believe and a claim that has been properly supported?
0/5QUESTS
Think First
warm-up

A student says plants grow better with music because their plant next to a speaker grew taller than their other plant on a windowsill.

What is their claim? What is their evidence? Is their reasoning sound? What flaws can you spot in their argument?

Write your prediction in your book before reading on.
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What is a Claim?
+5 XP

Your friend watches a video online claiming that drinking lemon water every morning "boosts your immune system." The statement sounds confident. But ask: what exactly does "boosts" mean? How much lemon? Measured how? Compared to what? The video has no answers. That is not a scientific claim — it is marketing. A claim is the conclusion you want others to accept. In science, a claim must be a clear statement that answers a specific question — not a vague opinion. Think of it as the destination of your argument.

A strong claim has three features. First, it is specific: it names the exact thing being studied and the expected outcome. Second, it is testable: you can design an experiment or observation to check it. Third, it is measurable: the result can be recorded with numbers or clear categories. A weak claim like “Sugar is bad for you” fails all three tests. A strong version would be: “Consuming more than 30 g of added sugar per day increases the average blood-glucose spike in healthy teenagers within two hours.” That claim tells you who, what, how much and when.

Finally, a claim must be defensible. You should be able to back it up with evidence and reasoning, not just emotion or authority. If you cannot imagine what data would change your mind, your claim is probably an opinion, not a scientific statement.

Claim — Evidence — Reasoning (CER) Framework CLAIM Your conclusion ”Rusting is a chemical change.” EVIDENCE Your data Iron turns orange-brown, mass increases, cannot be reversed. REASONING Scientific principle New substance (iron oxide) formed — consistent with chemical change definition. All three components are required — a claim without reasoning is just an opinion.
Example

A student wants to test whether music affects plant growth. A weak claim would be: “Music helps plants.” A strong claim would be: “Playing classical music for 2 hours daily increases the height of pea seedlings by at least 10 % over 14 days compared with silence.” The second claim is specific, testable and measurable.

Real-world anchor

Researchers at CSIRO regularly publish claims about climate adaptation in Australian agriculture. Before releasing a claim, they check that it is specific enough to guide farmers and testable enough to be checked against field data. The same rigour applies to your classroom investigations.

Watch out

Many students think a passionate belief makes a claim stronger. It does not. In science, the strength of a claim comes from the quality of the evidence behind it, not the volume of your voice. A calm, well-supported claim always beats a loud, unsupported one.

Which of these is a strong scientific claim?
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What You'll Master
objectives

Know

  • A claim is a statement or conclusion that answers a scientific question.
  • Evidence is the data and observations that support or refute a claim.

Understand

  • Reasoning explains why the evidence supports the claim using scientific principles.
  • Strong scientific arguments require all three components to be clearly linked.

Can Do

  • Construct a scientific argument using claim, evidence and reasoning.
  • Evaluate the strength of someone else's scientific argument.
Cross-lesson links: Building a claim-evidence-reasoning argument here draws on everything from Lesson 1 (What Counts as Scientific Data?) through to Lesson 10 (Interpreting Graphs in Science) — your data, graph, and accuracy knowledge all feed into making a strong scientific case, and Lesson 12 (Evaluating Data Quality) extends this by asking how reliable the evidence really is.
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Words You Need
vocabulary
ClaimA statement that answers a question or asserts a conclusion based on evidence.
EvidenceData, observations or information that supports or contradicts a claim.
ReasoningThe logical explanation that connects the evidence to the claim using scientific knowledge.
Scientific argumentA structured explanation that uses evidence and reasoning to support or challenge a claim.
RefutationThe process of challenging a claim by presenting counter-evidence or exposing flaws in reasoning.
JustificationThe act of showing that a claim is well-supported by evidence and valid reasoning.
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Spot the Trap
heads-up

Wrong: A strong claim is enough if you believe it passionately.

Right: In science, conviction without evidence is opinion. A claim must be supported by relevant data and logical reasoning to be scientific.

Wrong: Evidence alone proves a claim.

Right: Evidence must be connected to the claim through reasoning. Without reasoning, the reader does not understand why the evidence matters.

Wrong: Making a claim that is too broad or vague.

Right: Broad claims like 'chemicals are dangerous' cannot be tested or supported with specific evidence. Narrow your claim to something measurable and specific.

Wrong: Presenting evidence without explaining its relevance.

Right: Every piece of evidence needs a sentence of reasoning that explains why it matters and how it connects to the claim. Do not leave this to the reader.

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What Counts as Evidence?
+5 XP

Evidence is the data and observations that support or challenge a claim. Without evidence, a claim is just an opinion. In science, evidence comes in many forms: measurements from an experiment, observations from the field, results from a survey, or data from a reliable database.

Not all evidence is equal. Quantitative evidence uses numbers — lengths, masses, counts, percentages — and is easier to compare and analyse. Qualitative evidence uses descriptions — colours, textures, behaviours — and is useful for spotting patterns that numbers might miss. The best investigations often collect both.

Good evidence must also be relevant. If you are testing whether sugar affects energy, measuring heart rate is more relevant than measuring shoe size. Always ask: does this evidence actually speak to the claim? If not, leave it out.

Weak vs Strong Scientific Arguments WEAK ARGUMENT OPINION / CLAIM "Sugar is bad for you" (large, vague) Evidence (1 item, weak) No linking reasoning STRONG ARGUMENT CLAIM (specific) "30 g sugar raises blood glucose" Evidence 1: Blood glucose readings Evidence 2: 3 repeated trials Evidence 3: Control group data Reasoning connects each piece Scientists build strong arguments — relevant, repeated evidence linked by clear reasoning.
Example

A student claims that darker roofs make houses hotter. Their evidence includes thermometer readings from two model houses (quantitative) and photographs showing one roof surface glows more in infrared (qualitative). Together, the two types of evidence make the argument stronger than either alone.

Real-world anchor

The Bureau of Meteorology (BOM) collects temperature and rainfall evidence from thousands of stations across Australia. When BOM issues a claim about climate trends, they back it with decades of quantitative data and qualitative event reports. That is why their claims are trusted by farmers, insurers and emergency services.

Watch out

Students often think that more evidence always means better evidence. It does not. Ten irrelevant measurements are weaker than two relevant ones. Quality beats quantity every time. Choose evidence that directly addresses your claim and was collected fairly.

Which piece of evidence is most relevant to the claim 'Darker roofs make houses hotter'?
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The Role of Reasoning
+5 XP

Reasoning is the glue that holds a scientific argument together. It explains why the evidence supports the claim. Without reasoning, your reader is left guessing how the data connects to your conclusion.

Good reasoning uses scientific principles, definitions or established cause-and-effect relationships. For example, if your evidence shows that a metal rod expands when heated, your reasoning should state that heating increases the kinetic energy of the particles, causing them to vibrate more and take up more space. That explanation turns a simple observation into a scientific argument.

Reasoning also anticipates weaknesses. A strong argument acknowledges limitations — perhaps the sample was small, or a variable was hard to control — and explains why the evidence is still convincing. This honesty makes your argument more credible, not less.

Example

A student claims that insulated flasks keep drinks hotter longer. Their evidence is a table of temperature readings every 10 minutes. Their reasoning explains that the insulating layer reduces conduction and convection, slowing heat transfer to the surroundings. That scientific principle is what makes the claim believable.

Real-world anchor

When ANSTO scientists argue that nuclear medicine is safe, they do not simply list radiation dose numbers. They provide reasoning that compares those doses to everyday background radiation and explains how shielding works. The reasoning is what convinces regulators and the public.

Watch out

Some students believe that if the evidence is “obvious,” reasoning is unnecessary. This is wrong. What seems obvious to you may not be obvious to someone else. Reasoning forces you to articulate the connection clearly and exposes gaps you might have missed.

Interactive cycle+7 XP

Click each stage of building a scientific argument.

Make a claim

State a clear, specific conclusion that answers your investigation question.

7
Evaluating Arguments
+5 XP

Not every argument that contains a claim, evidence and reasoning is a good argument. Evaluation means judging the quality of each component and how well they fit together. Think of it as quality control for ideas.

Start by checking the claim: is it specific and testable? Next, examine the evidence: is it relevant, reliable and sufficient? One experiment with three plants is rarely enough to support a broad claim. Then, scrutinise the reasoning: does it use valid scientific principles, or does it jump to conclusions? Finally, look for bias. Has the author cherry-picked only the data that supports their view? Have they ignored contradictory results?

A useful trick is to imagine the argument belongs to someone you disagree with. If you still think it is fair and well-supported, it is probably strong. If you spot holes only because you want to win the debate, your own argument may need work.

Example

A social media post claims that a new energy drink improves focus. The evidence is a single testimonial, the reasoning is that “caffeine wakes you up,” and the claim applies to everyone. Evaluation shows the sample size is one, there is no control group, and the reasoning ignores individual differences. The argument is weak.

Real-world anchor

The Australian Bureau of Statistics (ABS) publishes reports on health, education and the economy. Before any claim reaches the public, ABS analysts evaluate the sampling method, check for bias and verify that the reasoning matches the data. That rigorous evaluation is why policymakers trust ABS findings.

Watch out

Many students think a confident speaker or a polished graph makes an argument strong. It does not. Flashy presentation can hide weak evidence. Always look past the packaging and check the claim, evidence and reasoning underneath.

Speed round +6 XP

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Q · 1 / 6 Streak · 0 Score · 0

A claim must be supported by relevant data and logical reasoning to be scientific.

How are you completing this lesson?

Revisit Your Thinking
reflect

At the start of the lesson you were asked: "'Sugar is bad for you' — how would you actually prove this?" Before the lesson, you might have said "do an experiment and see what happens."

Now that you have the claim-evidence-reasoning framework, what would a proper proof actually look like? What claim would you make, what data would count as evidence, and what reasoning would link them? Compare your answer now with what you imagined at the start.

Rewrite the student's argument using claim, evidence and reasoning, and identify at least two weaknesses that remain in their evidence.

Write your updated thinking in your book.
1
Which component of a scientific argument explains why the evidence supports the claim?
+10 XP
2
A student says 'The metal expanded because heat increases particle vibration.' What part of CER is 'heat increases particle vibration'?
+10 XP
3
Why is cherry-picking evidence considered scientifically dishonest?
+10 XP
4
Which is the strongest claim?
+10 XP
5
What question does reasoning answer in a scientific argument?
+10 XP
Check Your Understanding
short answer

1. Write one sentence that would be a strong scientific claim about how exercise affects heart rate.

Write your answer in your book.

2. Why is reasoning necessary if you already have good evidence?

Write your answer in your book.

3. Describe one way a scientific argument can be weak even when the evidence is correct.

Write your answer in your book.
Show Your Working
12 marks total
5 MARKS

SA1. Explain the claim-evidence-reasoning framework and why all three components are necessary for a strong scientific argument.

Write your answer in your book.
4 MARKS

SA2. Evaluate the following argument: 'Ice melts faster in sunlight because my ice cube melted in two hours on a sunny day.' Identify weaknesses in the claim, evidence and reasoning.

Hint: Consider what is missing and what alternative explanations exist.

Write your answer in your book.
3 MARKS

SA3. Describe how acknowledging limitations and alternative explanations strengthens a scientific argument rather than weakening it.

Write your answer in your book.
Comprehensive Answers

Quick Check

1. C — Reasoning explains why the evidence supports the claim.

2. C — 'Heat increases particle vibration' explains the scientific principle connecting evidence to claim.

3. B — Cherry-picking ignores contradictory data to unfairly support a claim.

4. B — It is specific, measurable and testable.

5. B — Reasoning answers why the evidence matters for the claim.

Show Your Working Model Answers

SA1 (5 marks): A claim is a clear statement that answers the question [1]. Evidence is the data that supports or refutes the claim [1]. Reasoning explains why the evidence supports the claim using scientific principles [1]. All three are necessary because a claim without evidence is opinion [1], and evidence without reasoning leaves the reader asking 'so what?' [1].

SA2 (4 marks): Claim weakness: 'Ice melts faster in sunlight' is vague — faster than what? [1] Evidence weakness: one ice cube on one sunny day is insufficient and not repeated [1]. Reasoning weakness: there is no explanation of why sunlight causes faster melting (heat energy transfer) [1]. Alternative explanation: the ice might have melted faster due to wind, surface area or ambient temperature, not just sunlight [1].

SA3 (3 marks): Acknowledging limitations shows the audience that you have considered weaknesses in your own argument [1]. Addressing alternative explanations demonstrates that your claim is robust because it holds up even when other possibilities are considered [1]. This builds credibility and trust in the scientific process rather than making the argument appear uncertain [1].

R
Quick Review

Claim

A clear, specific, testable statement

Evidence

Data that supports or refutes a claim

Reasoning

Connects evidence to claim with science

Cherry-picking

Ignoring contradictory data

Refutation

Challenging with counter-evidence

Strong argument

All three CER components linked

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