Science Unit 4, Data Science ⏱ ~25 min Checkpoint 3

Checkpoint 3

Review the key ideas from Lessons 11-16, then test yourself with 10 multiple-choice questions and 3 short-answer questions.

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11

Claims, Evidence and Reasoning

Focus: A claim is a statement or conclusion that answers a scientific question. Reasoning explains why the evidence supports the claim using scientific principles.

Key terms: Claim, Evidence, Reasoning

12

Evaluating Data Quality

Focus: High-quality data is reliable, valid and sufficient to support a conclusion. Bias and error can reduce data quality at any stage of collection and analysis.

Key terms: Data quality, Reliability, Validity

13

Communicating Findings Clearly

Focus: Scientific communication must be clear, logical and appropriate for the audience. Good communication allows others to repeat, evaluate and extend your work.

Key terms: Scientific report, Abstract, Method

14

Data Sources and the Digital Footprint

Focus: A primary source is data you collect yourself, while a secondary source is data others collected, such as the Bureau of Meteorology or the ABS. A digital footprint is the trail of data each person leaves online, and reliability and ethics matter as much as the data itself.

Key terms: Primary source, Secondary source, Digital footprint

15

Types of Models in Science

Focus: A model is a simplified representation that helps us understand, explain or predict. The three main types are physical, conceptual and mathematical, and every model has limitations because it leaves out detail.

Key terms: Physical model, Conceptual model, Mathematical model

16

Computer-Based Models and Simulations

Focus: A computer-based model represents a real system using rules and data, then runs to show what happens. Simulations follow an inputs, calculate, outputs cycle and must be validated against real observations, since a model is only as good as its data and assumptions.

Key terms: Simulation, Validation, Garbage in garbage out

1. Which component of a scientific argument explains why the evidence supports the claim?

AThe claim
BThe evidence
CThe reasoning
DThe hypothesis

2. A student says 'The metal expanded because heat increases particle vibration.' What part of CER is 'heat increases particle vibration'?

AClaim
BEvidence
CReasoning
DConclusion

3. Which best describes valid data?

AData that is consistent when repeated
BData that measures what it claims to measure
CData collected by a famous person
DData that supports your hypothesis

4. Why is peer review important for scientific data?

AIt makes the data longer
BIt allows other experts to check methods and conclusions
CIt guarantees the data is correct
DIt reduces the need for graphs

5. Which section of a scientific report tells others how to repeat the experiment?

AAbstract
BMethod
CDiscussion
DConclusion

6. Why should scientific conclusions use cautious language like 'suggests' rather than 'proves'?

AIt sounds more intelligent
BScientific evidence usually supports rather than absolutely proves a conclusion
CIt makes the report shorter
DIt is required by law

7. A student downloads 50 years of rainfall records from the Bureau of Meteorology website to use in their investigation. For that student, this data is best described as a:

APrimary source, because rainfall is a physical measurement
BDigital footprint, because it was found online
CSecondary source, because it was collected and published by others
DPrimary source, because the student is the one using it

8. Which of the following best describes a person's digital footprint?

AOnly the photos and posts a person chooses to share online
BData that disappears as soon as the search history is cleared
CThe trail of data a person leaves online, including searches, clicks, location and purchases
DInformation that can only ever be used for advertising, never for science

9. The equation speed equals distance divided by time, a diagram of the water cycle, and a plastic model of the heart are, in that order, examples of which types of model?

APhysical, mathematical, conceptual
BMathematical, conceptual, physical
CConceptual, physical, mathematical
DMathematical, physical, conceptual

10. The Bureau of Meteorology runs a computer model called ACCESS to forecast the weather. Why is its 3-day forecast usually more reliable than its 14-day forecast?

AThe model uses completely different data for each forecast
BA 14-day forecast does not use any input data at all
CEach calculation step carries a small error, and more steps over 14 days make the errors build up
DComputers are only able to calculate three days ahead
SA1

Explain the claim-evidence-reasoning framework and why all three components are necessary for a strong scientific argument. (5 marks)

Write your answer in your book.
SA2

Define reliability and validity, and explain why both are necessary for high-quality scientific data. Include an example where data might be reliable but not valid. (5 marks)

Write your answer in your book.
SA3

Name the three main types of model used in science and give one example of each. Then explain why a computer-based model must be validated against real observations before scientists trust its predictions. (5 marks)

Write your answer in your book.
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