ATS2946 Cheatsheet · Critical thinking: How to analyse arguments and improve your reasoning skills
Monash University · cheat sheet for the final exam. Final assessment online, 2–3 November 2026 (48-hour window; 2 hours + 10 minutes once opened). Full ATS2946 study guide →
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ATS2946
Critical thinking: How to analyse arguments and improve your reasoning skills
Monash University · Undergraduate · Semester 2, 2026
Full guide + ask Sia about ATS2946
SIDE 1/2 FRAMEWORKS · RULES · DECISIONSOPEN-BOOK EXAM SHEETonline · take-home · open book for unit material
0 · Exam Mapcourse + brief
1020103030
Assessment
Wt
Format
In-Class Participation Activity
10%
First in-class exercise
Reflective Writing Essay
20%
Written reflection
In-Class Participation Activity
10%
Second in-class exercise
Analytical Exercise
30%
Argument analysis task
Take Home Final Assessment
30%
Take-home written assessment
“This final assessment is open book for unit material. You may access course materials during the course of completing the final assessment.”(ATS2946 Final Assessment page, 2026)
Use this sheet as a desk reference. The final rewards visible reasoning: define the controlling concept, select the fact that activates it, show the inferential link, test a credible alternative, then qualify the conclusion.
Revision cycle that transfers
Pass
Action
Output
Retrieve
Recall definitions without notes.
Exact term + boundary
Apply
Use an unfamiliar case.
Fact → element → consequence
Compare
Test a credible alternative on the same criteria.
Trade-off made explicit
Correct
Record the first unsupported link.
Repair + review trigger
Allocate revision time to the reasoning operation the task asks for, not merely its topic. Before writing, identify the required product, scope and audience; after writing, change one assumption and decide whether the recommendation should survive.
Final-task priority: the Take Home Final Assessment is 30%. Use the assessment weights as a planning map, then follow the current task instructions for scope, format and submission. This page supplies retrieval and decision structure; it does not replace those instructions.
1 · Argument or Explanation?C1 boundary
First decision: identify the communicative job before mapping. [C1 boundary]
2 · Reconstruct the ArgumentC1 · P1–P6
Argument = a conclusion together with one or more premises offered as reasons for accepting it. A premise is a statement presented as support; the conclusion is the claim the audience is asked to accept on that basis.
Adapted from Decision map 1.1: premise → explicit link → conclusion.
Extraction sequence
Write the main conclusion as one precise claim.
List each stated premise separately; strip away examples and qualifications only after preserving what they change.
Supply the unstated proposition needed to connect premise to conclusion.
Draw support or opposition; show whether reasons must combine.
Test a counter-case and name evidence that would justify revision.
Attach it to the premise it illustrates; do not promote it automatically to a premise.
Qualification
Narrow the claim or reason it actually modifies.
Implied assumption
Write it as a complete proposition and test its denial.
Opposing reason
Point it at the precise premise, link or conclusion it challenges.
An argument map is a visual representation of how premises support, oppose or combine in relation to conclusions. Its value is diagnostic: it exposes where evidence ends and inference begins. After drawing it, ask which single arrow is least secure, what counter-case attacks it, and what new evidence would restore it. Preserve the writer’s qualifications before compressing; otherwise the reconstructed conclusion may become stronger than the original claim.
3 · Support, Validity, AssumptionC2
Deductive support aims to make the conclusion unavoidable if the premises are true. Validity is a property of form: true premises cannot occur with a false conclusion. It does not, by itself, establish that the premises are acceptable.
Adapted from Decision map 2.1: test deductive support before naming a defect.
Assumption = an unstated proposition needed for the stated reasons to support the conclusion as intended. Recover it by asking: what must also be true for this move to work? Then reverse or deny that proposition and trace whether the conclusion survives.
Test
What it establishes
What it does not
Validity
No true-premise/false-conclusion case
Truth of premises
Acceptability
A premise may be accepted
That it is relevant
Relevance
A reason bears on C
That support is enough
Assumption
Missing bridge is visible
That the bridge is defensible
3b · Fallacy DiagnosisC2 boundary
A fallacy is a recurring pattern of defective reasoning whose weakness must be explained in context. Naming the fallacy is not the evaluation. Show the precise damage: which reason becomes unacceptable or irrelevant, which option was wrongly excluded, or why the stated support cannot carry the conclusion.
Required sentence“This move weakens [acceptability / relevance / support] because …; if [counter-case/evidence], the conclusion should be revised.”
Four-pass defect test
Pass
Question
Acceptability
What supports the premise itself, and what would defeat it?
Relevance
Even if true, why does it bear on this conclusion?
Sufficiency
Could the stated reasons all hold while the conclusion fails?
Assumption
Which unstated proposition carries the inference?
4 · Complex Support StructuresC3
Structure test: linked premises must combine; keep independent reasons separate.
Intermediate conclusion = a claim supported by earlier premises that also functions as a premise for a later conclusion. Mark it twice: first as an output, then as an input. If it fails, every later claim depending on it loses support.
Linked support requires premises to be combined before they provide the intended reason. Removing either linked premise defeats that reason. Keep independent reasons on separate lines so one may survive when another fails.
Adapted from Decision map 3.1: an intermediate conclusion is both destination and premise.
Map cue
Stress test
Linked reasons
Remove P1 or P2: does the intended reason collapse?
Independent reasons
Can each support C without the other?
Intermediate C
Which downstream claim changes if it fails?
Opposition
Which precise claim does the objection target?
Build the complete map
Number every proposition before drawing arrows. Start at the final conclusion and work backwards: which claim immediately supports it, and what supports that claim? An intermediate conclusion should appear once as the endpoint of earlier reasons and again as the premise for the later step. If reasons are linked, mark the joint support and test the pair together; if they are independent, test each route separately.
Change
Expected map response
One linked premise fails
The joint reason loses its intended force.
One independent reason fails
Other routes may still support C.
Intermediate conclusion fails
Trace every downstream dependency.
New objection appears
Attach it to the exact proposition or arrow.
5 · Normative InferenceC3 · P3–P5
A normative claim states what ought to be done, valued or permitted, not merely what is the case. A principle is the general evaluative standard connecting descriptive facts to that normative conclusion.
Normative bridgeFact: [harm/benefit is supported]. Principle: [general evaluative standard]. Therefore: [actor] ought to [action], unless [review condition].
Boundary: descriptive evidence cannot complete a normative inference until the relevant value or principle is stated and defended. Test at least two feasible options against the same criteria and stakeholder positions; otherwise the comparison is one-sided.
Failure
Repair
Fact jumps straight to “ought”
State and defend the value premise
Options use different standards
Apply one criterion to both
Principle is only named
Explain how it changes the inference
Conclusion is universal
Add uncertainty and review condition
When it bites
Use this frame whenever evidence about harm becomes a policy recommendation. Mark each intermediate conclusion; expose the contested value principle; then change one condition and ask whether the recommendation should travel.
Exam use → Lead with the recommendation, then make the descriptive and evaluative premises separately visible.
5b · Digital Evidence ProcessC5 process check
Digital evidence requires source and process checks at every transformation.
6 · Statistical GeneralisationC4
Sample = observed cases used to support a claim about a wider population. Representativeness asks whether relevant features are preserved. Sampling bias is systematic selection that makes observed cases differ from the population.
Adapted from Decision map 4.1: test representativeness before generalising.
Question
What to write
Target?
Name the wider set the conclusion concerns.
Observed?
Name who or what actually entered the sample.
Selection?
Explain the process that may separate sample from population.
Relevant feature?
State which difference matters to the claim.
Revision?
Name evidence or a changed case that alters the inference.
Size ≠ representativeness. A larger sample reduces random variation but cannot repair systematic selection bias. For a voluntary poll, ask separately about random variation and whether volunteers differ systematically from the target population.
7 · Causation + Digital EvidenceC5
A causal claim says changing one factor produces or helps produce change in another. Correlation is measured association and alone does not identify which factor produces change. A confounder is associated with both proposed cause and outcome and can mislead.
Adapted from Decision map 5.1: ask whether Z drives both X and Y.
Observation
Permitted inference
Next test
Correlation
X and Y vary together
Direction, selection, alternatives
Sequence
X occurs before Y
Whether X produces change
Plausible mechanism
A causal story is available
Evidence against rival causes
Confounder Z
Association may mislead
How Z relates to both X and Y
ATS2946
Critical thinking: How to analyse arguments and improve your reasoning skills
Answer frames · worked applications · traps · fast recall
Full guide + ask Sia about ATS2946
SIDE 2/2 DRILLS · APPLICATIONS · FAST RECALLTAKE-HOME FINAL · 30%define → apply → compare → qualify
8 · Universal Answer Frameall chapters
Response workflow distilled from the guide’s applied decision method.
Decision: answer the question before displaying theory. Name the claim, actor and scope.
Definition: give the exact controlling concept, not a family of labels.
Application: select the material fact and explain the mechanism connecting it to the defined element.
Comparison: test a credible alternative under the same criteria; state what it excludes or preserves.
Qualification: identify uncertainty, a review condition and the evidence that would require revision.
Paragraph frame“The better view is [decision]. [Concept] means [definition]. Here, [fact] activates [element] because [mechanism]. However, [alternative] changes [link] because [reason]. Therefore [qualified C], unless [review trigger].”
Question verb
Visible product
Reconstruct / map
Premises, links, conclusion, hidden assumption
Evaluate
Acceptability, relevance, support + defect
Compare
Same criteria applied to credible alternatives
Recommend
Actor, action, uncertainty, review trigger
Select and connect facts
Weak move
Scoring repair
Retell every case fact
Select only facts that activate a defined element.
Drop a theory label
Explain how the fact changes the inference.
List an alternative
Test it under the same criteria and show the trade-off.
End categorically
Name uncertainty, responsible actor and review trigger.
Transfer check: reverse the strongest fact. Trace the change through the defined element, mechanism and conclusion. Revise only if it changes evidence, causal link or boundary; otherwise explain why the conclusion holds.
9 · Drill: Scattered Public ClaimC1 worked · 4 marks
Prompt: reconstruct a public claim whose reasons are scattered across examples, qualifications and implied assumptions. The four-step allocation below is practice only, not an official University scheme.
Adapted from Decision map 1.1: collect scattered reasons into one explicit support chain.
Step
Practice mark
Write
1
1
Define argument and the decision boundary.
2
1
Connect facts to premise through a stated mechanism.
3
1
Compare a credible alternative and its trade-off.
4
1
Recommend an actor, action and review trigger.
Compact application
Classify: state which sentence is the conclusion and which scattered statements function as premises. Reconstruct: add the missing proposition that makes those reasons bear on that exact claim. Test: treat any example as support only if it changes acceptability, relevance or strength. Conclude: keep the result inside the boundary: reasons to believe a claim are not the same job as explaining why an event occurred.
End productP1 [stated reason] + P2 [implicit bridge] → C [precise public claim]; counter-case [changed fact] → revise [link/C].
Map audit
Audit point
Pass condition
Main claim
One precise proposition, not the passage topic.
Reason role
Each premise points to the claim it supports.
Implicit link
A complete proposition that can be denied.
Qualification
Attached to the premise or conclusion it narrows.
Counter-case
Targets a defined element or inferential arrow.
Argument map = a visual representation of how premises support, oppose or combine in relation to conclusions. Use it as a constraint: state the supported consequence, remaining uncertainty and revision condition.
10 · Drill: Workplace ProposalC2 worked · 4 marks
Prompt: evaluate a workplace proposal that relies on a false choice and an unstated prediction about staff behaviour. The allocation is practice only.
Adapted from Decision map 2.1: expose the false choice and assumption before judging support.
Step
Practice mark
Write
1
1
Define deductive support and boundary.
2
1
Connect the facts to validity through a mechanism.
3
1
Compare a credible alternative and trade-off.
4
1
State actor, action and review trigger.
Compact application
The proposal presents two options as exhaustive. First identify the excluded alternative rather than merely writing “false choice”. Next state the unstated prediction about staff behaviour that must be true for the proposal to work. Suppose every stated premise is true: if the conclusion can still be false because another live option or behaviour remains, the deductive support fails. Explain the effect on relevance, acceptability or support.
Finish the diagnosis“The label matters because [excluded option / denied assumption] leaves open [counter-case], so the premises do not make C unavoidable. Evidence about [staff behaviour] would justify revision.”
Apply each test separately
Question
If the answer is weak
Are the premises acceptable?
Identify the missing or contrary evidence.
Are they relevant?
Explain why the fact fails to bear on C.
Is the support deductive?
Construct a true-premise/false-C case.
What is assumed?
State the bridge and test its denial.
What option is excluded?
Compare it on the same criteria.
Trap: naming a fallacy is not an evaluation. Identify the move, then explain how it weakens relevance, acceptability or support; state the evidence that would repair the defect.
11 · Drill: Policy RecommendationC3 worked · 4 marks
Prompt: map a policy argument moving from evidence about harm to a recommendation through a contested value principle. The allocation is practice only.
Adapted from Decision map 3.3: evidence cannot supply the value premise by itself.
Step
Practice mark
Write
1
1
Define intermediate conclusion and boundary.
2
1
Connect facts through linked support.
3
1
Compare a credible alternative/trade-off.
4
1
State actor, action and review trigger.
Compact application
Separate the claim that harm exists from the claim that a policy ought to follow. Mark the intermediate conclusion supported by the evidence. Then state the principle that converts that conclusion into a recommendation and defend it. Compare a credible rival option under the same evaluative standard; do not change criteria to favour one side. Finish with a conditional recommendation and the changed fact that would reopen it.
Chainevidence of harm → intermediate C intermediate C + defended principle → normative C rival principle / changed condition → retest action
Symmetrical comparison
Stage
Option A
Option B
Evidence
Use the same supported description of harm.
Principle
State the evaluative standard.
State the rival standard.
Mechanism
How A follows.
How B follows.
Trade-off
What A sacrifices.
What B sacrifices.
Review
Fact that reverses A.
Fact that reverses B.
Linked support means premises must be combined before they give the intended reason. Test each alone and together; if one is removed, state whether the intermediate conclusion and recommendation still follow.
12 · Drill: Voluntary Online PollC4 worked · 4 marks
Prompt: evaluate a public claim drawn from a small voluntary online poll. The allocation is practice only.
Adapted from Decision map 4.1: voluntary selection can break the sample–population link.
Step
Practice mark
Write
1
1
Define sample and the decision boundary.
2
1
Connect facts to representativeness.
3
1
Compare a credible alternative/trade-off.
4
1
State actor, action and review trigger.
Compact application
The observed cases are voluntary respondents; the conclusion concerns a wider population. Identify the feature on which volunteers may differ and explain why it matters to the claim. Treat small size and voluntary selection as different defects: more cases can reduce random variation, but systematic selection can persist at any size. The responsible conclusion is limited to the observed cases unless evidence establishes relevant representativeness.
Sentence frame“Because entry depended on [selection process], the sample may differ from [population] on [relevant feature]. Increasing size alone would not remove that systematic difference.”
Generalisation audit
Layer
Required statement
Observed cases
Who answered the voluntary poll?
Wider set
Which population does the public claim name?
Selection
How did cases enter or fail to enter?
Relevant difference
Which preserved or distorted feature affects the claim?
Scope
How far may the present evidence travel?
Revision
What new sample evidence changes the judgement?
Representativeness = how far a sample preserves features relevant to the population inference. Name the feature, show how voluntary entry distorts it and limit the conclusion’s scope.
13 · Drill: Causal HeadlineC5 worked · 4 marks
Prompt: assess an article combining a platform trend, an algorithmic summary and a strong causal headline. The allocation is practice only.
Adapted from Decision map 5.1: audit both the evidence process and causal leap.
Step
Practice mark
Write
1
1
Define causal claim and boundary.
2
1
Connect facts to confounder by mechanism.
3
1
Compare a credible alternative/trade-off.
4
1
State actor, action and review trigger.
Application: treat the trend as association unless changing the proposed cause is shown to produce the outcome. Test platform selection and factors associated with both. Audit the source and each transformation; then name the alternative cause and evidence that could distinguish it.
Qualified end“The evidence supports inquiry into X–Y, not the unqualified causal headline, because [selection/confounder/alternative] remains. Revise if [specified evidence] excludes it.”
14 · Fast Recall + Trap GridC1–C5
Correction ledger: repair the first failure, then test transfer to a changed case.
If you wrote…
Repair immediately
“X correlates with Y, so causes Y.”
Test confounder, selection and alternative causes.
“X came first, therefore caused Y.”
Add the production claim and evidence for it.
“The summary says…”
Audit source, selection, transformation and distribution.
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