The Section I calculation battery
The panel's highest-probability single item: derive MPC/MPS from a two-year income-consumption or income-savings table, form k = 1/(1-MPC), apply it to a stated injection change and...
The question styles to have ready — each linked to its evidence and to a question in the practice paper.
Built by a six-model AI panel and backtested against the hidden 2025 papers — how we did it.
Built from a six-model AI analysis of every HSC Economics paper, marking guideline and marking-centre feedback report since 2019 — using the same method we backtested against the real 2025 papers before publishing. First, the housekeeping: the current (2009) Economics syllabus continues to run — 2026 is NOT a final syllabus year, so expect evolution, not a farewell paper. These are styles to prepare for, not guarantees: our backtest showed the examiners keep the skill and twist the format, so practise the skill chain, not a memorised question.
The panel's highest-probability single item: derive MPC/MPS from a two-year income-consumption or income-savings table, form k = 1/(1-MPC), apply it to a stated injection change and...
A balance of payments table under a floating exchange rate with one entry blank (financial account, exports, or a net income line), solved with the identity CA + KAFA = 0 — the annual...
Classify a two-year budget-outcome change as expansionary or contractionary, separating discretionary (structural) change from automatic-stabiliser (cyclical) movement — the recurring...
a 20-mark Section III stimulus question — a budget-balance-as-a-percentage-of-GDP chart showing the recent surplus-to-deficit swing, a Treasury quote, and a verb like evaluate pairing economic growth with a second objective (external stability or distribution).
all six models call it — fiscal policy hasn't had a dedicated 20-mark question since 2021, the longest Section III absence of any Topic 4 policy, and the budget swing of the last few years is exactly the chart shape examiners like (a reversal you must interpret, not restate).
using data from the wrong budget era; restating the stimulus; asserting a judgement once in the conclusion instead of sustaining it across every named objective.
one fiscal essay plan per week against a different paired objective, always arguing stance from the change in the outcome.
either a 4–6 mark Section II part with a printed "Name of economy: ______" line, or a full Section IV essay on globalisation and development in an economy other than Australia.
the syllabus mandates the case study and it was examined every year 2019–2024, then skipped in 2025 — the clearest coverage gap on the paper. All six models predict its return.
quoting GDP growth when the question says development — markers want HDI, life expectancy, literacy and poverty data; choosing an advanced economy (the 2019 feedback named the USA, Canada, England, NZ and Norway as weak selections); no judgement.
know one developing or emerging economy with five memorised development statistics and two named, evaluated strategies.
6–8 quantitative multiple-choice items, and the panel's four near-certainties: the simple multiplier from a two-year income/savings table; the balance of payments table with one entry blank (solve with CA + KAFA = 0); the labour force table (unemployment and participation rates); and a terms-of-trade or net-foreign-liabilities index.
MPS used as MPC and k applied to the wrong base; the capital account left out of the BOP identity; dividing by the working-age population instead of the labour force; hidden unemployment counted as unemployment.
drill each calculation until the distractor errors feel familiar — the wrong options are built from these exact slips.
the final, hardest multiple-choice items — two questions chained off one demand/supply diagram with a world price: tariff revenue after a change, then the change in foreign producers' revenue or the subsidy size that eliminates imports.
the 2019/2022/2025 closer pattern, and the 2024 feedback said students could not "accurately interpret the diagram and calculate the economic implications of protection". (The protection essay is rested after 2025 — the diagram arithmetic is not.)
multiplying the tariff by total consumption instead of imports; valuing foreign producers' sales at the domestic (tariff-inclusive) price instead of the world price.
a multiple-choice or short-answer item where a deficit shrinks — and you must call that contractionary; separating discretionary (structural) changes from automatic-stabiliser (cyclical) movements, possibly with a consequence-of-deficit-financing chain (bond sales → crowding out).
six of six models; the stance/outcome and cyclical/structural confusions are flagged repeatedly (2022, 2024), and two models make the never-directly-examined cyclical-component calculation a bold call.
reading stance from the sign of the balance instead of the change in it.
The panel's clearest rested call: distribution of income and wealth took the 2025 Section III essay (after a 2023 10-marker) and five of six models rest it — expect at most a Gini/Lorenz multiple-choice item. The protection essay, monetary policy and unemployment also give up their big-mark slots after heavy 2025 treatment: all three keep their Section I staples, so know the mechanics — everything is examinable — but don't build your revision around another 10- or 20-marker there.
When we backtested this method on the 2025 papers (Chemistry and Maths Extension 1 — the two subjects with scored holdouts), our high-confidence topic calls went 37/37, and about half of our specific question predictions recognisably appeared — but the examiners inverted formats, migrated written staples into multiple choice, and broke two long streaks. Economics adds its own wrinkle: the choice structure of Sections III and IV means even a correct essay-theme call may appear as the option you don't pick, and current-year statistics (cash rate, inflation, budget balance) date quickly — check the latest RBA and ABS figures before quoting them. Prepare the skill chains above, not memorised questions, and you're covered either way.
The panel's unanimous essay-theme call: a 20-mark Section III stimulus question evaluating fiscal policy against economic growth plus one paired objective (external stability or distribution), with a budget-balance-as-%-of-GDP chart showing the 2022-24 surpluses swinging back to deficit, plus a Treasury/budget-paper quote. The 2019 Q25 / 2021 Q26 stimulus convention, unused since 2021 — the longest Section III absence of any Topic 4 policy. Five of six models make this their leading extended-response prediction; the sixth (opus) still rates it 0.30 as a stimulus question and predicts fiscal takes a full Section II block instead.
Marker-feedback lineage: 2019 Q25 (wrong budget era, stimulus restated), 2021 Q25 (judgement not sustained across objectives), 2022 Q21 (financing consequences underdeveloped)
A note on the numbers behind this call
The specific budget figures models quote (2022-23 surplus ~+$22bn, 2024-25 deficit ~-\$27bn) are NOT in the source pack — external-knowledge anchor (verify currency before publication). The chart SHAPE (surplus-to-deficit reversal) is the prediction; the numbers are world knowledge.
Pending human verification
This panel cites real legislation, cases or statistics from model knowledge rather than the NESA evidence pack. We're checking each is current and correctly named before treating it as fact.
In the practice paper: Q25
All six models call the return of the mandated Topic 1 case study — examined 2019, 2021, 2022, 2024 (Section II part with a printed 'Name of economy' line) and 2023 (Section IV essay), then absent in 2025 for the first time in the window: the clearest coverage gap in the pack. The panel splits on realisation: fable, opus and gpt-5.6-sol predict the 4-6 mark Section II part; grok, gemini and deepseek predict a full Section IV essay evaluating globalisation/development strategies in a named economy. Either way the marked skill is DEVELOPMENT evidence (HDI, life expectancy, literacy, poverty rates), not GDP growth.
Marker-feedback lineage: 2019 Q22(c), 2021 Q21(c), 2023 Q27, 2024 Q24(c) — growth/development conflation flagged in every one
In the practice paper: Q27
The panel's highest-probability single item: derive MPC/MPS from a two-year income-consumption or income-savings table, form k = 1/(1-MPC), apply it to a stated injection change and report the new equilibrium income. An annual fixture in all seven papers 2019-2025. Distractor logic consistently predicted: MPS used as MPC, the change in income returned instead of the level, k applied to the wrong base, multiplier omitted entirely.
Marker-feedback lineage: 2019 Q15, 2022 Q17, 2023 Q18, 2025 Q7 lineage; persistent calculation weaknesses flagged 2019-2022
In the practice paper: Q6
A balance of payments table under a floating exchange rate with one entry blank (financial account, exports, or a net income line), solved with the identity CA + KAFA = 0 — the annual Section I fixture (2021 Q18, 2022 Q11, 2024 Q12, 2025 Q13). Distractors encode the right magnitude with the wrong sign, the capital account omitted from the identity, or only the goods lines summed. Gemini and deepseek realise the same skill as a Section II current-account calculation opener.
Marker-feedback lineage: 2025 Q25 feedback (inverse CA/KAFA relationship not understood); 2023 Q22 same gap
Unemployment and/or participation rate from a table of working-age population, employed and unemployed persons — often back-solving for part-time employment or the participation rate (2019 Q14, 2021 Q17, 2024 Q6). The dominant predicted distractor: dividing by working-age population instead of the labour force, and treating a discouraged worker (hidden unemployment) as officially unemployed. Deepseek rests unemployment but still predicts this calculation survives as MC.
Marker-feedback lineage: 2020 Q22(a) and 2025 Q23(b): participation and unemployment rates conflated; hidden unemployment misclassified
In the practice paper: Q9
The late-Section-I closer: two chained MC items sharing one domestic demand/supply diagram with a world price — compute government revenue after a tariff change, then the change in FOREIGN producers' revenue (valued at the world price, not the tariff-inclusive price) or the per-unit subsidy that eliminates imports. The 2019 Q19-20 / 2022 Q19-20 / 2025 Q17-18 lineage, always among the hardest MC items. Distractors multiply the tariff by total consumption, use pre-change quantities, or read producer revenue at domestic output. Gemini is the dissenter, resting protection to at most one MC after the 2025 Q28 essay.
Marker-feedback lineage: 2024 Q21(a): could not 'accurately interpret the diagram and calculate the economic implications of protection'; 2022/2025 final-MC placement
In the practice paper: Q19
Classify a two-year budget-outcome change as expansionary or contractionary, separating discretionary (structural) change from automatic-stabiliser (cyclical) movement — the recurring trap being that a SHRINKING deficit is contractionary even while the budget stays in deficit (2019 Q16, 2021 Q4/Q5, 2023 Q8, 2025 Q11). Four models also predict a Section II escalation: given budget data with an unemployment change, identify the cyclical component and explain a consequence of deficit financing (crowding out via bond sales). Gemini and deepseek make the never-directly-examined structural/cyclical calculation a bold call.
Marker-feedback lineage: 2022 Q21(b)-(c): one financing method/factor given where the stem used plurals; 2024 feedback: cyclical/structural confusion
A table or scenario where headline and underlying inflation diverge: pick the row assigning a volatile one-off (cyclone hitting fruit supply, fuel excise change, oil shock) to headline and a persistent driver (broad wage pressure, minimum wage rise) to underlying — the 2020 Q15 / 2024 Q16 / 2025 Q14 design. Distractors swap the assignments or treat a falling inflation rate as deflation (disinflation confusion, flagged 2021). Deepseek escalates it to a Section II part explaining the divergence off a weighted CPI table.
Marker-feedback lineage: 2021 Q23(b): low inflation within the band confused with deflation; 2024 Q16 / 2025 Q14 lineage
In the practice paper: Q8
The marking centre's most repeated BOP complaint turned into a Section II discriminator: explain the causal chain from a capital and financial account surplus (foreign investment/borrowing credits) to servicing costs that appear as net primary income debits in later periods — off a compact BOP table, demanding cause and effect rather than a restatement of the accounting identity. Flagged as not understood in 2023 Q22(b) and again at essay length in 2025 Q25.
Marker-feedback lineage: 2023 Q22(b) (cause and effect, not description), 2025 Q25 (only the CA side understood)
In the practice paper: Q22
All six models predict the supply-side chain discriminator: a NAMED microeconomic or labour-market reform (competition policy, deregulated product market, skills/training program, enterprise bargaining) traced through efficiency type → productivity → unit labour costs → aggregate supply → cost inflation or structural unemployment. Fable hangs it on Australia's stalled productivity (GDP-per-hour flatline) as the 2026 contemporary hook; grok and gemini/deepseek escalate to a 20-mark (SIII micro-reform-on-employment-and-inflation reprising 2019 Q26, or an SIV efficiency essay). The chain, not the policy description, is what scores.
Marker-feedback lineage: 2020 Q24(b) (no product market identified), 2023 Q24(c) (macro/micro confusion), 2024 Q22(c) (more than one labour policy required), 2025 Q23(d) (NAIRU vs cyclical policies)
A note on the numbers behind this call
Fable's GDP-per-hour-worked flatline (~0-1% since 2016) and the 2025 productivity-roundtable framing are external-knowledge anchors (verify currency before publication); the 2024 Q25 productivity stimulus table is in the pack.
Pending human verification
This panel cites real legislation, cases or statistics from model knowledge rather than the NESA evidence pack. We're checking each is current and correctly named before treating it as fact.
In the practice paper: Q24
A Section II environment part demanding ONE named market-based policy (price-incentive mechanism: ETS/safeguard mechanism, container deposit, water trading, carbon/per-unit tax) explicitly contrasted with regulation — the single most repeated environment feedback item (2021, 2024). Four models attach the negative-externality diagram: draw or complete the social-cost curve, and/or the satellite MC identifying the corrective per-unit tax as the vertical gap between social and private cost at the socially optimal quantity (2023 Q14, 2025 Q20 — fable 0.55, opus 0.40, gpt-5.6-sol 0.58, grok 0.50). Grok and deepseek make it a full 10-mark SII with limitations of achieving ESD.
Marker-feedback lineage: 2021 Q22(b) and 2024 Q23(c) (market-based confused with regulation); 2023 Q14 / 2025 Q20 (wrong vertical gap)
A note on the numbers behind this call
Named Australian schemes beyond the pack (safeguard mechanism, container-deposit/Return and Earn appears once, EV incentives) are external-knowledge anchors (verify currency before publication).
Pending human verification
This panel cites real legislation, cases or statistics from model knowledge rather than the NESA evidence pack. We're checking each is current and correctly named before treating it as fact.
In the practice paper: Q23
Four models converge on external stability as the overdue big-mark T3 issue — last anchoring an extended response in 2020 Q25 (2025's SIII was BOP composition, a T2 question, not the sustainability issue): a stimulus essay off CAD and net-foreign-debt-as-%-of-GDP series (grok, gemini, deepseek SIII; gpt-5.6-sol SIV without stimulus), demanding the savings-investment gap, valuation effects, NPY servicing, and a cyclical-vs-structural judgement. Gemini and deepseek both push the Pitchford 'consenting adults' thesis as the top-band discriminator. Pairs naturally with eco-q1 as the second Section III option.
Marker-feedback lineage: 2020 Q25 (causes explained instead of impacts), 2019-2022 (shallow external-stability components)
In the practice paper: Q26
TWI vs bilateral rate divergence (AUD up against USD, down on the TWI) — five models, formats too scattered to cluster: fable SII 0.40, opus MC-weights-table 0.45, grok SII 3-marker 0.48, gemini SII 0.60, deepseek MC 0.55. The renminbi ~31% / yen 13% / euro 9% weights table IS in the pack (past MC) — corpus-grounded
Net foreign liabilities calculation MC — NFL = net debt + net equity, % of GDP, judgement second leg (fable 0.60, opus 0.60, gpt-5.6-sol 0.55, grok 0.65); biennial rhythm due again 2026
International organisation role MC as the Section I opener — IMF vs World Bank vs WTO mandate swap (fable 0.75, opus 0.80, gpt-5.6-sol 0.57, grok 0.75)
CPI/real-GDP-growth deflation calculation (fable MC 0.85, opus MC 0.70, gpt-5.6-sol SII 0.48, deepseek SII per-capita variant 0.65) — annual fixture, format uncertain
Monetary policy Section III option — fable's minority call (35% chance): cash-rate round-trip chart 0.10% → 4.35% → ~3.60% evaluated across BOTH phases. The rate path is an external-knowledge anchor (verify currency before publication) — none of these figures are in the pack. Panel majority rests monetary after 2025 Q24 (grok/gemini/deepseek MC-only)
Inflation stakeholder essay — individuals/firms/government frame applied to inflation, the unused T3 fit for the 2022/2024/2025 SIV craft (grok 0.52; fable and opus predict the frame in question_type_trends)
1-mark sketch/graph-completion returns after vanishing in 2024-25 (opus bold 0.35 — Lorenz/social-cost/subsidy shift; grok subsidy-to-zero-imports sketch 0.35; gemini graph-modification trend; deepseek externality part (a))
2025 US tariff escalation as a contemporary Section II hook on Australia's trade flows (fable SII 0.45 + bold 0.35, opus partner-protection part 0.40) — external-knowledge anchor (verify currency before publication): the pack ends at the 2025 paper and does not contain the tariff round
RBA ample-reserves system / interest-rate corridor implementation MC (opus bold 0.25, deepseek corridor-diagram 0.55, gemini transmission 0.70) — 'Ample Reserves system (2025)' is in the pack's 2025 marking guidelines
Panel's rested calls: distribution is the unanimous rest (5/6 rested votes; 2025 SIII Q26 essay + 2023 Q23 — expect at most a Gini/Lorenz MC); the protection ESSAY rests after 2025 Q28 (topic contested overall, stddev 0.27: gemini/deepseek rest it entirely, fable/opus/grok keep the MC pair); monetary and unemployment keep MC but lose their 10-mark blocks after 2025 Q24/Q23
How likely each topic is to appear this year.
Chance of a big question (4+ marks) here: 78%
Question types predicted here stimulus based ×5 short answer ×5 multiple choice ×3 essay ×1 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 72%
Question types predicted here essay ×4 short answer ×4 multiple choice ×4 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 67%
Question types predicted here multiple choice ×6 short answer ×5 essay ×1 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 58%
Question types predicted here multiple choice ×8 short answer ×3 stimulus based ×1
What each model expects
Chance of a big question (4+ marks) here: 66%
Question types predicted here short answer ×5 essay ×3 multiple choice ×3 stimulus based ×1 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 49%
Question types predicted here short answer ×6 multiple choice ×6
What each model expects
Chance of a big question (4+ marks) here: 62%
Question types predicted here short answer ×5 multiple choice ×5 stimulus based ×2 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 44%
Question types predicted here multiple choice ×6 short answer ×4 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 64%
Question types predicted here multiple choice ×4 stimulus based ×3 essay ×1 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 42%
Question types predicted here multiple choice ×8 short answer ×3 stimulus based ×1
What each model expects
Chance of a big question (4+ marks) here: 44%
Question types predicted here multiple choice ×6 short answer ×3 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 37%
Question types predicted here short answer ×5 multiple choice ×5 extended response ×1
What each model expects
Chance of a big question (4+ marks) here: 40%
Question types predicted here short answer ×1
What each model expects
How likely each topic is to appear. Open a topic for the question types to practise there.
100 marks · 28 questions
Every question is traceable to the consensus prediction behind it — open the web version and each question carries a “why this question” link into the evidence. All questions are original Intuition compositions in NESA style.
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Published Aug 2026, before the exams. In November 2026 we score these predictions publicly against the real paper — per-model calibration and question-level hit rates, the same harness as the 2025 backtest. How we did it.