Subject playbook

AI for HSIE Teachers

Use AI to plan History and Geography faster — while treating every AI-supplied source, date and statistic as unverified until you've checked it against a real reference.

Modules

Each module: clear learning outcomes → short, HSIE-specific input → a hands-on activity using the Lessio generator → interactive knowledge checks. Assumes the flagship 'Teaching with AI'; mapped to the Australian Professional Standards for Teachers, with the verify-every-source and cultural-safety disciplines running throughout.

Click a module to read it.

1. 1

   Where AI actually helps in HSIE — and where it fabricates

   The high-value HSIE use cases (source scaffolds, extended-response structures, differentiated case studies, inquiry questions, fieldwork support) — and the failure that defines this subject: confident, fictional sources, dates and statistics.~45 min

   By the end of this module you'll be able to:

   • Identify the HSIE tasks where AI genuinely saves time, and the tasks where it must stay out.
   • Recognise AI's defining HSIE failure — fabricated primary/secondary sources, quotations, dates and statistics stated with total confidence.
   • Apply a 'verify before use' stance to every AI-supplied fact and source in History and Geography.

   Standards2.1 Content and teaching strategies of the teaching area2.6 Information and Communication Technology (ICT)7.1 Meet professional ethics and responsibilities

   Start here: this playbook assumes the flagship

   You've done Teaching with AI — so you already hold the ethics, the three-layer policy stack (national / NSW DoE / NESA), the student-data hard line (no identifying information in a general tool; describe a cohort, never a child), and RICE prompting. We won't re-teach those. This module goes straight to the HSIE craft.

   Where AI genuinely helps an HSIE teacher

   Much of the HSIE workload is structured drafting — and that is exactly what AI accelerates. High-value, defensible uses:

   • Source-analysis scaffolds — frames that walk students through origin, purpose, perspective, reliability for a source you have chosen and verified.
   • Extended-response and essay scaffolds — structure for an argument: a thesis frame, paragraph skeletons (point–evidence–explanation–link), counter-perspective prompts, sentence starters for analytical writing.
   • Differentiated case studies — enable/extend versions of a Business, Legal, Economics or Geography case for a mixed-ability class.
   • Historical and geographical scenarios / stimulus — hypothetical scenarios, decision-points, role frames and discussion stimulus to drive inquiry (clearly fictional and labelled as such).
   • Comprehension and inquiry questions — graduated question sets on a source or topic, from recall to evaluation.
   • Fieldwork planning support (Geography) — risk-assessment prompts, data-collection method options, primary/secondary data ideas, structured write-up frames.
   • Structuring historiography and perspectives — organising competing interpretations you supply into a comparison frame.

   Notice the pattern: AI is strongest at structure, scaffolding and variety — and weakest at content truth. Lean into the first; never trust it for the second.

   The failure that defines HSIE: confident fabrication

   A general AI model is a next-word predictor (flagship, Module 1). Asked for a historical fact or a source, it produces the most plausible-sounding answer — and plausible is not true. In HSIE this is not a minor risk; it is the risk:

   Ask a general model for "a primary source on living conditions in the Industrial Revolution" and it will often hand you a named, dated, quotable source that never existed — a fictional factory inspector's report, an invented diary entry, a misattributed quotation — formatted exactly like a real one.

   It also:

   • Invents dates, events, casualty figures and statistics — and states them with total confidence.
   • Flattens perspective and bias — collapsing contested interpretations into one bland "neutral" account, or quietly importing the dominant viewpoint of its training data.
   • Gets current geographical data wrong — populations, land-use figures, climate and trade statistics drift out of date or are simply fabricated.
   • Misrepresents Aboriginal and Torres Strait Islander histories and Cultures — generalising, inventing "Dreaming stories", or presenting cultural knowledge it has no right to generate. (Full treatment in Module 2 — this is an Indigenous Cultural and Intellectual Property (ICIP) matter, not a styling choice.)

   The HSIE rule that overrides everything

   No AI-supplied source, quotation, date or statistic is real until you have verified it against a genuine reference.

   This is the discipline that makes AI safe in our subject. AI may help you structure source work, frame an essay, vary a case study — but the sources themselves, and every fact in them, come from real references you control: your textbook, NESA-referenced collections, the National Archives, AWM, ABS, Bureau of Meteorology, peer-reviewed history. If you can't point to where a "source" actually comes from, it doesn't go in front of a student.

   Where Lessio is different

   A general chatbot writes History and Geography from general text about History and Geography. Lessio grounds its programs, resources and assessments in the verbatim NESA History and Geography syllabus and the DoE program template — so a Stage 5 Changing places unit or a Stage 4 Ancient Egypt depth study comes back aligned to the real outcomes (e.g. GE5-DFC-01, HI4-SPE-01), not invented ones. That removes one whole class of error — syllabus fabrication. It does not remove your duty to verify the historical and geographical content and every source: that stays yours, whatever the tool.

   Activity — generate a scaffold, then hunt the fabrication (12 min)

   In Lessio, generate a source-analysis scaffold (origin–purpose–perspective–reliability) for a topic you teach — say Stage 5 Australia at war (WWII). Then, in a general tool (NSWEduChat), ask it to "give me a primary source for this topic with a quotation". Try to verify that source against a real reference (your textbook, the AWM, the National Archives). Write down: (1) what the scaffold saved you, and (2) whether the general tool's "source" survived verification — and how confidently it was presented either way.

   Knowledge check

   1Name three HSIE tasks where AI genuinely earns its place.

   Show answer

   2Why is AI's confident output especially dangerous in History and Geography specifically?

   Show answer

   3An AI hands you a named, dated, quotable primary source for your Industrial Revolution lesson. What's your move?

   Show answer

   Mark this module complete
2. 2

   Prompt craft for HSIE — grounding, pitfalls & a subject prompt library

   Anchoring prompts to NSW History/Geography outcomes and the inquiry processes; the HSIE-specific pitfalls to defend against (fabrication, flattened perspective, ICIP); and a ready subject prompt library.~50 min

   By the end of this module you'll be able to:

   • Ground an HSIE prompt in the real NSW History/Geography outcomes and the inquiry processes — and build in a self-check that surfaces fabrication.
   • Defend against HSIE's specific prompt pitfalls: fabricated sources/data, flattened perspective, and the misuse of Aboriginal and Torres Strait Islander cultural content.
   • Use the HSIE prompt library to produce a usable draft, then verify and own it.

   Standards2.1 Content and teaching strategies of the teaching area2.4 Understand and respect Aboriginal and Torres Strait Islander people to promote reconciliation2.6 Information and Communication Technology (ICT)

   RICE, tuned for HSIE

   You know RICE (Role · Intent · Constraints · Examples) from the flagship. In HSIE the highest-leverage moves are what you anchor to and what self-check you demand:

   • R — Role & context. "You are an experienced NSW Stage 5 History teacher planning for a mixed-ability Year 10 class with six EAL/D learners."
   • I — Intent, anchored to the outcome AND the inquiry process. Name the focus area and outcome, and the discipline process. "Draft a source-analysis scaffold for the WWII depth study, targeting HI5-SOU-01 (value and limitations of sources) and the historical inquiry process — analysing, using and evaluating sources."
   • C — Constraints & format. Reading level, structure, what to include/avoid — and the HSIE non-negotiable. "As a table. Plain English, Australian spelling. Do NOT supply or invent any sources, quotations, dates or statistics — leave a [TEACHER INSERTS VERIFIED SOURCE] placeholder; I provide the sources."
   • E — Examples & evaluation. Show your house style, and force a self-audit. "Match this sample scaffold I'll paste. At the end, list every factual claim, date or name you included so I can verify each against a reference."

   That one constraint — "don't supply sources; leave a placeholder; I provide verified sources" — converts AI from a fabrication risk into a safe scaffolding engine. Use it relentlessly.

   Ground to the real NSW structure

   HSIE has a precise architecture — anchor to it and your drafts come back disciplined:

   Strand	Process	Stage 4 (examples)	Stage 5 (examples)
   History 7–10	historical inquiry process + depth studies	the ancient past (Egypt, Greece, Rome, China, India); the medieval world (c.500–c.1600); the era of colonisation	Australia at war (WWI, WWII); the modern world; human rights and freedoms; the Industrial Revolution; the movement of peoples
   Geography 7–10	geographical inquiry process + mandatory fieldwork each stage	Landscapes and landforms; Liveability of places; Water in the world; Interconnections and trade	Biomes and sustainable agriculture; Changing places; Environmental change and management; Human wellbeing

   NESA mandate: History and Geography are taught separately, with equal time — 200 hours each across Years 7–10. Don't let an AI blur them into a generic "humanities" unit; keep the disciplines distinct.

   Real outcome codes you can anchor to (verify against the current syllabus): History — HI4-CON-01, HI4-SOU-01, HI4-SPE-01, HI5-SOU-01, HI5-IEP-01, HI5-COM-01; Geography — GE4-DFC-01, GE4-PER-01, GE4-TAP-01, GE5-PRI-01, GE5-MAN-01, GE5-APC-01. (In Lessio you select the real focus area and outcomes and it grounds the draft for you — no code-guessing.)

   The HSIE pitfalls — and the prompt defence for each

   1. Fabricated sources, quotations, dates and statistics. Defence: never let AI supply them. Prompt "do not invent sources or facts; use placeholders; I provide verified material", and always demand the self-audit list.

   2. Flattened perspective and bias. AI defaults to a single bland account and can import the dominant viewpoint. Defence: prompt explicitly for range — "frame this so students examine at least two contrasting perspectives; do not resolve them for the student" — then judge whether the framing is fair (this is contestability, core to historical thinking).

   3. Out-of-date or invented geographical data. Defence: never trust AI for current figures (population, land use, climate, trade). Prompt it to leave data placeholders and source the numbers yourself from the ABS, Bureau of Meteorology, or the relevant agency.

   4. Misrepresenting Aboriginal and Torres Strait Islander histories and Cultures — an ICIP matter. This is the one to get unambiguously right. General AI will cheerfully generate "Dreaming stories", invent cultural protocols, or generalise diverse Nations into one. Defence: do not have AI generate Aboriginal or Torres Strait Islander cultural content at all. Use authentic, community-endorsed sources — local AECG guidance, community-produced materials, NESA-referenced resources — and respect Indigenous Cultural and Intellectual Property. AI may help you structure a lesson around sources you have sourced appropriately; it must never be the source of the cultural knowledge. This directly serves reconciliation and the Aboriginal and Torres Strait Islander cross-curriculum priority.

   Reframe: prompting is briefing

   As in the flagship — RICE is just briefing clearly, the thing HSIE teachers already do when setting an inquiry. The HSIE-specific additions are simply: anchor to the inquiry process, demand a fact-audit, and forbid AI-sourced content and cultural knowledge.

   A take-away you can use this week

   The HSIE prompt library (below the modules) gives you ready, RICE-shaped, de-identified prompts — a source-analysis scaffold, an extended-response scaffold, differentiated case studies, an inquiry-question set, a fieldwork plan, comprehension questions — each ending with "verify all facts, dates and sources against a real reference." Copy one, swap in your details, verify, go.

   Activity — build and harden an HSIE prompt (15 min)

   Take a task you'd hand to AI this week (a source scaffold, an essay frame, a case study). Write your instinctive one-liner, then rebuild it with RICE — anchor it to a real History/Geography outcome and inquiry process, add the "no AI-supplied sources/facts; use placeholders; list every claim for me to verify" constraint, and (if relevant) the ICIP guard. Run it in NSWEduChat, then generate the same artefact in Lessio and compare how much syllabus-anchoring is already handled. Keep the better draft — and the verification list it produced.

   Knowledge check

   1What single prompt constraint turns a general AI from a fabrication risk into a safe HSIE scaffolding tool?

   Show answer

   2How should you prompt AI in relation to Aboriginal and Torres Strait Islander histories and Cultures?

   Show answer

   3NESA requires History and Geography to be taught how, across Years 7–10?

   Show answer

   Mark this module complete
3. 3

   Planning HSIE with Lessio — scope, programs and resources

   Generating NSW-grounded scope & sequences, depth-study and focus-area programs, and resources for History and Geography — connected, syllabus-accurate, and teacher-verified.~45 min

   By the end of this module you'll be able to:

   • Generate a connected, NSW-grounded scope & sequence, program and resource set for a History or Geography focus area.
   • Apply an HSIE 'review-before-use' discipline — outcome codes, mandatory fieldwork/coverage, sequence, factual accuracy, sources and cultural safety.
   • Keep History and Geography distinct and equally weighted, with each discipline's inquiry process intact.

   Standards2.2 Content selection and organisation2.3 Curriculum, assessment and reporting3.4 Select and use resources

   Plan it connected — the HSIE chain

   Good HSIE planning is a chain pointing at the same outcomes:

   Scope & sequence (the year — History and Geography on their own 200-hour tracks) → Program / unit (a depth study or focus area) → Resources (source booklets, scaffolds, case studies, fieldwork materials) → Assessment (the measure — Module 4). Generating these as one coherent set is exactly the faculty job Lessio is built for.

   Why Lessio fits HSIE planning

   A general chatbot writes a History or Geography program from general text. Lessio drafts to the NSW DoE program template and grounds every draft in the verbatim NESA History and Geography syllabus for the focus area you pick — so the outcomes list, content and structure come back real, not invented. What Lessio can generate for you, NSW-grounded:

   • A **Stage 5 Changing places Geography unit — built on GE5-DFC-01 / GE5-PRI-01 / GE5-PER-01, with the geographical inquiry process and a fieldwork** component scaffolded in.
   • A Stage 4 depth-study program — e.g. Ancient Egypt (HI4-SPE-01, HI4-SOU-01, HI4-COM-01) or the era of colonisation, with the historical inquiry process threaded through.
   • Resources — source-analysis booklets (with your verified sources slotted into placeholders), differentiated case studies, inquiry-question sets, comprehension tasks.
   • A scope & sequence that keeps History and Geography on separate, equal 200-hour tracks — not merged.

   Still a strong draft, not a final document: you set the local context, the choice of sources, the pacing, and the emphasis. The DoE template Lessio follows is the five-column teaching-and-learning sequence — Outcomes & content · Activities · Evidence of learning · Differentiation & adjustments · Registration & evaluation — wrapped around an outcomes list, a needs analysis under the UDL headings, and a reflection block.

   Review-before-use — the HSIE edition

   Before any draft becomes a real document, check — and these are the HSIE-weighted checks:

   1. Codes — every outcome code matches the current History/Geography syllabus and the correct focus area (e.g. a Changing places unit cites GE5 outcomes, not Stage 4 ones).
   2. Mandatory coverage — Geography fieldwork is present for the stage; History includes the required depth studies and core contexts; hours are respected and the two subjects kept separate and equal.
   3. Inquiry process — the historical or geographical inquiry process is actually built into the sequence, not just named.
   4. Sources & facts — every source, quotation, date and statistic in any generated resource is verified against a real reference; data placeholders are filled from authoritative agencies (ABS, BoM, etc.). No AI-supplied source survives unverified.
   5. Cultural safety & inclusion — Aboriginal and Torres Strait Islander content comes from authentic, community-endorsed sources (never AI-fabricated); perspectives are fair and contestable; examples are inclusive.

   If you couldn't defend it in a registration audit and show where every source came from, it isn't ready.

   Keep the disciplines honest

   The biggest HSIE-specific planning slip an AI invites is collapsing History and Geography into one generic unit, or naming an inquiry process without building it in. Hold the line: two disciplines, two inquiry processes, equal time, fieldwork in Geography, depth studies in History.

   Activity — generate, then verify a focus-area program (15 min)

   In Lessio, generate a program / unit for a History depth study or a Geography focus area you teach next term — say Stage 5 Changing places or a Stage 4 depth study. Then: (1) verify two outcome codes against the current NESA syllabus; (2) confirm the inquiry process and any mandatory fieldwork are genuinely built in; and (3) replace one generic source placeholder with a source you have verified from a real reference. Your edits — especially the verified source — are the visible proof of your professional judgement.

   Knowledge check

   1Name three checks in the HSIE 'review-before-use' discipline.

   Show answer

   2What's the HSIE-specific planning slip an AI most invites, and how do you guard against it?

   Show answer

   3Lessio generates a Stage 5 'Changing places' unit. What removes one class of error automatically, and what stays your job?

   Show answer

   Mark this module complete
4. 4

   Assessment, feedback & integrity in HSIE

   AI for source-based assessment, extended responses and fieldwork tasks — with marking guidelines; consistent feedback on analytical writing; and assuring authorship the way NESA expects.~45 min

   By the end of this module you'll be able to:

   • Use AI to draft valid HSIE assessments — source analysis, extended responses, fieldwork tasks — with marking guidelines, then verify every source and align to outcomes.
   • Generate consistent, specific feedback frames on analytical and extended writing without inventing content.
   • Assure authorship in HSIE the way NESA expects — by task design and process, not 'AI detectors'.

   Standards2.3 Curriculum, assessment and reporting5.1 Assess student learning5.2 Provide feedback to students on their learning

   Assessment in HSIE — AI drafts the structure, you guarantee the substance

   HSIE assessment is largely source-based tasks, extended responses, and fieldwork. AI can draft the structure of all three fast — but in HSIE the substance is sources and facts, so the verification duty is heaviest here. (Schools decide task-by-task whether AI is permitted for students; that policy stack is the flagship's domain. This module is about you using AI to build and mark assessment.)

   What AI can draft well — and what you must guarantee:

   Task type	AI drafts	You must guarantee
   Source-analysis task	the question structure, the origin–purpose–perspective–reliability prompts, the marking guideline bands	every source is real and verified; sources match the outcome (e.g. HI5-SOU-01 — value and limitations)
   Extended response / essay	the question, a scaffold, and a marking guideline / rubric aligned to the outcome	the question is answerable from taught content; bands describe genuine analytical quality, not filler
   Fieldwork task (Geography)	the structure, data-collection method options, a write-up frame, a marking guideline	it meets the mandatory fieldwork requirement; the method is feasible and safe; data is students' own primary data

   Validity and the verified source go together. An assessment is only valid if it measures the outcome — and a source-based task built on a fabricated source measures nothing real and teaches false history. Verify every source before the task is printed.

   A source-based assessment with marking guidelines — in Lessio

   Lessio can generate a source-based assessment for a focus area you teach — aligned to the real outcomes, with marking guidelines in the NESA band style — then you slot in your verified sources and adjust the bands. That's a defensible draft in minutes, with your judgement on the part that matters: the sources and the standard.

   Feedback on analytical writing — frames from AI, judgement from you

   Extended-response feedback is time-consuming and easy to make inconsistent. AI is good at structuring it against your criteria — one strength, one priority, one next step — fast and uniformly across a set. The HSIE guardrails:

   • De-identify the response (flagship rule) — or use your school's approved, secured environment.
   • Forbid invention — "do not quote or attribute anything not present in the student's response; do not add historical facts" — so the feedback can't import fabricated content.
   • Keep it disciplinary — feedback should push analysis, use of evidence, perspective and argument, not just SPaG.

   Integrity — assure authorship by design, not detection

   NESA's expectation (flagship, in depth): schools decide if AI is permitted per task, and you uphold HSC/RoSA integrity by monitoring authorship over time, not by trusting unreliable "AI detectors". HSIE tasks are well suited to this — build process visibility in:

   • In-class source analyses and timed extended responses anchor the work to the room.
   • Fieldwork using students' own collected primary data is inherently hard to fabricate — lean on it.
   • Drafts, annotated source booklets and planning reviewed at checkpoints, plus a short viva / questioning on their argument, make authorship demonstrable.
   • Source-handling questions ("where did this source come from? how reliable is it?") double as integrity checks and assessment of the outcome.

   What stays human

   The contentious mark on a nuanced extended response. The judgement that a source set is fair and balanced. The decision that a fieldwork adjustment still meets the outcome. AI frames; you decide.

   Activity — build a source-based task, then verify and align (15 min)

   In Lessio, generate a source-based assessment with marking guidelines for a focus area you teach (History depth study or Geography focus area). Then: (1) replace any generic stimulus with sources you have verified against real references; (2) check the marking guideline bands describe real analytical quality and align to the outcome; and (3) name one way the task makes authorship visible. Note the one place your professional judgement overrode the AI draft.

   Knowledge check

   1Why does validity in a source-based HSIE assessment depend on source verification?

   Show answer

   2Rather than 'AI detectors', how do you assure authorship on an HSIE extended response or fieldwork task?

   Show answer

   3What must you forbid when using AI to draft feedback on a student's extended response?

   Show answer

   Mark this module complete
5. 5

   Capstone — build, verify and critique a real HSIE resource

   Build a connected History or Geography unit + source-based assessment with Lessio, verify every source and code, critique it against the syllabus and professional standards, and log it as PD.~45 min

   By the end of this module you'll be able to:

   • Build a connected scope & sequence excerpt, program and source-based assessment for a History or Geography focus area with Lessio.
   • Verify every outcome code, source, date and statistic, and confirm cultural safety — making the artefact defensible.
   • Self-assess against the HSIE Ethical-Use Checklist, reflect, and record the hours as Standards-relevant PD.

   Standards2.1 Content and teaching strategies of the teaching area5.1 Assess student learning6.2 Engage in professional learning

   The task — a real, connected, defensible HSIE set

   Choose a focus area you'll teach next term — a History depth study (e.g. Stage 4 Ancient Egypt, Stage 5 Australia at war – WWII) or a Geography focus area (e.g. Stage 5 Changing places, Stage 4 Water in the world). Using Lessio, build and then critique:

   1. A scope & sequence excerpt locating the focus area in the stage (History and Geography on their separate, equal tracks).
   2. A program / unit for that focus area, with the inquiry process built in (and fieldwork if it's Geography).
   3. A source-based assessment with marking guidelines for the unit.

   Then make it yours — and make it true

   Improve each with your professional judgement and the HSIE disciplines:

   • Verify two outcome codes against the current NESA syllabus (correct focus area, correct stage).
   • Verify every source, quotation, date and statistic against a real reference — replace AI placeholders with your sourced material; fill any data placeholder from an authoritative agency.
   • Confirm cultural safety — any Aboriginal and Torres Strait Islander content is from authentic, community-endorsed sources, never AI-fabricated (ICIP respected).
   • Confirm validity and fairness — the assessment measures the outcome, bands describe real analysis, adjustments are reasonable (Disability Standards for Education 2005), and authorship is assured by design.
   • Keep the discipline honest — the inquiry process is genuinely built in; History and Geography are not merged.

   What good looks like

   A connected, syllabus-accurate, source-verified set you'd actually use — drafted by AI, unmistakably shaped and owned by you. In HSIE the headline evidence of your judgement is the verified sources and the fact-audit you ran: that is the difference between a real resource and a confident fabrication.

   Self-assessment — the HSIE Ethical-Use Checklist

   Run your capstone against all five checklist items on this page. Every box must be honestly tickable — especially "every AI-supplied source, quote, date and statistic verified against a real reference" and "Aboriginal & Torres Strait Islander content drawn from authentic sources, never AI-fabricated." If one isn't tickable, fix the artefact — that is the learning.

   Reflection — write a short response

   • What did AI genuinely save you time on, and what did you have to verify or fix?
   • Which AI-supplied source, fact or figure failed verification — and how would it have misled students?
   • Where did your professional judgement and disciplinary knowledge change the output?
   • One protocol you'll keep for using AI responsibly in HSIE from now on.

   Log it as professional learning

   This module is your assessment: a complete, source-verified, critiqued artefact plus your reflection — keep it as evidence of practice. Since NESA removed the Accredited/Elective PD distinction in 2024, Standards-relevant learning like this counts toward your 100 maintenance hours — record it in eTAMS against the Standards it addresses (especially 2 — including 2.1 and 2.4 — plus 4.5, 5, 6 and 7). Your faculty can run the whole playbook as part of its professional-learning plan or a staff development day.

   Knowledge check

   1In an HSIE capstone, what is the headline evidence of your professional judgement?

   Show answer

   2Which two HSIE Ethical-Use Checklist items are the non-negotiables for this subject?

   Show answer

   3How does completing this playbook count toward your NESA professional development?

   Show answer

   Mark this module complete

Take-away prompt library

Ready, RICE-shaped prompts for common NSW teaching jobs (Module 3). De-identified — copy one, swap in your details, and use it today.

You are a NSW Stage [4/5] History teacher. Build a source-analysis scaffold targeting [outcome, e.g. HI5-SOU-01 — value and limitations of sources] and the historical inquiry process. Structure it around origin, purpose, perspective and reliability, with graduated questions from identification to evaluation, sentence starters for EAL/D learners, and a short synthesis task. Do NOT supply or invent any source, quotation, date or statistic — leave a [TEACHER INSERTS VERIFIED SOURCE] placeholder; I provide the source. As a table, plain English, Australian spelling. List every factual claim you included so I can check it — and I will verify all facts, dates and sources against a real reference.

You are a NSW Stage [4/5] History teacher. For the question '[paste your question]' on [focus area], draft an extended-response scaffold: a thesis frame, three point–evidence–explanation–link paragraph skeletons, a counter-perspective prompt, and analytical sentence starters. Then draft a marking guideline in NESA band style (4–5 bands) aligned to [outcome, e.g. HI5-IEP-01]. Use [TEACHER INSERTS VERIFIED EVIDENCE] placeholders — do not invent quotations, dates or statistics. Plain English, Australian spelling. List anything I should double-check — I will verify all facts, dates and sources against a real reference.

You are a NSW [Commerce/Legal Studies/Economics/Geography] teacher planning for a mixed-ability class (de-identified: [stage/year, key needs]). From the case below, produce two versions targeting the SAME outcome: an 'enable' version with more scaffolding, a glossary and a worked analysis; and an 'extend' version with greater complexity and an open evaluative question. Keep the outcome constant. Do not alter or invent any figures, dates or facts in my case; flag anything you think is out of date so I can verify it against a current reference (e.g. ABS). Tell me what you changed in each version.

[paste your verified case]

You are a NSW Stage [4/5] [History/Geography] teacher. For [focus area, e.g. Stage 5 Changing places / Stage 4 the ancient past], write a set of inquiry questions structured around the [geographical/historical] inquiry process: 2 overarching key inquiry questions and 6–8 supporting questions graduated from describe to evaluate, anchored to [outcome code]. Keep at least one question that surfaces contrasting perspectives (contestability). Australian context, plain English. Do not embed any unverified facts, dates or statistics — I will verify all facts, dates and sources against a real reference.

You are a NSW Stage [4/5] Geography teacher planning mandatory fieldwork for [focus area, e.g. Liveability of places / Changing places]. Draft a fieldwork plan: the geographical question, 3–4 feasible primary data-collection methods (students collect their own data), secondary-data sources to triangulate, a risk-assessment prompt list, and a structured write-up frame aligned to [outcome, e.g. GE5-TAP-01]. Do not supply any site-specific statistics — leave [TEACHER/STUDENT INSERTS COLLECTED DATA] placeholders; current figures come from the ABS/Bureau of Meteorology or our own data. Plain English, Australian context. Flag anything I should verify against a real reference.

You are a NSW Stage [4/5] [History/Geography] teacher. Write eight comprehension questions on the source I will paste, graduated from literal recall to interpretation and evaluation, with an answer key and one question on the source's reliability/usefulness. Base every question ONLY on the pasted source — do not add external facts, dates, quotations or context of your own. Plain English, Australian spelling. Flag any question whose answer could be ambiguous — I will verify all facts, dates and sources against a real reference.

[paste your verified source]

Standards-relevant professional learning, mapped to the APST · content verified against national and NSW frameworks, June 2026 · self-log the hours in eTAMS.