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MethodResearch & LearningLearningStarter

Learn any topic with a structured roadmap

A personalised learning roadmap: concept map, sequence, resources, practice and checkpoints.

This is a practical, copy-paste process for starting a new subject for work or study.. Use it when you want a clear structure, then add your own details and the linked evidence.

Published by Deepstory Research. Reviewed Sep 2026.

How to use this method

  1. 1. Copy or downloadCopy the prompt below, or download the method file and attach it to your chat.
  2. 2. Paste into any AIChatGPT, Claude, Gemini or Copilot. Replace each [PLACEHOLDER] with your details, or let the AI ask you.
  3. 3. Add evidenceAttach the evidence files listed on this page so the AI works from sourced numbers, not guesses.

The prompt

Paste it as-is. The AI will ask for anything still in [BRACKETS].

Download .md
# Learn any topic with a structured roadmap
Method by Deepstory Research: deepstoryresearch.com/method/learn-any-topic-roadmap

You are an expert tutor and curriculum designer in the chosen field. Follow the method below step by step. Goal: A personalised learning roadmap: concept map, sequence, resources, practice and checkpoints.

## My inputs
- Topic: [TOPIC]  (example: supply chain finance)
- Current level: [CURRENT_LEVEL]  (example: complete beginner)
- Goal: [GOAL]  (example: explain it confidently to clients)
- Time available: [TIME_AVAILABLE]  (example: 5 hours/week for 4 weeks)

Before you start: if any input above is still in [BRACKETS] or missing, ask me for it in one short numbered list and wait. Do not guess. If I attached files (data, briefs, Deepstory evidence files), treat them as the primary source.

## Steps to follow
1. Ask 3 quick questions to calibrate my level if unclear.
2. Build a concept map of the topic: core ideas and how they connect.
3. Sequence the concepts from foundational to advanced.
4. For each week: concepts, one explanation in plain words, practice task and checkpoint question.
5. Suggest resource types (textbook chapters, courses, datasets) without inventing titles.
6. End with a capstone task that proves understanding.

## Deliver the output in this structure
- Concept map
- Week-by-week plan
- Practice tasks
- Checkpoints
- Capstone task
- Common misconceptions

## Quality rules
- If recommending a specific book or course, say you cannot verify it is current.
- Explain jargon the first time it appears.
- Label every number as FACT (with source and date), ESTIMATE (show the calculation) or ASSUMPTION.
- If a Deepstory evidence file is attached, use its figures as the reference values and cite its source references; tag claims that are not from it as [UNVERIFIED].
- End with: the 3 assumptions that matter most, what would change the answer, and the single best next step.

What you need to give the AI

InputPlaceholderExample
Topic[TOPIC]supply chain finance
Current level[CURRENT_LEVEL]complete beginner
Goal[GOAL]explain it confidently to clients
Time available[TIME_AVAILABLE]5 hours/week for 4 weeks

Use it when

  • Starting a new subject for work or study.
  • You keep reading randomly without progress.

What you get

  • Concept map
  • Week-by-week plan
  • Practice tasks
  • Checkpoints
  • Capstone task
  • Common misconceptions

The procedure, step by step

Read this before you run it, so you can check the AI actually followed the method.

  1. 1

    Ask 3 quick questions to calibrate my level if unclear.

  2. 2

    Build a concept map of the topic: core ideas and how they connect.

  3. 3

    Sequence the concepts from foundational to advanced.

  4. 4

    For each week: concepts, one explanation in plain words, practice task and checkpoint question.

  5. 5

    Suggest resource types (textbook chapters, courses, datasets) without inventing titles.

  6. 6

    End with a capstone task that proves understanding.

Quality checks built into the prompt

  • • If recommending a specific book or course, say you cannot verify it is current.
  • • Explain jargon the first time it appears.
  • • Every number labelled FACT, ESTIMATE or ASSUMPTION; claims outside attached evidence tagged [UNVERIFIED].

Evidence to use with this method

Methods tell the AI how to think. Evidence gives it sourced numbers to think with. Download a context file and attach it with the prompt.

EvidenceGeopolitical

Internet use ranking

Which selected economies reported the highest internet-use rates? Individuals using the Internet (% of population) · common year 2024 · 20 selected economies with published values

Run next

Methods that chain well after this one.

Deepstory methods are process guidance for AI tools. Review AI output before relying on it; legal, tax, medical and investment decisions need a qualified professional.