Chapter 3 · Languages, Learning and Data
Learning and Study: Explanations, Practice, Flashcards and Study Plans
- Page 13 of 24
- 19 min read
A chat assistant can be a patient tutor that never gets tired of "why?" It can also be an answer machine that hands you a finished solution, after which you have learned nothing and feel confident anyway. Which one you get depends mostly on how you ask. A good study prompt states your level, asks for practice you must do yourself, and keeps the model to the notes you actually have.
This page gives you ten study moves: explanations at the right level, analogies with their limits, worked examples, hints, revision sheets, flashcards, quizzes, rubric feedback, realistic study plans, and the difference between teaching and answering. It builds on Summarising and Extracting: Summaries, Key Facts and Evidence (you will use "use only these notes" again) and on Core Patterns II: Decompose, Critique and Revise (feedback against criteria). The next page, Research and Source Checking: Citations, Claims and Verification, covers the harder question of when you can trust what the model says.
Honest limits: a model can explain something confidently and wrongly. Treat explanations, answer keys and marks as a draft to compare with your textbook, your teacher or your course materials. If you study for graded work, follow your school's or employer's rules about AI help.
What you will learn
- How to ask for an explanation at a stated skill level, and how to use an analogy while checking where it fails.
- How to ask for a worked example, a separate practice problem and hints before the full solution.
- How to turn your own notes into a revision sheet, flashcards and a quiz with an answer key, using only those notes.
- How to get feedback against a rubric, build a study plan that fits your real hours, and keep the model teaching instead of just answering.
The study moves at a glance
| Move | What you ask for | What to check |
|---|---|---|
| Explanation at a level | Your level, what you already know, the length | Does it use words you do not know? |
| Analogy and its limits | One analogy, then where it breaks | Is the limit real? Check a source. |
| Worked example and practice | A solved example, then a different problem without the answer | Can you solve the practice problem alone? |
| Hints first | A ladder of hints, full solution only on request | Did you try before asking for the next hint? |
| Revision sheet, flashcards, quiz | Output built only from your notes | Is every item in your notes? |
| Rubric feedback | Marks per criterion with quotes as evidence | Does the evidence really appear in the answer? |
| Study plan | Your real hours, a rest day, a buffer | Do the weekly hours add up? |
Explanations that fit you
Ask for an explanation at a specified skill level
"Explain it" has no level, so the model picks one: often a textbook level that is too hard, or a children's level that is too simple. State what you already know, what you do not, and how long the answer should be.
| Level you state | What it should change |
|---|---|
| "I know nothing about this." | Everyday words, one idea at a time, a small example. |
| "I know the basics and the common terms." | Uses the terms, skips the definitions, goes to why. |
| "I am preparing for an advanced exam." | Precise wording, edge cases, common exam traps. |
Lena in Berlin is revising statistics. She does not know what a "median" is, but she knows the average.
Weak prompt:
Explain the median.Better prompt:
Explain the median to me. I know how to calculate an average (mean), but I have not met
the median before. Use plain words and no formulas.
Give one small example with five numbers. Keep it under 120 words.
End with one sentence saying when the median is more useful than the mean.The better prompt states what Lena knows (the mean), what is new (the median), the style (plain words), the length and one extra goal. Compare with the weak prompt: that one returns whatever level the model guesses.
Example reply (illustrative; yours will differ):
The median is the middle value when you put the numbers in order.
Example: delivery times in minutes, 12, 15, 15, 18, 60. In order, the middle one
is 15. So the median is 15.
The mean here is 24, pulled up by the one very long delivery (60).
The median is more useful than the mean when a few extreme values would otherwise
distort the "typical" value.What to verify: the example is correct (the mean is (12+15+15+18+60) / 5 = 24; the middle value is 15), the level matches what you asked for, and nothing is invented. Then say "too easy" or "too hard" and ask again.
Use an analogy and then check its limits
An analogy explains something new through something you know. It is a memory aid, not a proof, and every analogy breaks somewhere. Ask for the limits in the same request, so you learn where not to trust the picture.
Prompt:
Explain electric voltage and current in a simple circuit using an everyday analogy.
Then list two places where the analogy breaks or could mislead a beginner.
Mark each limit "check this against a textbook".Example reply (illustrative; yours will differ):
Analogy: water in pipes. Voltage is like water pressure, current is like how much
water flows past a point each second.
Limits (check against a textbook):
1. Water is used up at the end of a pipe; in a simple circuit the current is not used up.
2. Pipes can hold water without a flow; a circuit usually needs a complete loop.What to verify: are the limits real? Look them up in a textbook or ask your teacher. A model can also invent a limit that sounds clever. The analogy is for getting started; the textbook is for what is true.
Practice that makes you do the work
Request a worked example and a separate practice problem
A worked example shows the steps for one case. A practice problem tests whether you can repeat the steps on a new case. Ask for both, and ask for the answer to the practice problem to be withheld, so you can try first.
Prompt:
Teach me how to find the median of an odd number of values.
1. Give a worked example with the data 12, 15, 15, 18, 60. Show each step.
2. Give one different practice problem with five new numbers.
3. Do NOT give the answer to the practice problem. I will send my answer first.Example reply (illustrative; yours will differ):
Worked example
Step 1: Put the values in order: 12, 15, 15, 18, 60 (already in order).
Step 2: Count them: 5 values.
Step 3: The middle position is the 3rd value.
Step 4: The 3rd value is 15. The median is 15.
Practice problem
Find the median of: 52, 9, 11, 8, 10 minutes.
Send me your answer and I will check it.What to verify: the worked steps are right, and the practice problem is new (not the same numbers). Solve it yourself first. The answer should be 10 after ordering the numbers 8, 9, 10, 11, 52. Then ask the model to check your working, not just your final number.
Ask for hints before revealing a full solution
When you are stuck, the next hint is usually enough. Ask for a ladder: a hint about the idea, then a hint about the first step, then a partial step, and the full solution only when you ask for it.
Prompt:
Problem: five delivery times are 8, 9, 10, 11 and 52 minutes. Which is a better "typical"
time, the mean or the median, and why?
Do not solve it. Give me hint 1 only (about the idea, not the answer).
When I write "next hint", give the next one. Give the full solution only when I write "solution".Example reply (illustrative; yours will differ):
Hint 1: Look at the value 52. Compare it with the other four. What does one very
different value do to an average, and what does it do to a middle value?This gives you the idea without the answer. Try to answer, then write "next hint" only if you are still stuck. One limit: a model sometimes gives away more than one hint at a time or reveals the answer early. If it does, repeat the rule: "One hint only."
Study material from your own notes
For the next three moves, give the model your notes and keep it to them. This is the same "use only the text I gave" habit from the summarising page. It prevents the model from adding facts that are not in your course. Here are the invented notes used in the examples:
Notes (Priya, economics, week 3):
- Demand: when price rises, the quantity people want to buy usually falls.
- Supply: when price rises, the quantity producers want to sell usually rises.
- Equilibrium: the price where quantity demanded equals quantity supplied.
- Price ceiling: a legal maximum price. Below equilibrium it can cause a shortage.Create a revision sheet from supplied notes
Prompt:
Make a one-page revision sheet from the notes above.
Use only the notes. Do not add facts, examples or formulas that are not in them.
Format: a title, then 4 bullets (one per note), then "Check yourself": 2 questions.
If a note looks incomplete or unclear, list it under "Ask my teacher".Example reply (illustrative; yours will differ):
Revision sheet: Demand, supply and price (week 3)
- Demand: higher price, usually less quantity demanded.
- Supply: higher price, usually more quantity supplied.
- Equilibrium: price where quantity demanded = quantity supplied.
- Price ceiling: legal maximum; below equilibrium it can cause a shortage.
Check yourself: 1. What happens to quantity demanded when price rises?
2. When can a price ceiling cause a shortage?
Ask my teacher: nothing flagged.What to verify: every bullet matches your notes, and nothing new appears. The "Ask my teacher" line is useful because it gives the model a safe place to put doubt instead of filling gaps by guessing.
Generate flashcards from a chapter
Good flashcards are small: one question, one short answer, one idea per card. Ask for a fixed format so you can paste the cards into a flashcard app or a spreadsheet.
Prompt:
From the notes above, write 4 flashcards.
Format: Front | Back, one card per line. One idea per card, answers under 15 words.
Use only the notes. Do not make a card for anything the notes do not say.Example reply (illustrative; yours will differ):
What usually happens to quantity demanded when price rises? | It falls.
What is equilibrium in this course? | The price where quantity demanded equals quantity supplied.
What is a price ceiling? | A legal maximum price.
What can a price ceiling below equilibrium cause? | A shortage.What to verify: each answer is in your notes, each card has one idea, and no card asks something the notes do not cover. Delete or fix any card that fails, then test yourself with the fronts only.
Create a quiz with an answer key
A quiz is only useful if you answer before you look. Ask for the questions first and the answer key separately, and ask the key to point to the line in your notes that supports each answer, so you can check it.
Prompt:
Write a 3-question quiz from the notes above: one multiple choice, one true/false,
one short answer. Use only the notes.
Show the questions first. Then, under the line "ANSWER KEY", give each answer and the note
(demand, supply, equilibrium or price ceiling) it comes from.Example reply (illustrative; yours will differ):
1. (Multiple choice) Equilibrium is the price where: A) demand is zero B) quantity
demanded equals quantity supplied C) the government sets the price
2. (True/false) When price rises, producers usually want to sell less.
3. (Short answer) Name one possible effect of a price ceiling below equilibrium.
ANSWER KEY
1. B (note: equilibrium). 2. False (note: supply). 3. A shortage (note: price ceiling).What to verify: the answer key matches the notes (if it does not, the question is faulty), and the distractors in the multiple-choice question are wrong for a reason you can state. Cover the key, answer, then check.
Feedback, planning and the teaching mindset
Request feedback against a marking rubric
"What do you think of my answer?" returns general praise. A rubric turns feedback into a checklist: marks per criterion, evidence from your own text, and one specific improvement. Include the rubric and your answer, and tell the model not to rewrite the whole thing.
Prompt:
Mark my answer using only this rubric. For each criterion give a score, a short quote from
my answer as evidence, and one improvement. Do not rewrite my answer.
Rubric (0 to 2 points each):
1. Defines a price ceiling correctly.
2. Links the ceiling to quantity demanded and quantity supplied.
3. States that the ceiling must be below equilibrium to cause a shortage.
4. Clear, simple writing.
Question: Why can a price ceiling cause a shortage?
My answer: "A price ceiling is a maximum price set by law. If it is set low, people want to
buy more but sellers want to sell less, so there is not enough for everyone."Example reply (illustrative; yours will differ):
1. Definition: 2/2. Evidence: "a maximum price set by law".
2. Link to demand and supply: 2/2.
Evidence: "people want to buy more but sellers want to sell less".
3. Below equilibrium: 1/2. Evidence: "if it is set low" is close, but equilibrium is not named.
Improve: say "below the equilibrium price".
4. Clear writing: 2/2.
Total: 7/8.What to verify: every quote really appears in your answer, the scores follow the rubric and not the model's taste, and the total is right (2 + 2 + 1 + 2 = 7). Model marks are advice for your revision. They are not an official grade, and the model can be too kind or too strict, so compare with your teacher's marking when you can.
Ask for a study plan with realistic time limits
A plan that needs more hours than you have is a fantasy. Give the model your dates and your real availability, ask for a rest day and a buffer, and ask it to show the hours per week so you can add them up yourself.
Prompt:
Make a 4-week study plan for an economics exam on 2026-11-09. Today is 2026-10-12.
Topics: demand, supply, equilibrium, price ceilings and floors, elasticity (my weakest).
My real time: 45 minutes on Monday, Wednesday and Friday; 2 hours on Saturday; no time on
Tuesday, Thursday or Sunday.
Rules: never exceed my time; keep elasticity in at least two weeks; leave the last week
partly free as a buffer.
Output: a table with week (dates), topics, hours and one practice task.
Add the total hours per week.Example reply (illustrative; yours will differ):
Week | Dates | Topics | Hours | Practice task
1 | 10-12 to 10-18 | Demand, supply | 4 | 5 flashcards, 1 short quiz
2 | 10-19 to 10-25 | Equilibrium, elasticity | 4 | 2 worked examples
3 | 10-26 to 11-01 | Ceilings, floors, elasticity | 4 | 1 rubric-marked answer
4 | 11-02 to 11-08 | Review weak areas | 3 | Past questions; keep 1 hour free
Weekly limit from your times: 3 x 0.75 + 2 = 4.25 hours.What to verify: the weekly hours stay within 4.25 (the model should not exceed what you gave it), elasticity really appears in two weeks, the dates match the calendar, and the buffer exists. Models make arithmetic and date slips, so do the sums yourself. A plan is a starting point: if you miss a day, ask for a new plan from today, with the same limits.
Distinguish teaching from simply giving the answer
Receiving an answer and learning are different. If your goal is to pass a test or to do the job alone later, ask for teaching. If you only need a quick check of something you already understand, asking for the answer is fine. Say which one you want.
Weak prompt:
Solve this: find the median of 8, 9, 10, 11, 52.Better prompt:
Act as a tutor. I want to learn how to find a median, not just get the answer.
Ask me one question at a time. Start by asking me what the first step is.
If I get a step wrong, explain why and let me try again. Do not state the final answer
until I have given it, then tell me whether it is right.Example reply (illustrative; yours will differ):
Let's do this together. You have five numbers: 8, 9, 10, 11, 52.
Question 1: what should you do with the numbers before looking for the middle one?Compare the two prompts: the weak one gets you a number; the better one gets you a method you can repeat. Keep the tutor mode for material you want to master and use direct answers for checking. If the model starts giving the answer anyway, repeat the rule.
Where this shows up at work
- Onboarding and training: a new colleague asks for an explanation at their level and a short quiz built from the company's own handbook, not from the model's general knowledge.
- Teachers and trainers: a revision sheet, flashcards and a quiz with a key are drafted from lesson notes in minutes, and then checked by the teacher before use.
- Professional exams and certifications: a study plan built around real working hours, with a buffer, survives a busy week better than an ambitious one.
- Building AI features: a tutoring product needs the same rules written into its instructions: hints before answers, material taken from supplied notes, feedback tied to a rubric.
Common mistakes
- No level stated. The explanation is too hard or too easy. The fix: say what you know, what is new and how long the answer should be.
- Believing the analogy. A picture that helps at first misleads later. The fix: ask for its limits and check them in a textbook.
- Asking for the solution first. You read it, nod and learn little. The fix: ask for a worked example plus a separate practice problem, or hints one at a time.
- Letting the model add material. Flashcards or a quiz that include facts not in your course teach you wrong things. The fix: "use only my notes" and a place to flag gaps.
- Trusting marks and answer keys. A key can be wrong, and a model's marks can be generous. The fix: ask for quotes as evidence, compare with a source, and treat marks as advice.
- A plan that ignores real hours. You fall behind on day three. The fix: give real availability, ask for a buffer and add the hours up yourself.
Try it yourself
- Easy. Take a topic you are learning (or "percentages"). Write a prompt that asks for an explanation with your level, what you already know, a length limit and one example. Compare the reply with the weak prompt "Explain percentages."
- Medium. Use these invented notes: "A budget compares planned income and planned spending. A deficit means spending is higher than income. A surplus means income is higher than spending." Ask for a revision sheet with a section for anything unclear, four flashcards and a two-question quiz with an answer key. Then check each item against the three sentences.
- Hard. Omar in Cairo has an exam on 2026-11-23. Today is 2026-10-26. He can study 1 hour on Sunday, Monday and Tuesday evenings and 3 hours on Friday; he must rest on Saturday. Topics: grammar, vocabulary, listening, writing (his weakest). Write a prompt for a study plan with a table, a buffer and the weekly total, run it, and check the arithmetic and the dates yourself. Then add a tutor-mode prompt for one of the topics.
Answers
Easy. A strong answer, as a prompt:
Explain percentages to me. I can add and multiply whole numbers, but percentages confuse me.
Use plain words. Give one example with a price of 80 and a 25% discount, and show each step.
Keep it under 100 words. End with one common mistake.Pass checklist: the prompt states what you know, what is new, the style and the length; the example uses numbers you can verify yourself (25% of 80 is 20, so the new price is 60); the reply matches your level, and you changed the prompt once if it did not.
Medium. Your prompt should say "use only these notes", fix the format (a sheet with four bullets or fewer, four cards as Front | Back, two questions, then the key), and give a place for doubts ("Ask my teacher"). Pass checklist: every item uses only the three sentences; nothing about taxes, loans or formulas appears; the answer key names the supporting sentence; and any gaps are flagged instead of filled. If the model added outside facts, repeat the rule and ask again.
Hard. The weekly limit is 3 x 1 + 3 = 6 hours. From 2026-10-26 (Monday) to 2026-11-23 (Monday) there are exactly four weeks, so a plan covers 2026-10-26 to 2026-11-22 and the exam is the next day. A strong plan keeps each week at 6 hours or fewer, puts writing in at least two weeks, leaves part of the last week free and shows the weekly total. Check the dates against a calendar: the model may shift a week. For the tutor-mode prompt, reuse the rules from this page: one question at a time, explain wrong steps, no final answer until you have given one. Your result passes if your arithmetic matches the table and nothing in the plan exceeds your stated time.
Summary
- State your level, what you already know and the length. The model's default level is a guess.
- Use an analogy to get started and ask for its limits; confirm them in a trusted source.
- Ask for a worked example, a separate practice problem and hints first, so you do the thinking.
- Build revision sheets, flashcards and quizzes from your own notes, with "use only these notes" and a way to flag gaps.
- Ask for rubric-based feedback with quotes, plan with your real hours and a buffer, and choose teaching over answering when your goal is to learn. Check everything the model produces against a trusted source.
Next: Research and Source Checking: Citations, Claims and Verification shows how to ask for sources, decide which claims need them, and check whether a source really supports what the model says.