# Editorial dataset: authored project prompts; no participant results or employment claims.
# Version: October 2026
"id","skill","level","title","outcome","hours","steps","proof","school_example","college_example","early_example","experienced_example"
"ai_use-1","ai_use","1","Seven-day AI study and work log","A one-page log of seven real tasks, the prompt used, the answer checked, and the time saved.","5","Pick one real task a day for seven days.; Write the prompt with who you are, the material and the format wanted.; Check the answer against an original source and note one correction.; Write one line on whether it saved time.","Seven dated entries; At least two corrections you found; A short list of your best three prompts","Use it to explain a hard chapter, then quiz yourself on it.","Use it to summarise a paper and plan an assignment, then rewrite in your own words.","Use it to draft a report outline and check a spreadsheet formula.","Use it to prepare a meeting brief and review a draft proposal."
"ai_use-2","ai_use","2","Personal prompt playbook","A shareable playbook of ten tested prompts with before and after examples.","8","Choose ten tasks you repeat.; Write and test a prompt for each, three times.; Keep the version that needed the fewest corrections.; Add one line of when not to use AI for that task.","Ten tested prompts; Before and after examples for three; One person who tried it and gave feedback","A playbook for study: explain, quiz, check my writing.","A playbook for research, notes and interview practice.","A playbook for emails, reports and data checks.","A playbook your team can reuse for briefs and reviews."
"ai_use-3","ai_use","3","Teach a small group to use AI well","A 30-minute session with slides or notes, attendee feedback and a written takeaway sheet.","10","Pick one audience and one problem they have.; Run a live demonstration with their own task.; Hand over a one-page checklist for checking answers.; Collect written feedback from at least three people.","Session notes; Three written feedback comments; The checklist handout","Teach classmates how to check an AI answer.","Run a club session on research with AI.","Run a lunch session for your team.","Run a workshop for a small business or community group."
"ai_build-1","ai_build","1","Build a one-page tool with AI help","A working web page or calculator with a public link.","6","Choose a tiny tool you will actually use.; Describe it to an AI coding assistant and run what it gives you.; Paste each error back until it works.; Publish it free and send the link to one person.","A public link; A screenshot of it working; One comment from the person you sent it to","A marks calculator or a quiz from your notes.","A timetable or expense splitter for your hostel group.","A small checker for a form your team fills often.","A quote calculator for your service or business."
"ai_build-2","ai_build","2","Build a tool for someone else","A tool used by a real person, with a short case study.","14","Ask one person what task wastes their time.; Write what the tool must do in five sentences.; Build it in small steps and test it with them twice.; Write the case study: problem, build, result.","A written request from the person; A before and after description; A short testimonial or message of thanks","A fee or attendance tracker for a family shop.","An event sign-up and reminder tool for a club.","A lead tracker for a small business.","A booking or stock helper for a local business."
"ai_build-3","ai_build","3","Make a small product others can use without you","A product page with instructions, a way to get it, and at least three people using it.","24","Take your best tool and remove anything specific to one person.; Write a short guide so a stranger can use it.; Share it with five people who have the problem.; Record who used it and what they said.","A product page; Three or more people using it; A list of improvements made from feedback","Share a free study tool with classmates.","Offer a template to other clubs.","Package a work helper as a template.","Package a repeated service into a tool or template."
"automate-1","automate","1","Automate one repeated task in a sheet","A Google Sheet with a form, formulas and a clear instruction line.","4","Write each step of the task on paper.; Link a Google Form to a Sheet.; Add formulas that calculate the result.; Test it with five wrong entries.","The sheet link; A list of the five tests; Time the task took before and after","A homework and marks tracker.","Club attendance with a summary.","A weekly report that fills itself.","A team task and approval tracker."
"automate-2","automate","2","Connect two apps with an automation","A working flow in Zapier, Make or Apps Script, with a one-page guide.","8","Choose a trigger and an action, such as a form reply that sends a message.; Build the flow on a free plan.; Handle one failure case.; Write what it does and how to turn it off.","A screenshot of the flow; A run log; A written guide","Send yourself a reminder when a deadline is added.","Welcome message when someone signs up for a club.","Move form answers into a tracker and notify the owner.","Route enquiries to the right person automatically."
"automate-3","automate","3","Automate a task for a small business","A deployed automation with measured time saved and a written reference.","18","Observe the task for one week.; Agree what success means in numbers.; Build and test the flow.; Measure the result for two weeks and ask for a reference.","Before and after time; Agreement on scope; A written reference","Help a family business with a reminder system.","Automate bookings for a local shop.","Automate a repeated task for a friend who runs a business.","Offer a small paid set-up to a local business."
"code-1","code","1","Four small programs in four weeks","Four programs on GitHub, each with a short readme.","16","Choose one language and keep it for 60 days.; Build one program a week from a blank file.; Ask an AI assistant to explain each line you did not understand.; Upload each with a readme saying what it does.","A GitHub profile with four repositories; Four readmes; One bug you fixed yourself","A quiz game, a calculator, a to-do list and a text cleaner.","A data cleaner, a scraper for a public page, a bot and a small game.","Scripts that clean your own work files.","Scripts that automate your own reports."
"code-2","code","2","A project that uses real data or a real service","A project with an API or database, tests and a readme.","30","Pick a public data source or a free API.; Plan features in comments before coding.; Write tests for the main function.; Deploy it and write a readme with screenshots.","A live link; Test results; A readme with setup steps","A weather or cricket stats viewer.","A placement or exam dashboard with real data.","A dashboard that reads your own work data.","A tool that calls a service your business uses."
"code-3","code","3","Ship a project for a real person","A deployed project with a person using it, an issue list and a changelog.","50","Find a person who will use it every week.; Ship a first version within two weeks.; Fix three issues they report.; Write a changelog and ask for a reference.","Live link; Issue list; Reference from the person using it","A tool for your school club.","A tool for a department or a local business.","An internal tool or a client project.","A product or service tool with paying or committed customers."
"english_write-1","english_write","1","Thirty days of short writing","Thirty short pieces of 100 to 150 words with corrections noted.","10","Write about what you learned each day.; Ask an AI assistant to correct it and explain each change.; Keep a list of your five repeated mistakes.; Pick your best five and read them aloud.","Thirty dated pieces; The mistakes list; Your best five","Write about one thing you learned each day.","Write about one lecture or project a day.","Write about one work lesson a day.","Write about one decision or lesson a day."
"english_write-2","english_write","2","Publish four posts and one case study","Four posts and a case study, public, with audience feedback.","16","Pick one topic you know well.; Write and publish a post a week.; Ask two people where they got lost.; Turn your best work into a one-page case study.","Four public links; Feedback from two people; The case study","Posts about a hobby or a school project.","Posts about a project, a course or an internship.","Posts about what you are learning at work.","Posts from your experience, with a case study."
"english_write-3","english_write","3","Write something that earns or wins","A proposal, product page or application that gets a reply or a decision.","14","Choose a real opportunity such as a small project, a scholarship or a client.; Write using problem, proof and next step.; Send it and follow up once.; Record the response and what you would change.","The document; The reply; A note on what to change","A scholarship or programme application.","An internship or fellowship application.","A proposal for a small project.","A proposal or product page for your service."
"english_speak-1","english_speak","1","Twenty-one days of speaking practice","Twenty-one recordings of two minutes with a progress note.","8","Record two minutes a day on a topic you know.; Listen once and pick one thing to improve.; Practise a 60-second introduction until it is steady.; Say it to one person.","Dated recordings; Three progress notes; Your introduction in writing","Talk about your day or a book.","Talk about a project or a topic from class.","Talk about your work in simple words.","Practise explaining your work to a customer."
"english_speak-2","english_speak","2","Give three short talks and collect feedback","Three talks of five minutes with written feedback.","12","Choose a topic for each talk.; Give each one to a live audience or on a call.; Ask for two things done well and one to improve.; Redo the weakest one.","Three talk outlines; Feedback notes; A recording of the best one","Talks in class or to family.","Talks in a club or seminar.","A team update or lunch-and-learn.","A customer or community presentation."
"english_speak-3","english_speak","3","Run a session or a call that leads to a decision","A workshop, interview or sales call recording with the result.","14","Choose a session where someone must decide something.; Prepare an opening, three points and a clear ask.; Run it and record or note what happened.; Write what you would do differently.","Session plan; The decision or reply; Your review","Lead a school event announcement or a debate round.","Run a club workshop or mock interview.","Lead a client or internal call.","Run a customer meeting or a workshop."
"marketing-1","marketing","1","Four-week content test on one channel","A sheet of twelve posts with views, saves and messages, and three lessons.","12","Write audience, message, channel, offer and measure in one line each.; Post three times a week for four weeks.; Record the numbers weekly.; Write three lessons and one change.","Twelve post links; A numbers sheet; Three written lessons","Share what you learn about one hobby.","Promote a club event or a project.","Build your own profile on LinkedIn.","Share expertise to attract enquiries."
"marketing-2","marketing","2","Run a small campaign with a clear goal","A campaign report with goal, actions, numbers and what to change.","20","Pick a real event, shop or service and one numeric goal.; Plan three actions such as posts, messages and a search page.; Track results daily in a sheet.; Write the report.","The goal in writing; The results sheet; The report","Promote a school fair stall.","Promote a fest or a workshop.","Help a small business get enquiries.","Run a launch for your service."
"marketing-3","marketing","3","Get leads or sales for someone","A case study with leads or orders, cost and what was learned.","30","Agree a goal with a real business or your own offer.; Run for four weeks.; Record leads and cost.; Write the case study and ask for a reference.","Leads or orders list; The case study; A reference","Support a family business with a poster and messages.","Run a promotion for a local business.","Run a paid or organic campaign for a small client.","Run lead generation for your own service."
"sales-1","sales","1","Ten polite outreach messages","A log of ten messages, replies and what you learned.","6","List ten people or businesses who might need your skill.; Write a short message with one clear help and one proof.; Send and follow up once.; Record replies and the reasons given for no.","The outreach log; Replies; Three lessons from the no answers","Offer help to a relative or neighbour with a small task.","Offer a skill to a local shop or club.","Offer a skill to a small business outside work.","Offer your skill to people in your network."
"sales-2","sales","2","Write and test a one-page offer","A one-page offer tested with five people, with changes noted.","10","Write who it is for, what they get, how long it takes and the price.; Show it to five people.; Note objections.; Rewrite and test with five more.","The offer; Objection notes; The second version","Offer a tutoring or notes service within your school rules.","Offer design, notes or coding help.","Offer a side service in your skill.","Offer a package for your experience."
"sales-3","sales","3","Close a first paid task","One paid task with a written testimonial and the numbers tracked.","16","Choose the best offer from your tests.; Talk to five people about it.; Agree scope and price in writing.; Deliver, then ask for a testimonial.","Agreement in writing; The delivery; A testimonial","Where rules allow, a small paid task with adult agreement.","A first freelance task.","A paid task outside your job.","A paid project or retainer."
"proof-1","proof","1","Create a home for your work","A free portfolio page or public profile with your first piece.","4","Pick a platform: GitHub Pages, a free site or LinkedIn Featured.; Add one finished piece with problem, what you made and result.; Write one line about who you help.; Share the link with two people.","The page link; One finished piece; Two replies","A project folder with photos and notes.","A portfolio page with one project.","A Featured section with one case study.","A page with one case study."
"proof-2","proof","2","Three proof pieces and one testimonial","A portfolio with three pieces and one written testimonial.","20","Finish two more pieces.; Write the problem and result for each.; Ask for one testimonial.; Share the portfolio in three places.","Three pieces; A testimonial; Shares","Three projects across subjects.","Three projects and one internship note.","Three case studies from work or side tasks.","Three case studies from experience."
"proof-3","proof","3","First earnings tracked and repeatable","A record of paid work with a standard offer and a repeat process.","24","Track every paid task with date, skill, buyer and amount.; Write a standard offer.; Ask each buyer for a referral.; Review monthly what to repeat.","The income record; The standard offer; Referrals","A tracked record of any small paid or voluntary tasks.","A record of freelance tasks.","A record of paid side work.","A record of paid projects and repeat buyers."