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3,112 prompts

coding Code Review Intermediate

ChatGPT Prompt: Code Review Checklist Tailored to PR Diff Analysis

Review this pull request diff and provide structured feedback. [PASTE DIFF OR FILES CHANGED] Context: - Language/framework: [LANGUAGE] - PR purpose: [DESCRIPTION] - Test coverage policy: [REQUIRED/OPTIONAL] - Codebase …

💡 Praise good work explicitly. It shapes future PRs. Limit blocking issues to true must-fixes; everyth…

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coding Database Engineering Advanced

ChatGPT Prompt: Database Migration Plan with Rollback Strategy

Design a safe database migration plan for [SCHEMA CHANGE]. Details: - Database: [Postgres/MySQL/etc.] - Table involved: [TABLE NAME] - Row count: [#] - Concurrent traffic: [QPS] - Downtime tolerance: [Zero/Brief/Mainten…

💡 Always use expand-contract for breaking changes: deploy code that works with old AND new schema, mig…

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education Assessment Design Intermediate

ChatGPT Prompt: Rubric Design for Authentic Performance Assessment

Design a rubric for a performance assessment in [SUBJECT/COURSE]. Details: - Assessment task: [DESCRIPTION] - Skills assessed: [LIST] - Grade level: [LEVEL] - Format: [Written/Oral/Project/Multimedia] - Time allotted: […

💡 Show students the rubric before they start. Not just at grading time. Rubrics with too many criteria…

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legal Data Privacy Advanced

ChatGPT Prompt: GDPR Data Processing Agreement Section-by-Section Builder

Help me draft or review a GDPR-compliant Data Processing Agreement (DPA). Context: - Controller: [COMPANY/ROLE] - Processor: [VENDOR/ROLE] - Service description: [WHAT DATA IS PROCESSED AND WHY] - Data subjects: [Custom…

💡 Vendor-supplied DPAs often shift more liability than standard SCCs require. Always insist on Standar…

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data Experimentation Advanced

A/B Test Power Analysis and Sample Size Calculator Walkthrough

Act as a statistics tutor for product analysts. Walk me through a complete power analysis for an A/B test. Inputs I will provide: - Baseline conversion rate. - Minimum detectable effect (MDE) — absolute or relative. - S…

💡 Resist the temptation to peek — fixed-horizon tests lose validity when stopped early. If your MDE is…

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education Study Strategies Intermediate

Spaced Repetition Study Schedule Generator for Exam Prep

Act as a learning science coach. Build a spaced-repetition study schedule for [EXAM/SUBJECT] over [N WEEKS]. Inputs I will provide: - Topics list with relative weight in the exam. - Daily study time budget. - Current co…

💡 Closed-book retrieval beats re-reading by a wide margin — schedule it instead of highlighting. Adjus…

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education Curriculum Design Advanced

STEM Project-Based Learning Curriculum for a 6-Week Unit

Act as a STEM curriculum designer. Build a 6-week project-based learning unit for [GRADE] on [STEM TOPIC]. Deliver: 1) Driving question — open-ended, real-world, engaging. 2) Public product — what students will produce …

💡 Pick a driving question students would answer over coffee even if it weren't homework — engagement s…

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excel VBA Advanced

Excel VBA Macro to Email Each Manager Their Filtered Sheet

Write a VBA macro that splits the Master sheet by [Manager Name], saves each manager's filtered rows into a separate workbook in a temp folder, then sends a personalized email through Outlook with the workbook attached. …

💡 Always use dry-run mode first. Outlook sometimes blocks programmatic sends — if so, either use Redem…

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coding Refactoring Intermediate

Refactor a Tangled React Component Into Custom Hooks

Refactor the React component below by extracting state and side effects into custom hooks. Identify the cohesive units (data fetching, form state, derived UI state, side effects like analytics) and move each into its own…

💡 Extract one hook at a time and run the test suite between each — bulk refactors hide bugs. If a 'hoo…

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data Experimentation Advanced

A/B Test Results Analysis With Bayesian Probability of Winning

Analyze the A/B test results below using a Bayesian approach. Output: probability variant B beats A, expected lift with 95% credible interval, expected loss for each variant, and a recommended decision (ship B / ship A /…

💡 If your prior is just Beta(1,1) (uniform), say so — it's a fine default for early-stage products but…

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education Study Skills Beginner

Spaced Repetition Study Schedule for an Upcoming Exam

Build a spaced-repetition study schedule for an exam on [DATE] covering [SUBJECT/TOPICS]. I have [HOURS] per week available. Use intervals roughly following 1-2-4-7-15 days. Group topics by difficulty (I'll paste my list…

💡 Self-rated confidence is wrong about half the time — start by quizzing yourself on each topic before…

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hr Hiring Intermediate

Behavioral Interview Loop Design for a Senior Engineer Hire

Design a 4-round behavioral interview loop for a senior software engineer role. For each round assign: interviewer persona (peer, manager, cross-functional, exec), competency to assess (e.g. ownership, collaboration, tec…

💡 Behavioral signal degrades fast when interviewers ask their own pet questions — make the question ba…

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marketing Conversion Optimization Intermediate

Landing Page Copy Audit With Conversion Hypotheses

Audit the landing page text I'll paste for conversion. Score each section (hero, social proof, features, pricing, FAQ, footer CTA) on clarity, specificity, and tension/payoff. Flag every claim that isn't quantified. Iden…

💡 The 'one message' check is the most important one — landing pages with 4 messages have 0 messages. I…

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excel Pivot Tables Intermediate

Excel Pivot Table Calculated Field for Margin Percentage by Segment

I have a sales table with columns: order_id, date, customer_segment, product, revenue, cogs, discount. Walk me through (with menu paths) creating a PivotTable that shows by customer_segment and product: Sum of Revenue, S…

💡 Calculated Fields can't reference cells outside the pivot — only field totals. If margin shows wrong…

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email Vendor Communication Beginner

Email to Decline a Vendor Pitch Without Burning the Relationship

Draft a 120-word email politely declining a vendor's pitch. Context: [paste the vendor's last email]. The product is good but we already use a competitor and aren't switching this year. I want to (a) acknowledge specific…

💡 Specificity is the warmth. 'I'll reach back out next quarter' reads as a brush-off. 'Email me the we…

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writing Editing Intermediate

Tighten a Draft by Cutting Hedges, Filler Verbs, and Throat-Clearing

Edit the draft below for tightness. Three passes, each shown as a separate diff: (1) Cut hedge words (just, really, very, quite, somewhat, a bit, kind of, sort of, basically, essentially, perhaps, maybe — keep only when …

💡 Resist 'global rule' edits. 'Just' is filler in 'I just wanted to ask' but load-bearing in 'just one…

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coding Debugging Advanced

Debug a Flaky Test That Passes Locally but Fails in CI

I have a test that passes locally but fails ~30% of the time in CI. Walk me through systematic root-cause analysis. Cover (with example diagnostic commands or code): (1) reproduce flake locally — loop the test 100x with …

💡 The fact that it fails 30% in CI but 0% locally is a CLUE: CI is usually slower, more parallel, and …

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data SQL Analysis Advanced

SQL Window Function to Find Customer Churn Cohort by First-Purchase Month

Write a Postgres query to produce a monthly cohort retention table. Source table: orders(customer_id, order_date, revenue). For each cohort (defined by month of first purchase), show: cohort_month, cohort_size, then % re…

💡 Define 'retained' explicitly — at least one purchase in the month, OR cumulative purchase count > N?…

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customer-service Knowledge Base Intermediate

Knowledge Base Article from a Resolved Support Ticket

Convert this resolved support ticket into a customer-facing knowledge base article. Source ticket: [paste full thread]. Output structure: (1) Article title that matches search intent (start with action verb, include the …

💡 Title is everything for KB articles — write the title exactly how a confused user would type it into…

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finance Financial Modeling Advanced

Three-Statement Financial Model for a Bootstrap SaaS Startup

Build a 36-month, monthly three-statement financial model (P&L, cash flow, balance sheet) for a bootstrap SaaS startup. Inputs section at top with assumptions: starting MRR, monthly new MRR growth %, monthly churn %, ARP…

💡 The 'three statements actually tie' rule is what separates real models from spreadsheets that look l…

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