Introduction: Course Overview and Learning Objectives

What you'll build, why it matters, and how this course transforms your AI workflow

T1.1: Prompt Engineering Mastery - Build Your 20-Prompt Library

Duration: 90 minutes Prerequisites: None (true beginner level) Target Students: Economics Researchers, Software Engineers, Business Managers

What You'll Build

By the end of this course, create a personal prompt library with 20 tested, production-ready prompts that deliver consistent, high-quality outputs. This isn't about learning theory—build a practical toolkit that saves hours every week.

20-Prompt Library

Five prompts each for general use, economics research, software engineering, and business management

Template System

A framework for rapid prompt customization and iteration

Quality Evaluation Rubric

Objective criteria to assess AI output quality

Domain-Specific Collections

Ready-to-use prompts tailored to your field: Economics (literature reviews, data analysis, citations), Software (code reviews, documentation, tests), Business (competitive analysis, market sizing, customer synthesis)

Why This Matters

The Problem: Most people use AI tools with vague prompts like "Summarize this paper" or "Review this code," then spend hours fixing mediocre outputs. They're working harder, not smarter.

Your Solution: Master the patterns that consistently produce production-quality results. With your 20-prompt library, save 60%+ time on recurring tasks (literature reviews in 10 minutes instead of 30+), get consistent quality across all AI interactions (no more hit-or-miss outputs), work independently without trial-and-error prompt tweaking, and scale your expertise by encoding best practices into reusable templates.

Real Impact:

  • Economics researchers process 20 papers in the time it used to take for 5
  • Software engineers generate comprehensive test suites in minutes, not hours
  • Business managers extract actionable insights from 10+ customer interviews instantly

Learning Objectives

By completing this course, you will be able to:

  • Apply fundamental prompting patterns (zero-shot, few-shot, chain-of-thought) to achieve specific outcomes
  • Structure AI outputs using JSON, tables, and lists for downstream processing
  • Assign effective roles and personas to optimize AI responses for your domain
  • Tune parameters (temperature, response length) for different use cases
  • Refine prompts iteratively using a systematic improvement process
  • Identify and fix common failure modes (hallucinations, formatting errors, incomplete responses)
  • Evaluate prompt quality objectively using measurable criteria
  • Customize prompts rapidly for new tasks using your template system
  • Deploy prompts in production workflows with confidence in consistency

Course Structure

This 90-minute course is divided into focused, actionable sections:

Quick Start (15 minutes)

Get immediate value by creating your first 5 high-impact prompts. Test them on real examples and see measurable quality improvements right away.

Outcome: Working prompts that deliver better results than your current approach.

Core Build (45 minutes)

Systematically build your complete 20-prompt library:

  • Part 1 (15 min): Master prompting patterns and build 5 general-purpose prompts
  • Part 2 (15 min): Create 5 domain-specific prompts tailored to your field
  • Part 3 (15 min): Develop your template system and quality rubric

Outcome: Complete, organized prompt library ready for daily use.

Domain Applications (15 minutes)

Apply your prompts to realistic scenarios from your domain:

  • Economics: Extract key findings from 5 papers simultaneously
  • Software: Generate comprehensive test coverage for a module
  • Business: Synthesize themes from 10 customer interviews

Outcome: Proven, domain-specific workflows that solve actual problems.

Extension Patterns (10 minutes)

Level up with advanced techniques:

  • Chain prompts together for complex multi-step workflows
  • Use XML tags for precise structural control
  • Implement few-shot learning for specialized tasks

Outcome: Advanced capabilities for power users.

Troubleshooting (5 minutes)

Quick reference for common issues and instant fixes.

Time Breakdown

SectionDurationCheckpoint
Quick Start15 min5 working prompts
Core Build: Part 115 min5 pattern prompts
Core Build: Part 215 min5 domain prompts
Core Build: Part 315 minTemplate system + rubric
Domain Applications15 minReal-world workflows
Extension Patterns10 minAdvanced techniques
Troubleshooting5 minProblem-solving guide
Total90 min20-prompt library complete

Ready to start building? Move on to the Quick Start section to create your first 5 prompts.