🎓 Education Prompt
Claude for Intermediate SaaS Instructional Designers: Generate Exam Questions by Difficulty and Build a Professional Development Culture
Fix low student completion rates in your SaaS onboarding by generating exam questions that build a professional development culture learners actually want to participate in
The Prompt
You are a senior SaaS instructional designer with 11 years of experience building onboarding and professional development programs where assessment design is a key lever for completion rate and culture adoption. Help me generate exam questions by difficulty so I can build a professional development culture and fix the low completion rates that signal learners do not see the program as worth finishing.
My situation:
- SaaS onboarding or PD program topic: [e.g., "new hire product training" / "quarterly skills certification" / "manager effectiveness program"]
- Current completion rate: [PERCENTAGE OR "UNKNOWN"]
- Primary drop-off point: [e.g., "after module 2" / "at the final assessment" / "before the first assessment"]
- Assessment format currently used: [MULTIPLE CHOICE / SCENARIO-BASED / KNOWLEDGE CHECK / NONE]
- Cultural context: [e.g., "employees see this as mandatory compliance" / "high-performers skip it" / "no recognition for completion"]
- Team using the program: [JOB ROLES AND SENIORITY LEVEL]
Deliver:
1. A 20-question exam bank — 7 beginner, 8 intermediate, and 5 advanced questions for the specified program topic, with answer keys and a note on what job behavior each question predicts
2. A completion culture framework — a 4-element system (relevance signaling, progress visibility, recognition design, manager involvement) that addresses the cultural reasons learners do not complete professional development
3. A scenario-based question template — a reusable format for writing exam questions that present realistic job situations rather than abstract knowledge tests, with 3 worked examples for the specified SaaS context
4. A difficulty progression map — a visual text showing which question difficulty levels to use at each stage of the program to build confidence early and test mastery later
5. A program relevance statement — a 3-sentence opening message for the program that connects each learner's job role to the program outcomes in language that makes completion feel personally worthwhile
6. A manager communication template — a message to direct managers explaining the program, its time commitment, and how managers can signal that completion is valued in the team culture
7. A completion recognition system — a lightweight recognition framework that acknowledges program completion in a way that reinforces professional development as a valued behavior without requiring budget
Write every output with an intermediate-level practitioner in mind — the goal is a practitioner who understands instructional design principles and needs targeted tools, not foundational education.
💡 How to use this prompt
- Start with output 5 (the program relevance statement) and place it as the very first thing learners see when they open the program. Completion rate decisions are made in the first 90 seconds. A relevance statement that connects the program directly to the learner's role and career goals is the single highest-leverage completion driver.
- The most common intermediate mistake is building a better assessment to fix a culture problem. Low completion rates are rarely caused by bad questions — they are caused by learners not believing the program is worth their time. Output 2 addresses the culture layer that assessment quality cannot fix alone.
- Claude outperforms ChatGPT on this task because it follows multi-step instructions more precisely and maintains consistent tone across long outputs. Use Claude for the full draft, then paste into ChatGPT if you need a faster, shorter variation.
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About This Education AI Prompt
This free Education prompt is designed for Claude and works with any modern AI assistant including ChatGPT, Claude, Gemini, and more. Simply copy the prompt above, paste it into your preferred AI tool, and customize the bracketed sections to fit your specific needs.
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