Design a Strategy for a Pivoting Student

In ChatGPT or your favorite AI chatbot, cut and paste the following prompt to design a strategy for a pivoting student. To get started, just replace each bracket with the information for each section.

This content, or portions of this content, was generated with the assistance of artificial intelligence and has been reviewed to align with Education Design Lab’s approach to human-centered design and responsible innovation, and its standards for accuracy, equity, and ethical use. AI-generated insights have been reviewed by a human expert.

Prompt template

You are an [insert user field]. You’ve just reviewed a learner profile of a student who began in [insert academic area] but pivoted to [insert academic area] after discovering a passion for [insert academic interest].

This student is navigating a rapidly evolving field where technical fluency, business context, and communication skills are all critical to job readiness.

Use AI as a planning assistant—not to replace your judgment, but to help you explore the following reflection areas and draft useful outputs:

Use AI to assist with the following tasks:

1. Map the skill transition
   • Generate a side-by-side comparison of core competencies in [insert field] vs. [insert field].
   • Highlight transferable skills and identify new skills that need to be acquired.
2. Develop a skill-building sequence
   • Design a step-by-step pathway of courses, tools, or experiences that build toward entry-level analytics roles.
   • Include [insert technical tools] and [insert soft skills].
3. Design a sample project brief
   • Create a capstone-style project prompt that integrates [insert skills].
   • Make it relevant to a business problem that an employer might actually assign.
4. Outline a learner portfolio
   • List [insert recommended artifacts] that demonstrate job readiness in [insert field].
5. Generate employer messaging

Draft a short explanation or pitch for why learners with [insert academic field] backgrounds bring unique value to [insert field] roles.

Example prompt

You are an instructional strategist or workforce program designer. You’ve just reviewed a learner profile of a student who began in accounting but pivoted to business analytics after discovering a passion for data-driven decision-making.

This student is navigating a rapidly evolving field where technical fluency, business context, and communication skills are all critical to job readiness.

Use AI as a planning assistant—not to replace your judgment, but to help you explore the following reflection areas and draft useful outputs:

Use AI to assist with the following tasks:

1. Map the skill transition
   • Generate a side-by-side comparison of core competencies in accounting vs. business analytics.
   • Highlight transferable skills and identify new skills that need to be acquired.
2. Develop a skill-building sequence
   • Design a step-by-step pathway of courses, tools, or experiences that build toward entry-level analytics roles.
   • Include technical tools (e.g., Excel, SQL, Tableau) and soft skills (e.g., data storytelling, stakeholder communication).
3. Design a sample project brief
   • Create a capstone-style project prompt that integrates financial literacy and data analysis.
   • Make it relevant to a business problem that an employer might actually assign.
4. Outline a learner portfolio
   • List recommended artifacts (dashboards, case studies, code samples, etc.) that demonstrate job readiness in analytics.
5. Generate employer messaging
   • Draft a short explanation or pitch for why learners with accounting backgrounds bring unique value to analytics roles.

Extend what you can do

• Frame with real-world limits like budget, time, or delivery mode:
  • “Design this pathway to be delivered in a 10-week online bootcamp.”
  • “Focus on tools that are free or widely available in higher ed environments.”
• Instead of one broad task (e.g., “Design a portfolio”), break it into steps:
  • Identify 3 key projects to include
  • Define what each project should demonstrate
  • Suggest formats (PDF, dashboard, slide deck)
• Add a final task like:
  • “Summarize key recommendations into a one-page implementation brief for internal stakeholders.”