Advanced Prompt Engineering Workshop

Hands-on practice with progressively detailed prompts across all departments. Apply Basic → Refined → Role-Based → Advanced techniques to real business scenarios.

📊 Real Data Practice

Work with simulated Excel datasets and customer reviews for authentic experience

🎯 Progressive Complexity

Master each prompting level through structured exercises from basic to advanced

🏢 Department Focus

Apply techniques to Leadership, Finance, IT, HR, and Marketing scenarios

📈 Measurable Outputs

Generate text, tables, slides, and image prompts for immediate business use

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Task 1: Leadership & Strategy

Routine Tasks: Strategic planning, policy memos, executive presentations

Use Cases: Summarizing reports, strategic vision drafting, board slides

Progressive Prompting Examples

Prompt Level	Example Prompt	Output
Basic	"Write a strategy summary for our company in 2025."	Text
Refined	"Summarize our strategic direction for 2025 in 200 words, focusing on growth, digital services, and compliance."	Text
Role-Based	"As COO, write a strategic update email to the board with 3 priorities for 2025: digitization of operations, enhancing customer experience, and ensuring regulatory compliance."	Text
Advanced	"You are the COO. Create a 6-slide board presentation with slide titles and 3-5 bullet points each: 1) Vision 2025, 2) AI Integration Areas, 3) Budget & Investment, 4) Risk & Mitigation, 5) Milestones by Quarter, 6) Strategic Summary."	Slides

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Task 2: Finance & Risk Management

Routine Tasks: Report writing, fraud detection, data summaries

Use Cases: Anomaly reports, transaction summaries, financial dashboards

✅ Use Sample Excel Dataset

Simulated financial transactions with realistic patterns for fraud detection practice

Progressive Prompting Examples

Prompt Level	Example Prompt	Output
Basic	"Find duplicate transactions in this Excel file."	Text
Refined	"Identify transactions with the same amount and vendor within 5 days of each other. Present the matches in a table."	Table
Role-Based	"You are Head of Risk. Write a report summarizing this month's top suspicious transactions. Include a 5-row table showing duplicate or flagged transactions with reasons."	Text + Table
Advanced	"Use the provided dataset. Step 1: Flag duplicate or close-date transactions with same vendor/amount. Step 2: Generate a 3-slide deck with: a) Risk Summary, b) Transaction Flags, c) Recommended Controls."	Slides

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Task 3: IT, Data & Support Services

Routine Tasks: Technical documentation, IT support email replies, process FAQs

Use Cases: Troubleshooting guides, chatbot replies, automation templates

Progressive Prompting Examples

Prompt Level	Example Prompt	Output
Basic	"Draft a reply to a user reporting app login failure."	Text
Refined	"Write a polite reply to a user complaining about repeated app crashes. Include a suggestion to update the app and clear cache."	Text
Role-Based	"You are IT Support Manager. Generate 5 standard replies for common issues: login problem, OTP not received, app crash, slow performance, unverified email."	Text
Advanced	"Draft content for a 5-section internal IT FAQ for staff: 1) Login Errors, 2) OTP Issues, 3) App Crashes, 4) Sync Delays, 5) Customer Support Escalation. Provide section titles and 3-5 bullets per section."	Text + Slide

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Task 4: HR & Administration

Routine Tasks: Job descriptions, internal announcements, training posters

Use Cases: Policy memos, program frameworks, image generation

Progressive Prompting Examples

Prompt Level	Example Prompt	Output
Basic	"Write a job description for an HR Assistant."	Text
Refined	"Create a JD for an HR Executive in FinTech. Include responsibilities, skills, and KPIs."	Text
Role-Based	"You are Head of HR. Draft an internal announcement email about the 2025 Leadership Program. Tone: motivational, concise, and informative."	Text
Advanced	"Generate 3 poster concepts to promote our new leadership development program. Each should include: title, theme (e.g., Growth, Opportunity, Innovation), and a call-to-action. Style: professional, clean, blue-themed."	Image Prompts

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Task 5: Marketing, Sales & Customer Experience

Routine Tasks: Campaign content, sales slides, customer feedback summaries

Use Cases: Captions, product copy, customer segmentation, slide decks

✅ Sample Review Snippets:

1. "The app is slow and doesn't show updated policies."

2. "Customer service was very responsive!"

3. "I couldn't find family plan options easily."

4. "Need more Khmer-language help in the mobile app."

5. "Prices are okay, but I'd love bundled plans."

Progressive Prompting Examples

Prompt Level	Example Prompt	Output
Basic	"Write a Facebook ad caption for family insurance."	Text
Refined	"Create 3 ad captions for a family insurance plan: one emotional, one urgent, one professional."	Text
Role-Based	"As Head of Marketing, review the 5 sample customer reviews above. Write a bullet-point summary of top concerns and propose 2 product ideas to address them."	Text
Advanced	"Design a 6-slide campaign summary deck for the new family insurance plan: 1) Product Overview, 2) Audience Segments, 3) Message, 4) Channels, 5) Budget Plan, 6) KPIs (e.g., CTR, conversion). Use clear slide titles and 3 bullets each."	Slides