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Prompt Evaluation Cheat Sheet for Product Managers

Why Prompt Evaluation Matters

The 7-Step Eval Workflow

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Step 1: Write Initial Prompt Draft

Example: Basic SQL education prompt

Step 2: Create Evaluation Dataset

Step 3: Run Prompt Against All Test Cases

Step 4: Collect All Claude Responses

Run evaluation and collect all outputs

Store results for analysis

Step 5: Grade Each Response

Check for SQL keywords

Check for examples

Check for explanation quality

Apply grader to all results

Parse the JSON response

Apply model grader

Step 6: Calculate Overall Performance

Calculate averages

Identify worst performing test cases

Step 7: Improve Prompt and Iterate

Major improvements needed

Moderate improvements

Fine-tuning

Example iteration loop

Run evaluation

Grade responses

Calculate performance

Check if we're done

Improve prompt for next iteration

Real-World Example Results

Complete Implementation Example

Usage example

Generate dataset

Test initial prompt

Calculate average score

Grading System Comparison

Getting Started Checklist

Planning Phase

Implementation Phase

Optimization Phase

Production Phase

Key Takeaways for PMs

Quiz Modules

Quiz on Why Prompt Evaluation Matters

Quiz on The 7-Step Eval Workflow

Quiz on Real-World Example Results

Quiz on Grading System Comparison

Quiz on Key Takeaways for PMs

Survey Module

Course Feedback Survey

In today's fast-paced product management landscape, effective communication and precise evaluation of prompts are crucial for success. This course is designed specifically for product managers who want to enhance their skills in prompt evaluation. By mastering the techniques outlined in this course, you will learn how to create, evaluate, and iterate on prompts effectively, ensuring that your product meets user needs and expectations. The course includes a comprehensive 7-step evaluation workflow, real-world examples, and quizzes to reinforce your learning. Join us to elevate your product management skills and drive better outcomes for your projects.

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            <p>The course titled "Prompt Evaluation Cheat Sheet for Product Managers" is designed to equip product managers with essential skills and methodologies for evaluating prompts effectively. In an era where artificial intelligence and machine learning are increasingly integrated into product development, the ability to assess the quality and effectiveness of prompts is paramount. This course will delve into the significance of prompt evaluation, providing insights into how it can enhance product outcomes and user experiences. Participants will explore the rationale behind prompt evaluation, understanding its role in ensuring that AI-driven solutions meet user needs and expectations. The course will also introduce a structured 7-step evaluation workflow, which serves as a practical guide for product managers to systematically assess and refine prompts.

<p>Throughout the course, learners will engage with various modules that cover each step of the evaluation process in detail. From drafting initial prompts to creating evaluation datasets, running tests, and analyzing results, the curriculum is designed to provide a comprehensive understanding of the prompt evaluation lifecycle. Real-world examples and case studies will illustrate the application of these concepts, enabling participants to grasp the practical implications of their learning. Additionally, quizzes and feedback mechanisms will reinforce knowledge retention and encourage active participation. By the end of this course, product managers will be well-prepared to implement effective prompt evaluation strategies, ultimately leading to improved product performance and user satisfaction.</p>
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