few-shot / en Data Analysis Prompt /resource/ai/data-analysis-prompt <span class="field field--name-title field--type-string field--label-hidden">Data Analysis Prompt</span> <span class="field field--name-uid field--type-entity-reference field--label-hidden"><span>jbaum02s</span></span> <span class="field field--name-created field--type-created field--label-hidden"><time datetime="2024-07-24T13:35:18-05:00" title="Wednesday, July 24, 2024 - 13:35" class="datetime">Wed, 07/24/2024 - 13:35</time> </span> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"> <h2>Prompt</h2> <p>"Conduct a sentiment analysis on the following set of customer reviews for a new product. Provide a summary of the overall sentiment, categorize each review, and identify key themes mentioned."</p> <h2>Example Input</h2> <ol><li>"I love the new features! The interface is very user-friendly and intuitive."</li><li>"The product is okay, but it didn't meet my expectations. It's too slow."</li><li>"I'm very disappointed. The quality is poor, and it stopped working after a week."</li><li>"Great value for money. I'm happy with my purchase."</li><li>"Terrible customer service. I won't be buying from this company again."</li></ol> <h2>Example Output</h2> <h3>Sentiment Analysis Summary</h3> <ul><li>Positive: 2 reviews (40%)</li><li>Neutral: 1 review (20%)</li><li>Negative: 2 reviews (40%)</li></ul> <h3>Categorized Reviews</h3> <ol><li><strong>Positive</strong>: "I love the new features! The interface is very user-friendly and intuitive."<ul><li><strong>Key Themes</strong>: New features, user-friendly interface</li></ul></li><li><strong>Neutral</strong>: "The product is okay, but it didn't meet my expectations. It's too slow."<ul><li><strong>Key Themes</strong>: Expectations, speed</li></ul></li><li><strong>Negative</strong>: "I'm very disappointed. The quality is poor, and it stopped working after a week."<ul><li><strong>Key Themes</strong>: Quality, durability</li></ul></li><li><strong>Positive</strong>: "Great value for money. I'm happy with my purchase."<ul><li><strong>Key Themes</strong>: Value for money, satisfaction</li></ul></li><li><strong>Negative</strong>: "Terrible customer service. I won't be buying from this company again."<ul><li><strong>Key Themes</strong>: Customer service</li></ul></li></ol> <h3>Key Themes Identified</h3> <ol><li><strong>Positive Themes</strong>:<ul><li>New features</li><li>User-friendly interface</li><li>Value for money</li><li>Satisfaction</li></ul></li><li><strong>Negative Themes</strong>:<ul><li>Quality issues</li><li>Durability problems</li><li>Slow performance</li><li>Poor customer service</li></ul></li></ol> <h2>Usage Tips</h2> <ul><li>Use sentiment analysis tools like VADER or TextBlob for automatic sentiment detection.</li><li>Summarize the overall sentiment to provide a clear picture of customer satisfaction.</li><li>Categorize each review and extract key themes to identify common issues and positive aspects.</li><li>Use the insights gained to inform product improvements and customer service strategies.</li></ul> </div> <div class="field field--name-field-resource-type field--type-entity-reference field--label-above"> <div class="field__label">Resource type</div> <div class="field__items"> <div class="field__item"><a href="/resources/ai" hreflang="en">ai</a></div> </div> </div> <div class="field field--name-field-prompt-type field--type-entity-reference field--label-above"> <div class="field__label">Prompt Type</div> <div class="field__item"><a href="/taxonomy/term/2600004191" hreflang="en">few-shot</a></div> </div> <div class="field field--name-field-prompt-category field--type-entity-reference field--label-above"> <div class="field__label">Prompt Category</div> <div class="field__item"><a href="/ai/prompt-category/data-analysis" hreflang="und">data analysis</a></div> </div> Wed, 24 Jul 2024 18:35:18 +0000 jbaum02s 33436062 at