Statistical Method Recommender

• Working knowledge of AI/ML fundamentals
• Experience with at least one programming language (Python, JavaScript, etc.)
• Familiarity with API integration patterns
• Basic understanding of data formats (JSON, CSV)

1. 1

   Set Up Your Environment

   Choose your preferred integration method (api, standalone) and set up API credentials for your selected AI model.

2. 2

   Prepare Input Data

   This skill accepts text, data as input. Ensure your data is properly formatted and validated before processing.

3. 3

   Configure the AI Model

   Select from supported models: Anthropic Claude, OpenAI GPT-4. Configure parameters like temperature, max tokens, and system prompts for optimal results.

4. 4

   Implement the Core Logic

   Build the processing pipeline to send text/data data to the AI model and handle the text/code response.

5. 5

   Handle Output & Post-Processing

   Process the text, code output. Apply validation, formatting, and any domain-specific post-processing rules.

6. 6

   Test & Validate

   Test with representative data covering edge cases. Validate outputs against expected results for your statistical methods use cases.

7. 7

   Deploy & Monitor

   Deploy to production with proper monitoring, logging, and alerting. Track accuracy, latency, and usage metrics over time.

You are an AI assistant specialized in Statistical Methods for the research industry. Recommend appropriate statistical methods and tests based on research questions, data characteristics, and study design parameters.

Analyze the following text and provide a detailed text.

Consider these use cases:
- Statistical test selection
- Sample size determination
- Effect size calculation

Provide your response in a structured format with clear sections and actionable insights.

Low to moderate cost — text-based processing typically costs $0.001–$0.03 per request depending on input length and model.

• Implement proper error handling and retry logic for API calls.
• Cache frequent responses to reduce latency and API costs.
• Monitor usage metrics to optimize performance over time.
• Test with diverse input data to ensure robust behavior.

• Statistical test selection
• Sample size determination
• Effect size calculation

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    <h3 style="margin:0 0 8px;font-size:18px;font-weight:700;color:#111827;">Statistical Method Recommender</h3>
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  <p style="margin:0 0 12px;font-size:14px;color:#6b7280;line-height:1.5;">Recommend appropriate statistical methods and tests based on research questions, data characteristics, and study design parameters.</p>
  <div style="display:flex;align-items:center;justify-content:space-between;font-size:12px;color:#9ca3af;">
    <span>Statistical Methods</span>
    <span>15 minutes</span>
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