The Ultimate Tutorial for AI-driven Scale Development in Generative Psychometrics: Releasing AIGENIE from its Bottle

📰 ArXiv cs.AI

AIGENIE R package automates psychological scale development using AI-driven text generation and network psychometric methods

advanced Published 31 Mar 2026
Action Steps
  1. Implement the AI-GENIE framework using large language models (LLMs) for text generation
  2. Integrate network psychometric methods for evaluation
  3. Use the AIGENIE R package to automate the early stages of scale development
  4. Evaluate and refine the generated scales using psychometric methods
Who Needs to Know This

Data scientists and psychometricians on a team can benefit from AIGENIE to streamline scale development, while AI engineers can contribute to the development and integration of the AI-GENIE framework

Key Insight

💡 AIGENIE automates the early stages of psychological scale development using AI-driven text generation and network psychometric methods

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🤖 Automate psychological scale development with AIGENIE! 📈

Key Takeaways

AIGENIE R package automates psychological scale development using AI-driven text generation and network psychometric methods

Full Article

Title: The Ultimate Tutorial for AI-driven Scale Development in Generative Psychometrics: Releasing AIGENIE from its Bottle

Abstract:
arXiv:2603.28643v1 Announce Type: new Abstract: Psychological scale development has traditionally required extensive expert involvement, iterative revision, and large-scale pilot testing before psychometric evaluation can begin. The `AIGENIE` R package implements the AI-GENIE framework (Automatic Item Generation with Network-Integrated Evaluation), which integrates large language model (LLM) text generation with network psychometric methods to automate the early stages of this process. The packa
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