Promptology

The Study of How to Write Effective AI Prompts

students looking at laptop

Overview

Promptology builds on and extends work in prompt engineeringreasoning prompts (e.g., chain-of-thought), prompt optimization, and linguistically informed prompt taxonomies such as TELeR and PromptPrism. It also aligns with emerging HCI-driven critiques that move beyond “prompt tricks” toward human-centered prompting as an interaction paradigm (e.g., Kraljic, 2024; Yang, 2023). Unlike technical prompting research, which focuses on model performance, Promptology emphasizes the cognitive, ethical, cultural, and pedagogical dimensions of prompting areas still underdeveloped in mainstream AI literature. 

In very simple terms, Promptology is the study of how to write good prompts for AI tools like ChatGPT.  It teaches you how to ask questions or give instructions in a way that helps AI understand you better and give the best possible answers. 

Why safe & ethical integration matters

From an academic perspective, the field is now moving toward several new directions: 

  1. Theoretical Expansion
    Scholars are beginning to explore prompting as a form of conceptual designdistributed cognition, and language-as-interface, situating Promptology alongside disciplines like HCI, cognitive linguistics, and philosophy of technology. 
  1. Standardization & Taxonomy Development
    There is growing momentum to establish shared terminology, prompt reporting standards, and reproducibility practices areas in which Promptology offers needed structure. 
  1. AI Literacy & Curriculum Design
    Educational researchers are increasingly incorporating prompt strategy research into AI literacy frameworks. Dr. Olla’s Promptology curriculum and SPARRO-based instruction are among the first formal academic implementations of this emerging literacy domain. 
  1. Ethical & Responsible Prompting
    Researchers are recognizing that prompts can amplify or mitigate bias, shape safety outcomes, and influence the cultural framing of responses. Promptology positions ethical alignment as integral to prompt design. 
  1. Applied Domains & Simulation
    Promptology is expanding into fields such as healthcare simulation, legal reasoning, creative industries, and system-level workflow automation, establishing prompting as a critical professional competency.

    As one of the early pioneers of Promptology, Dr. Phillip Olla’s work is shaping how scholars, educators, designers, and practitioners conceptualize human–AI interaction. His current research explores the development of Promptology-based curricula, empirical studies of prompt behavior, and multi-modal applications of prompting within simulation, health informatics, and AI-augmented learning. 
Project Type

Education

Goal / Objective

AI prompt taxonomies, TELeR, PromptPrism

Project Timeline

1/2024 - 12/2025