The Landscape of Generative AI in Information Systems: A Synthesis of Secondary Reviews and Research Agendas

arXiv:2603.11842 · cs.CY, cs.AI · Submitted 2026-03-12 · Read on arXiv

cs.CY, cs.AI

Submitted: 2026-03-12

Updated: 2026-09-02

Code: https://github.com/przybylek/GenAI4IS

Terminology

Software Engineering — 59× in this paper
Generative AI — 43× in this paper · explained in 2 episodes
Accountability — 33× in this paper · explained in 2 episodes
Artificial Intelligence — 32× in this paper
Large Language Models — 24× in this paper
Personalization — 21× in this paper · explained in 2 episodes
Accuracy — 20× in this paper · explained in 1 episode
Explainability — 20× in this paper · explained in 3 episodes
Hallucination — 19× in this paper · explained in 4 episodes
Core — 14× in this paper · explained in 2 episodes
Transformer — 11× in this paper · explained in 2 episodes
Information Technology — 9× in this paper
Alignment — 7× in this paper · explained in 1 episode
Contextual Awareness — 7× in this paper · explained in 2 episodes
Generative Model — 7× in this paper · explained in 2 episodes
Generative Models — 7× in this paper · explained in 3 episodes
Provenance — 7× in this paper · explained in 4 episodes
Adaptation — 5× in this paper · explained in 1 episode
AI Agents — 4× in this paper · explained in 2 episodes
Adam — 4× in this paper · explained in 2 episodes
Calibration — 4× in this paper · explained in 7 episodes
Fine-Tuning — 4× in this paper · explained in 5 episodes
Interpretability — 4× in this paper · explained in 15 episodes
Robustness — 4× in this paper · explained in 5 episodes
Sociotechnical GenAI Outcomes Matrix — 4× in this paper
AI Integration — 3× in this paper · explained in 1 episode
AI Literacy — 3× in this paper · explained in 1 episode
Actor — 3× in this paper · explained in 3 episodes
Artificial Intelligence (AI) — 3× in this paper · explained in 2 episodes
Benchmark — 3× in this paper · explained in 2 episodes
Cognitive Load — 3× in this paper · explained in 2 episodes
Consistency — 3× in this paper · explained in 3 episodes
Diffusion Model — 3× in this paper · explained in 8 episodes
Diffusion Models — 3× in this paper · explained in 6 episodes
Failure Modes — 3× in this paper · explained in 3 episodes
Foundation Model — 3× in this paper · explained in 3 episodes
Foundation Models — 3× in this paper · explained in 7 episodes
Human-in-the-Loop — 3× in this paper · explained in 3 episodes
Methodological Rigor — 3× in this paper · explained in 2 episodes
RAG — 3× in this paper · explained in 3 episodes
Verification — 3× in this paper · explained in 2 episodes
Actionability — 2× in this paper · explained in 3 episodes
Agentic AI — 2× in this paper · explained in 1 episode
Annual Review of Information Science and Technology — 2× in this paper
Fidelity — 2× in this paper · explained in 2 episodes
Generalization — 2× in this paper · explained in 13 episodes
Grounding — 2× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
Prompt Engineering — 2× in this paper · explained in 4 episodes
Retrieval-Augmented Generation — 2× in this paper
Review of Natural Language Processing — 2× in this paper
Synthetic Data Generation — 2× in this paper · explained in 5 episodes
Abstraction — 1× in this paper · explained in 1 episode
Adaptive Response — 1× in this paper · explained in 1 episode
Affordance — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Attention Mechanism — 1× in this paper · explained in 3 episodes
Benchmarking — 1× in this paper · explained in 4 episodes
Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
Commentary — 1× in this paper · explained in 2 episodes
Cooperation — 1× in this paper · explained in 2 episodes
Data Sovereignty — 1× in this paper · explained in 2 episodes
Database of Abstracts of Reviews of Effects — 1× in this paper
Digital Twin — 1× in this paper · explained in 5 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Explainable AI (XAI) — 1× in this paper · explained in 7 episodes
External Validation — 1× in this paper · explained in 2 episodes
Generalizability — 1× in this paper · explained in 6 episodes
Generative Adversarial Networks (GANs) — 1× in this paper · explained in 3 episodes
International Conference on Information Systems Development — 1× in this paper
International Journal of E-Health and Medical Communications — 1× in this paper
Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
Latent Space — 1× in this paper · explained in 7 episodes
Ontology — 1× in this paper · explained in 2 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
Trace — 1× in this paper · explained in 2 episodes
Transformer Architecture — 1× in this paper · explained in 2 episodes
Verifiability — 1× in this paper · explained in 2 episodes
Web of Science Core Collection — 1× in this paper
While Information Systems — 1× in this paper

The Landscape of Generative AI in Information Systems: A Synthesis of Secondary Reviews and Research Agendas

Terminology

Sources

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