Interactive Exploratory Data Analysis with R and Shiny: An LLM-Supported Explanation and Prediction Platform

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dc.contributor.authorAlbayrak, Ahmet
dc.contributor.authorAlbayrak, Muammer
dc.contributor.authorKaynaklı, Metin
dc.date.accessioned2026-07-01T11:30:29Z
dc.date.available2026-07-01T11:30:29Z
dc.date.issued2026
dc.departmentDüzce Üniversitesi
dc.description.abstractExploratory Data Analysis (EDA), recognized as the initial and most critical phase of the data science workflow, plays a fundamental role in understanding the structure of datasets, performing data cleaning, and preparing data for subsequent modeling tasks. This study introduces an interactive EDA platform developed with the R programming language and the Shiny framework. The platform allows users to upload datasets and conduct essential statistical analyses and visualizations, while additionally incorporating large language models (LLMs), such as the OpenAI GPT-4-turbo model, to automatically generate explanatory insights and interpretative commentary regarding the data. By complementing traditional statistical evaluations with language model–driven perspectives, the proposed approach enriches the analytical process by enhancing user intuition and interpretive depth. The system was evaluated using sample datasets, through which both conventional EDA outputs and LLM-assisted interpretations were demonstrated. The findings suggest that the integration of LLMs within Shiny applications holds considerable potential to advance data science education, decision support systems, and automated reporting practices.
dc.description.sponsorshipTÜBİTAK
dc.identifier.dergipark1787094
dc.identifier.doi10.17798/bitlisfen.1787094
dc.identifier.endpage200
dc.identifier.issn2147-3129
dc.identifier.issn2147-3188
dc.identifier.issue1
dc.identifier.orcid0000-0002-2166-1102
dc.identifier.orcid0000-0002-5946-6310
dc.identifier.orcid0000-0001-8372-1345
dc.identifier.startpage188
dc.identifier.urihttps://doi.org/10.17798/bitlisfen.1787094
dc.identifier.urihttps://hdl.handle.net/20.500.12684/22630
dc.identifier.volume15
dc.language.isoen
dc.publisherBitlis Eren Üniversitesi
dc.relation.ispartofBitlis Eren Üniversitesi Fen Bilimleri Dergisi
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_DergiPark_20260623
dc.subjectExploratory Data Analysis
dc.subjectLarge Language Models
dc.subjectShiny
dc.subjectExplainable AI
dc.subjectInteractive Interface
dc.titleInteractive Exploratory Data Analysis with R and Shiny: An LLM-Supported Explanation and Prediction Platform
dc.typeArticle

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