EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION

Small businesses in Argentina, such as kiosks and microenterprises, often face challenges in managing inventory and responding to shifting customer preferences especially when certain products are unavailable. This study explores product substitution behaviors in such contexts by applying Natural La...

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Autor principal: Dalton, Ian
Formato: Ponencia en congreso
Lenguaje:Inglés
Publicado: Instituto Tecnológico de Buenos Aires (ITBA) 2025
Materias:
GESTIÓN INNOVADORA DE PROYECTOS, EFICIENCIA OPERATIVA, SUSTENTABILIDAD ORGANIZACIONAL, TRANSFORMACIÓN DIGITAL, VIRTUALIDAD
Acceso en línea:https://hdl.handle.net/20.500.14769/5022
https://doi.org/10.64814/411564qspylf
Aporte de:
Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA) de Instituto Tecnológico de Buenos Aires (ITBA)
id I32-R138-20.500.14769-5022
record_format dspace
spelling I32-R138-20.500.14769-50222026-01-07T13:47:34Z EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION Dalton, Ian GESTIÓN INNOVADORA DE PROYECTOS, EFICIENCIA OPERATIVA, SUSTENTABILIDAD ORGANIZACIONAL, TRANSFORMACIÓN DIGITAL, VIRTUALIDAD Small businesses in Argentina, such as kiosks and microenterprises, often face challenges in managing inventory and responding to shifting customer preferences especially when certain products are unavailable. This study explores product substitution behaviors in such contexts by applying Natural Language Processing (NLP) and Large Language Models (LLMs), with the goal of informing improved inventory management practices. By combining exploratory data analysis (EDA) with demographic and consumption data, this research provides actionable insights into substitution dynamics. Customer interviews and AI-based analysis reveal nuanced behavioral patterns not captured through traditional approaches. 2025-09-16T19:45:34Z 2025-09-16T19:45:34Z 2025-04 Ponencia en congreso https://hdl.handle.net/20.500.14769/5022 https://doi.org/10.64814/411564qspylf en application/pdf Instituto Tecnológico de Buenos Aires (ITBA)
institution Instituto Tecnológico de Buenos Aires (ITBA)
institution_str I-32
repository_str R-138
collection Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA)
language Inglés
topic GESTIÓN INNOVADORA DE PROYECTOS, EFICIENCIA OPERATIVA, SUSTENTABILIDAD ORGANIZACIONAL, TRANSFORMACIÓN DIGITAL, VIRTUALIDAD
spellingShingle GESTIÓN INNOVADORA DE PROYECTOS, EFICIENCIA OPERATIVA, SUSTENTABILIDAD ORGANIZACIONAL, TRANSFORMACIÓN DIGITAL, VIRTUALIDAD
Dalton, Ian
EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
topic_facet GESTIÓN INNOVADORA DE PROYECTOS, EFICIENCIA OPERATIVA, SUSTENTABILIDAD ORGANIZACIONAL, TRANSFORMACIÓN DIGITAL, VIRTUALIDAD
description Small businesses in Argentina, such as kiosks and microenterprises, often face challenges in managing inventory and responding to shifting customer preferences especially when certain products are unavailable. This study explores product substitution behaviors in such contexts by applying Natural Language Processing (NLP) and Large Language Models (LLMs), with the goal of informing improved inventory management practices. By combining exploratory data analysis (EDA) with demographic and consumption data, this research provides actionable insights into substitution dynamics. Customer interviews and AI-based analysis reveal nuanced behavioral patterns not captured through traditional approaches.
format Ponencia en congreso
author Dalton, Ian
author_facet Dalton, Ian
author_sort Dalton, Ian
title EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
title_short EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
title_full EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
title_fullStr EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
title_full_unstemmed EXPLORATORY ANALYSIS ON PRODUCT SUBSTITUTION
title_sort exploratory analysis on product substitution
publisher Instituto Tecnológico de Buenos Aires (ITBA)
publishDate 2025
url https://hdl.handle.net/20.500.14769/5022
https://doi.org/10.64814/411564qspylf
work_keys_str_mv AT daltonian exploratoryanalysisonproductsubstitution
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