Automatic classification of Customer Complaints in a Chilean Company Using DialogFlow

Luis Guerrero, Billy Peralta, Orietta Nicolis, Luis Caro

Producción científica: Contribución a los tipos de informe/libroContribución a la conferenciarevisión exhaustiva

Resumen

Customer service is currently of great importance because this process supports the management of customer queries, requests and disagreements. In customer service, noncompliance with resolution times as well as closing times appearsas a recurring problem, which has a direct relationship with the customer experience. An alternative to improve this process isthrough the use of natural language processing algorithms to facilitate the complaint of customers considering platforms and solutions already applied in the market. In this paper, a customer complaint classifier is proposed using Google's Dialog Flow system in a Chilean company considering the implementation of a prototype composed of a text classification model and a system that manages customer interactions. This system allows an automatic categorization of customer interactions, allowing the tasks of a customer service representative to be reduced, minimizing the risks of misclassified interactions and avoiding re-categorizations that increase resolutiontimes. The proposed model allows improvements over 50% accuracy over the classification given by the pre-existing system based on user feedback. As future work we propose to create a chatbot system that allows improving user feedback.

Idioma originalInglés
Título de la publicación alojada2022 41st International Conference of the Chilean Computer Science Society, SCCC 2022
EditorialIEEE Computer Society
ISBN (versión digital)9781665456746
DOI
EstadoPublicada - 2022
Evento41st International Conference of the Chilean Computer Science Society, SCCC 2022 - Santiago, Chile
Duración: 21 nov. 202225 nov. 2022

Serie de la publicación

NombreProceedings - International Conference of the Chilean Computer Science Society, SCCC
Volumen2022-November
ISSN (versión impresa)1522-4902

Conferencia

Conferencia41st International Conference of the Chilean Computer Science Society, SCCC 2022
País/TerritorioChile
CiudadSantiago
Período21/11/2225/11/22

Áreas temáticas de ASJC Scopus

  • Ingeniería General
  • Ciencia de la Computación General

Huella

Profundice en los temas de investigación de 'Automatic classification of Customer Complaints in a Chilean Company Using DialogFlow'. En conjunto forman una huella única.

Citar esto