The concurrent availability of an ever-increasing volume of User-Generated Content (UGC) and text mining techniques has enabled methods to conduct both qualitative and quantitative research that was unimaginable a few years ago. These investigations have proved to generate interesting insights with potential implications in manufacturing and engineering design. This paper introduces a novel practical methodology to address the following research issue: how to infer the quality determinants of a Product-Service System (PSS) from UGCs? Analyzing a sample of UGCs by means of a topic modelling method, the idea of this study is to produce and examine the set of determinants relevant to the perception of the quality of a specific PSS. The application of the proposed approach is exemplified on a specific use-oriented PSS: car-sharing.
Mining quality determinants of product-service systems from user-generated contents / Mastrogiacomo, Luca; Barravecchia, Federico; Franceschini, Fiorenzo; Marimon, Frederic. - In: QUALITY ENGINEERING. - ISSN 0898-2112. - STAMPA. - 33:3(2021), pp. 425-442. [10.1080/08982112.2021.1877305]
Mining quality determinants of product-service systems from user-generated contents
Luca, Mastrogiacomo;Federico, Barravecchia;Fiorenzo, Franceschini;
2021
Abstract
The concurrent availability of an ever-increasing volume of User-Generated Content (UGC) and text mining techniques has enabled methods to conduct both qualitative and quantitative research that was unimaginable a few years ago. These investigations have proved to generate interesting insights with potential implications in manufacturing and engineering design. This paper introduces a novel practical methodology to address the following research issue: how to infer the quality determinants of a Product-Service System (PSS) from UGCs? Analyzing a sample of UGCs by means of a topic modelling method, the idea of this study is to produce and examine the set of determinants relevant to the perception of the quality of a specific PSS. The application of the proposed approach is exemplified on a specific use-oriented PSS: car-sharing.File | Dimensione | Formato | |
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QE mining quality determinants PSS car sharing (2020-11-20) No Yellow.pdf
Open Access dal 12/06/2022
Descrizione: QE mining quality determinants PSS car sharing (2020-11-20)
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QE Mining quality determinants ON-LINE FIRST (2021-06-11).pdf
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Descrizione: QE Mining quality determinants ON-LINE FIRST (2021-06-11)
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2a Post-print versione editoriale / Version of Record
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Non Pubblico - Accesso privato/ristretto
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https://hdl.handle.net/11583/2948060