Skip to main content
Top

2023 | OriginalPaper | Chapter

38. Incorporating Crowdsourced Social Media Footprint in Delhi Metro’s Service Quality Assessment

Authors : Apoorv Agrawal, Paulose N. Kuriakose

Published in: Urban Commons, Future Smart Cities and Sustainability

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In today’s competitive environment, assessing service quality has emerged as a strategic instrument for enhancing efficiency and persuading users to opt for the service. But the service provider’s challenge is ascertaining the commuter perception, especially on qualitative aspects of perceived service quality. In public transport, a comprehensive service quality assessment (SQA) framework has proven effective in assessing service performance when ‘commuter perception’ is the measuring unit of service quality. Most developing countries, including India, struggle to actively incorporate commuter perspectives when assessing the qualitative aspects of service quality. To aid, social media data can prove to be a game shift in this modern digital era to offer an insight into the commuter perception of service delivery. The chapter aims to incorporate social media data for integrating qualitative aspects based on commuters’ perceptions into the public transport SQA framework for the Delhi metro. The study extracts Twitter data, performs semantic and sentiment analysis to comprehend commuters’ concerns and assesses commuters’ sentiments on the predicted concerns. Further, the service performance score is calculated using a weighted SERVPERF scale, and an Importance-Performance analysis is performed to identify the priority areas. The benefit of this method is twofold; first, it allows for establishing a real-time feedback structure that benefits both the service provider and commuters, and second, it allows for the periodic assessment of commuters’ perceptions of service delivery.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Bird S, Klein E, Loper E (2009) Natural language processing with Python. O’reilly Bird S, Klein E, Loper E (2009) Natural language processing with Python. O’reilly
go back to reference Blanc DL (2020) E-participation: a quick overview of recent qualitative trends. DESA Working Paper, 163, 1–33. United Nations- Department of Economic and Social Affairs Blanc DL (2020) E-participation: a quick overview of recent qualitative trends. DESA Working Paper, 163, 1–33. United Nations- Department of Economic and Social Affairs
go back to reference Blei DM, Ng AY, Jordan MI (2003) Latent Dirichlet allocation. J Mach Learn Res 3:993–1022 Blei DM, Ng AY, Jordan MI (2003) Latent Dirichlet allocation. J Mach Learn Res 3:993–1022
go back to reference García S, Luengo J, Herrera F (2015) Dealing with missing values. In: Kacprzyk J, Jain LC (eds) Data Preprocessing in Data Mining. Springer, pp 59–106CrossRef García S, Luengo J, Herrera F (2015) Dealing with missing values. In: Kacprzyk J, Jain LC (eds) Data Preprocessing in Data Mining. Springer, pp 59–106CrossRef
go back to reference Hair J, Black WC, Babin BJ, Anderson RE (2010) Multivariate data analysis: a global perspective. Pearson Education, Cop Hair J, Black WC, Babin BJ, Anderson RE (2010) Multivariate data analysis: a global perspective. Pearson Education, Cop
go back to reference Manning CD, Raghavan P, Hinrich Schütze, University of Cambridge (2009) Introduction to information retrieval. Cambridge University Press Manning CD, Raghavan P, Hinrich Schütze, University of Cambridge (2009) Introduction to information retrieval. Cambridge University Press
go back to reference Parasuraman A, Zeithaml VA, Berry LL (1988) SERVQUAL: a multiple-item scale for measuring customer perceptions of service quality. J Retail 12–40 Parasuraman A, Zeithaml VA, Berry LL (1988) SERVQUAL: a multiple-item scale for measuring customer perceptions of service quality. J Retail 12–40
go back to reference Schneider B, White SS (2004) Service quality: research perspectives. Sage Publications, London Schneider B, White SS (2004) Service quality: research perspectives. Sage Publications, London
go back to reference Sloan L, Quan-Haase A (2017) The SAGE handbook of social media research methods. Sage Reference Sloan L, Quan-Haase A (2017) The SAGE handbook of social media research methods. Sage Reference
Metadata
Title
Incorporating Crowdsourced Social Media Footprint in Delhi Metro’s Service Quality Assessment
Authors
Apoorv Agrawal
Paulose N. Kuriakose
Copyright Year
2023
DOI
https://doi.org/10.1007/978-3-031-24767-5_38