Optimierung des Customer Experience Managements durch die Nutzung von Speech Analytics in der Versicherungsbranche
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Optimierung des Customer Experience Managements durch die Nutzung von Speech Analytics in der Versicherungsbranche
Klopfer, Lisa-Marie | Meier, Giulia | Steul-Fischer, Martina
Zeitschrift für die gesamte Versicherungswissenschaft, Vol. 113 (2024), Iss. 1 : pp. 127–179
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Lisa-Marie Klopfer, M.Sc., ehemalige wissenschaftliche Mitarbeiterin und Doktorandin des Lehrstuhls für BWL, insb. Versicherungsmarketing, der Friedrich-Alexander-Universität Erlangen-Nürnberg Friedrich-Alexander-Universität Erlangen-Nürnberg, Lange Gasse 20, 90403 Nürnberg, Germany
Giulia Meier, M.Sc., ehemalige Masterandin am Lehrstuhl für BWL, insb. Versicherungsmarketing, der Friedrich-Alexander-Universität Erlangen-Nürnberg, Lange Gasse 20, 90403 Nürnberg, Germany
Prof. Dr. Martina Steul-Fischer, Inhaberin des Lehrstuhls für BWL, insb. Versicherungsmarketing, der Friedrich-Alexander-Universität Erlangen-Nürnberg, Lange Gasse 20, 90403 Nürnberg, Germany
References
-
Baier, L./Kühl, N./Schüritz, R./Satzger, G. (2021): Will the customers be happy? Identifying unsatisfied customers from service encounter data. In: J. Serv. Manag. 32(2), 265–288.
Google Scholar -
Balducci, B./Marinova, D. (2018): Unstructured data in marketing. In: J. Acad. Mark. Sci. 46(4), 557–590.
Google Scholar -
Becker, L./Jaakkola, E. (2020): Customer experience: fundamental premises and implications for research. In: J. Acad. Mark. Sci. 48(4), 630–648.
Google Scholar -
Berry, L. L./Wall, E. A./Carbone, L.P. (2006): Service clues and customer assessment of the service experience: Lessons from marketing. In: Acad. Manag. Perspect. 20(2), 43–57.
Google Scholar -
Bolton, R. N./Gustafsson, A./McColl-Kennedy, J./Sirianni, N. J./Tse, D. K. (2014): Small details that make big differences: A radical approach to consumption experience as a firm’s differentiating strategy. In: J. Serv. Manag. 25(2), 253–274.
Google Scholar -
Brakus, J. J./Schmitt, B. H./Zarantonello, L. (2009): Brand Experience: What Is It? How Is It Measured? Does It Affect Loyalty? In: J. Mark. 73(3), 52–68.
Google Scholar -
Braun, V./Clarke, V. (2006): Using thematic analysis in psychology. In: Qual. Res. Psychol. 3(2), 77–101.
Google Scholar -
Brennan, R. L./Prediger, D. J. (1981): Coefficient kappa: Some uses, misuses, and alternatives. Educ. In: Psychol. Meas. 41(3), 687–699.
Google Scholar -
Bruhn, M. (2022): Relationship Marketing. Das Management von Kundenbeziehungen. Vahlen, München.
Google Scholar -
Bruhn, M./Hadwich, K. (2012): Customer Experience – Eine Einführung in die theoretischen und praktischen Problemstellungen. In: Bruhn, M./Hadwich, K. (Hrsg.), Customer Experience. Gabler Verlag, Wiesbaden, 3–36.
Google Scholar -
Bruhn, M./Meffert, H./Hadwich, K. (2019): Handbuch Dienstleistungsmarketing: Planung – Umsetzung – Kontrolle. Springer Gabler, Wiesbaden.
Google Scholar -
Burla, L./Knierim, B./Barth, J./Liewald, K./Duetz, M./Abel, T. (2008): From text to codings: Intercoder reliability assessment. In: Nurs. Res. 57(2), 113–117.
Google Scholar -
Dimension Data (2016): Welcher Kommunikationskanal wird von welcher Altersklasse bevorzugt?, https://de.statista.com/statistik/daten/studie/791472/umfrage/umfrage-zu-bevorzugten-kommunikationskanaelen-in-contact-centern-weltweit/ [19.02.2023].
Google Scholar -
Döring, N./Bortz, J. (2016): Forschungsmethoden und Evaluation in den Sozial- und Humanwissenschaften. Springer-Verlag, Berlin/Heidelberg.
Google Scholar -
Edelman, D. C./Abraham, M. (2022): Customer Experience in the age of AI. In: Harv. Bus. Rev. 100(2), 116–125.
Google Scholar -
Fluss, D. (2019): Speech Analytics and AI Is a Winning Combination. Service, quality management, and the customer journey will all see big gains. Speech Technol. 24(1), 5.
Google Scholar -
Gandomi, A./Haider, M. (2015): Beyond the hype: Big data concepts, methods, and analytics. In: Int. J. Inf. Manage. 35(2), 137–144.
Google Scholar -
Gupta, S./Leszkiewicz, A./Kumar, V./Bijmolt, T./Potapov, D. (2020): Digital Analytics: Modeling for Insights and New Methods. In: J. Interact. Mark. 51(1), 26–43.
Google Scholar -
Hamilton, R./Price, L. L. (2019): Consumer journeys: developing consumer-based strategy. In: J. Acad. Mark. Sci. 47(2), 187–191.
Google Scholar -
Hechler, O. (2021): Datengestützte Customer Experience, https://www.asscompact.de/nachrichten/datengestützte-customer-experience [10.03.2023].
Google Scholar -
Hollins, B./Shinkins, S. (2006): Managing Service Operations. Design and Implementation. SAGE, London.
Google Scholar -
Holmlund, M./Van Vaerenbergh, Y./Ciuchita, R./Ravald, A./Sarantopoulos, P./Villarroel Ordenes, F./Zaki, M. (2020): Customer experience management in the age of big data analytics: A strategic framework. In: J. Bus. Res. 116, 356–365.
Google Scholar -
Homburg, C./Jozić, D./Kuehnl, C. (2017): Customer experience management: toward implementing an evolving marketing concept. In: J. Acad. Mark. Sci. 45(3), 377–401.
Google Scholar -
Homburg, C./Stock-Homburg, R. (2016): Theoretische Perspektiven zur Kundenzufriedenheit. In: Homburg, C. (Hrsg.), Kundenzufriedenheit: Konzepte – Methoden – Erfahrungen. Springer Gabler, Wiesbaden, 17–52.
Google Scholar -
Humphreys, A./Wang, R. J. H. (2018): Automated text analysis for consumer research. In: J. Consum. Res. 44(6), 1274–1306.
Google Scholar -
Jaakkola, E./Becker, L./Panina, E. (2022): Understanding and Managing Customer Experiences. In: Edvardsson, B./Tronvoll, B. (Hrsg.), The Palgrave Handbook of Service Management. Palgrave Macmillan, Cham, 655–675.
Google Scholar -
Kahneman, D./Tversky, A. (1979): Prospect Theory : An Analysis of Decision under Risk. Econometrica 47(2), 263–292.
Google Scholar -
Keiningham, T. L./Aksoy, L./Bruce, H. L./Cadet, F./Clennell, N./Hodgkinson, I. R./Kearney, T. (2020): Customer experience driven business model innovation. In: J. Bus. Res. 116, 431–440.
Google Scholar -
Klaus, P./Maklan, S. (2012): EXQ: A multiple-item scale for assessing service experience. In: J. Serv. Manag. 23(1), 5–33.
Google Scholar -
Klaus, P./Maklan, S. (2013): Towards a better measure of customer experience. In: Int. J. Mark. Res. 55(2), 227–246.
Google Scholar -
Klink, R. R./Zhang, J. Q./Athaide, G. A. (2021): Measuring customer experience management and its impact on financial performance. In: Eur. J. Mark. 55(3), 840–867.
Google Scholar -
Klopfer, L.-M./Steul-Fischer, M./Zitzmann, A. (2022): Customer Experience Management – Eine qualitative Studie zur Umsetzung in der Versicherungsbranche. In: Zeitschrift für die gesamte Versicherungswiss. 111(3), 245–276.
Google Scholar -
Knox, G./van Oest, R. (2014): Customer Complaints and Recovery Effectiveness : A Customer Base Approach. In: J. Mark. 78(5), 42–57.
Google Scholar -
Kranzbühler, A. M./Kleijnen, M. H. P./Morgan, R. E./Teerling, M. (2018): The Multilevel Nature of Customer Experience Research: An Integrative Review and Research Agenda. In: Int. J. Manag. Rev. 20(2), 433–456.
Google Scholar -
Kuehnl, C./Jozic, D./Homburg, C. (2019): Effective customer journey design: consumers’ conception, measurement, and consequences. In: J. Acad. Mark. Sci. 47(3), 551–568.
Google Scholar -
Kumar, V./Reinartz, W. (2016): Creating enduring customer value. In: J. Mark. 80(6), 36–68.
Google Scholar -
Landis, J. R./Koch, G. G. (1977): The Measurement of Observer Agreement for Categorical Data. Biometrics 33(1), 159–174.
Google Scholar -
Lemon, K. N./Verhoef, P. C. (2016): Understanding Customer Experience Throughout the Customer Journey. In: J. Mark. 80(6), 69–96.
Google Scholar -
Mangei, T. (2019): Entwicklungstendenzen und Herausforderungen in der Versicherungswirtschaft. In: Reich, M./Zerres, C. (Hrsg.), Handbuch Versicherungsmarketing. Springer, Berlin/Heidelberg, 139–151.
Google Scholar -
Masterson, M. (2014): Speech Analytics Gets Real (Time). Speech Technol. 19(4), 30–33.
Google Scholar -
MAXQDA (2020): MAXQDA 2020 Manual, https://www.maxqda.com/de/download/manuals/MAX2020-Online-Manual-Complete-DE.pdf [20.02.2023].
Google Scholar -
Mayer-Vorfelder, M. (2012a): Customer Experience Management im Dienstleistungsbereich – Konzeption eines entscheidungsorientierten Managementansatzes. In: Bruhn, M./Hadwich, K. (Hrsg.), Customer Experience. Gabler Verlag, Wiesbaden, 133–157.
Google Scholar -
Mayer-Vorfelder, M. (2012b): Kundenerfahrungen im Dienstleistungsprozess – Eine theoretische und empirische Analyse. Gabler Verlag, Wiesbaden.
Google Scholar -
Mayring, P. (2022): Qualitative Inhaltsanalyse. Grundlagen und Techniken. Beltz, Weinheim.
Google Scholar -
Mayring, P./Fenzl, T. (2019): Qualitative Inhaltsanalyse. In: Baur, N./Blasius, J. (Hrsg.), Handbuch Methoden der empirischen Sozialforschung. Springer VS, Wiesbaden, 633–648.
Google Scholar -
McColl-Kennedy, J. R./Gustafsson, A./Jaakkola, E./Klaus, P./Radnor, Z. J./Perks, H./Friman, M. (2015): Fresh perspectives on customer experience. In: J. Serv. Mark. 29(6/7), 430–435.
Google Scholar -
McColl-Kennedy, J. R./Zaki, M. (2022): Measuring and Managing Customer Experience (CX): What Works and What Doesn’t. In: Edvardsson, B./Tronvoll, B. (Hrsg.), The Palgrave Handbook of Service Management. Palgrave Macmillan, Cham, 729–744.
Google Scholar -
McColl-Kennedy, J. R./Zaki, M./Lemon, K. N./Urmetzer, F./Neely, A. (2019): Gaining Customer Experience Insights That Matter. In: J. Serv. Res. 22(1), 8–26.
Google Scholar -
Meyer, C./Schwager, A. (2007): Understanding Customer Experience. Harv. Bus. Rev. 85(2), 116–126.
Google Scholar -
Moorman, C. (2021): Transformation of Marketing: Emerging Digital, Social, and Political Trends, https://cmosurvey.org/wp-content/uploads/2021/02/The_CMO_Survey-Highlights_and_Insights_Report-February-2021.pdf [07.02.2023].
Google Scholar -
Morgan, B. (2019): The 20 Best Customer Experience Metrics For Your Business, https://www.forbes.com/sites/blakemorgan/2019/07/29/the-20-best-customer-experience-metrics-for-your-business/?sh=38cc2c6e58cc [27.02.2023].
Google Scholar -
Neslin, S. A./Gupta, S./Kamakura, W./Lu, J./Mason, C. H. (2006): Defection detection: Measuring and understanding the predictive accuracy of customer churn models. In: J. Mark. Res. 43(2), 204–211.
Google Scholar -
Neureiter, M. (2020): Mit Daten zur intelligenten Churn Prevention – Prädiktives Kundenbeziehungsmanagement am Beispiel moderner Kündigungsprävention. In: Stadelmann, M./Pufahl, M./Laux, D. (Hrsg.), CRM goes digital. Springer Gabler, Wiesbaden, 169–180.
Google Scholar -
NTT (2021): Global Customer Experience Benchmarking Report. Crossing the CX divide: leading from a new baseline, https://www.millennium1solutions.com/wp-content/uploads/2022/01/2021-Global-Customer-Experience-Benchmarking-Report.pdf [21.01.2023].
Google Scholar -
O’Connor, C./Joffe, H. (2020): Intercoder Reliability in Qualitative Research: Debates and Practical Guidelines. In: Int. J. Qual. Methods. 19, 1–13.
Google Scholar -
Oliver, R. L. (2010): Satisfaction. A Behavioral Perspective on the Consumer. Sharpe, New York
Google Scholar -
Oster, O. (2019): Customer Experience – die Königsdisziplin. In: Reich, M./Zerres, C. (Hrsg.), Handbuch Versicherungsmarketing. Springer, Berlin/Heidelberg, 171–191.
Google Scholar -
Palmer, A. (2010): Customer experience management: a critical review of an emerging idea. In: J. Serv. Mark. 24(3), 196–208.
Google Scholar -
Polanyi, L./Zaenen, A. (2006): Contextual valence shifters. In: Shanahan, J. G./Qu, Y./Wiebe, J. (Hrsg.), Computing Attitude and Affect in Text: Theory and Applications. Springer, Dordrecht, 1–10.
Google Scholar -
Rädiker, S./Kuckartz, U. (2019): Analyse qualitativer Daten mit MAXQDA. Text, Audio und Video. Springer VS, Wiesbaden.
Google Scholar -
Rafferty, K. (2020): Die Digitalisierung des Kundenkontakts im Gesundheitswesen. In: Stadelmann, M./Pufahl, M./Laux, D. (Hrsg.), CRM goes digital. Springer Gabler, Wiesbaden, 329–341.
Google Scholar -
Reichheld, F. F. (2003): The One Number You Need to Grow. In: Harv. Bus. Rev. 81(12), 46–54.
Google Scholar -
Remus, R./Quasthoff, U./Heyer, G. (2010): SentiWS – A publicly available German-language resource for sentiment analysis. In: Proceedings of the 7th International Conference on Language Resources and Evaluation, LREC 2010, S. 1168–1171.
Google Scholar -
Roggeveen, A. L./Rosengren, S. (2022): From customer experience to human experience: Uses of systematized and non-systematized knowledge. In: J. Retail. Consum. Serv. 67, 1–7.
Google Scholar -
Russom, P. (2011): Big data analytics. In: TDWI best Pract. report, fourth Quart. 19, 1–34.
Google Scholar -
Schleier, J./Hauser, J. (2020): Disruptive Kundeninteraktion durch Stimmen- und Spracherkennung für Banken und Versicherungen. In: Stadelmann, M./Pufahl, M./Laux, D. D. (Hrsg.), CRM goes digital. Springer Gabler, Wiesbaden, 207–217.
Google Scholar -
Schmitt, B. (2009): Customer Experience Management. In: Bruhn, M./Esch, F.-R./Langner, T. (Hrsg.), Handbuch Kommunikation. Gabler, Wiesbaden, 697–712.
Google Scholar -
Schmitt, B./Zarantonello, L. (2013): Consumer experience and experiential marketing: A critical review. In: Rev. Mark. Res. 10, 25–61.
Google Scholar -
Siegel, M./Alexa, M. (2020): Sentiment-Analyse deutschsprachiger Meinungsäußerungen. Grundlagen, Methoden und praktische Umsetzung. Springer Vieweg, Wiesbaden.
Google Scholar -
Sivarajah, U./Kamal, M. M./Irani, Z./Weerakkody, V. (2017): Critical analysis of Big Data challenges and analytical methods. In: J. Bus. Res. 70, 263–286.
Google Scholar -
Sutor, T. (2019): Theoretische Grundlagen des Versicherungsmarketing. In: Reich, M./Zerres, C. (Hrsg.), Handbuch Versicherungsmarketing. Springer, Berlin/Heidelberg, 15–33.
Google Scholar -
Tueanrat, Y./Papagiannidis, S./Alamanos, E. (2021): Going on a journey: A review of the customer journey literature. In: J. Bus. Res. 125(1), 336–353.
Google Scholar -
Verhoef, P. C./Lemon, K. N./Parasuraman, A./Roggeveen, A./Tsiros, M./Schlesinger, L. A. (2009): Customer Experience Creation: Determinants, Dynamics and Management Strategies. In: J. Retail. 85(1), 31–41.
Google Scholar -
Villarroel Ordenes, F./Theodoulidis, B./Burton, J./Gruber, T./Zaki, M. (2014): Analyzing Customer Experience Feedback Using Text Mining: A Linguistics-Based Approach. In: J. Serv. Res. 17(3), 278–295.
Google Scholar -
Wortschatz Leipzig (2018): Downloadseite des Projekts Deutscher Wortschatz / Leipzig Corpora Collection, https://wortschatz.uni-leipzig.de/de/download [22.03.2023].
Google Scholar -
Xiang, Z./Schwartz, Z./Gerdes, J. H./Uysal, M. (2015): What can big data and text analytics tell us about hotel guest experience and satisfaction? In: Int. J. Hosp. Manag. 44, 120–130.
Google Scholar -
Xiong, S./Wang, R./Huang, X./Chen, Z. (2022): Multidimensional Latent Semantic Networks for Text Humor Recognition. In: Sensors 22(15), 1–15.
Google Scholar -
Zaki, M./McColl-Kennedy, J. R./Neely, A. (2021): Using AI to Track How Customers Feel – In Real Time. https://hbr.org/2021/05/using-ai-to-track-how-customers-feel-in-real-time [10.03.2023].
Google Scholar
Abstract
Digitalisation and the resulting variety of communication channels and touchpoints pose great challenges for insurance companies. Thus, customer experience management, which focuses on the continuous improvement of customer experiences at every touchpoint, has become increasingly relevant in the industry. Speech analytics can help managers perceive and understand customer experiences from the customers’ perspective. Therefore, this article examines the use of speech analytics to optimize customer experience management based on inbound calls from a large German insurance company. The qualitative content analysis reveals an unexpected variety of conversational content. In addition to information about the analysed customer experience, it also provides opportunities to determine customer satisfaction as well as valuable clues about past customer experiences and potential for improvement at various touchpoints along the customer journey. The results highlight the need to consider articulated direct and indirect customer feedback in order to optimize customer experiences.