Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach
Suman Agarwal,1 Ranjit Singh,1 Bhartrihari Pandiya,2 Dhrubajyoti Bordoloi2,3 1Department of Management Studies, Indian Institute of Information Technology Allahabad, Prayagraj, UP, India; 2National Forensic Science University, Gandhinagar, Gujrat, India; 3Department of Management, Nagaland Universit...
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| Format: | Article |
| Language: | English |
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Dove Medical Press
2024-04-01
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| Series: | Journal of Multidisciplinary Healthcare |
| Subjects: | |
| Online Access: | https://www.dovepress.com/unveiling-the-negative-customer-experience-in-diagnostic-centers-a-dat-peer-reviewed-fulltext-article-JMDH |
| _version_ | 1797216208252043264 |
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| author | Agarwal S Singh R Pandiya B Bordoloi D |
| author_facet | Agarwal S Singh R Pandiya B Bordoloi D |
| author_sort | Agarwal S |
| collection | DOAJ |
| description | Suman Agarwal,1 Ranjit Singh,1 Bhartrihari Pandiya,2 Dhrubajyoti Bordoloi2,3 1Department of Management Studies, Indian Institute of Information Technology Allahabad, Prayagraj, UP, India; 2National Forensic Science University, Gandhinagar, Gujrat, India; 3Department of Management, Nagaland University Kohima Campus, Meriema, Kohima, Nagaland, IndiaCorrespondence: Ranjit Singh, Email ranjitsingh@iiita.ac.inIntroduction: This study aims to identify the negative customer experiences reflected in complaints against diagnostic centers using data mining tools.Methods: Analyzing customer complaints from a consumer complaints website, the Apriori algorithm was employed to uncover frequent patterns and identify key areas of concern. The frequency and distribution of terms used in complaints were also analyzed, and word clouds were generated to visualize the findings.Results: The study revealed that major areas of unfavorable customer experience included delayed test reports, erroneous test results, difficulties scheduling appointments, staff incivility, subpar service, and medical negligence.Discussion: These findings and the proposed model can guide diagnostic centers in incorporating data mining tools for customer experience analysis, enabling managers to proactively address issues and view complaints as opportunities for service improvement rather than legal liabilities.Keywords: apriori algorithm, consumer complaints, complaints analysis, data mining, customer experience |
| first_indexed | 2024-04-24T11:42:18Z |
| format | Article |
| id | doaj.art-10a147c7de164ae6b417cb396e29162a |
| institution | Directory Open Access Journal |
| issn | 1178-2390 |
| language | English |
| last_indexed | 2024-04-24T11:42:18Z |
| publishDate | 2024-04-01 |
| publisher | Dove Medical Press |
| record_format | Article |
| series | Journal of Multidisciplinary Healthcare |
| spelling | doaj.art-10a147c7de164ae6b417cb396e29162a2024-04-09T17:51:08ZengDove Medical PressJournal of Multidisciplinary Healthcare1178-23902024-04-01Volume 171491150491802Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining ApproachAgarwal SSingh RPandiya BBordoloi DSuman Agarwal,1 Ranjit Singh,1 Bhartrihari Pandiya,2 Dhrubajyoti Bordoloi2,3 1Department of Management Studies, Indian Institute of Information Technology Allahabad, Prayagraj, UP, India; 2National Forensic Science University, Gandhinagar, Gujrat, India; 3Department of Management, Nagaland University Kohima Campus, Meriema, Kohima, Nagaland, IndiaCorrespondence: Ranjit Singh, Email ranjitsingh@iiita.ac.inIntroduction: This study aims to identify the negative customer experiences reflected in complaints against diagnostic centers using data mining tools.Methods: Analyzing customer complaints from a consumer complaints website, the Apriori algorithm was employed to uncover frequent patterns and identify key areas of concern. The frequency and distribution of terms used in complaints were also analyzed, and word clouds were generated to visualize the findings.Results: The study revealed that major areas of unfavorable customer experience included delayed test reports, erroneous test results, difficulties scheduling appointments, staff incivility, subpar service, and medical negligence.Discussion: These findings and the proposed model can guide diagnostic centers in incorporating data mining tools for customer experience analysis, enabling managers to proactively address issues and view complaints as opportunities for service improvement rather than legal liabilities.Keywords: apriori algorithm, consumer complaints, complaints analysis, data mining, customer experiencehttps://www.dovepress.com/unveiling-the-negative-customer-experience-in-diagnostic-centers-a-dat-peer-reviewed-fulltext-article-JMDHapriori algorithmconsumer complaintscomplaints analysisdata miningcustomer experience |
| spellingShingle | Agarwal S Singh R Pandiya B Bordoloi D Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach Journal of Multidisciplinary Healthcare apriori algorithm consumer complaints complaints analysis data mining customer experience |
| title | Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach |
| title_full | Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach |
| title_fullStr | Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach |
| title_full_unstemmed | Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach |
| title_short | Unveiling the Negative Customer Experience in Diagnostic Centers: A Data Mining Approach |
| title_sort | unveiling the negative customer experience in diagnostic centers a data mining approach |
| topic | apriori algorithm consumer complaints complaints analysis data mining customer experience |
| url | https://www.dovepress.com/unveiling-the-negative-customer-experience-in-diagnostic-centers-a-dat-peer-reviewed-fulltext-article-JMDH |
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