Example of 10 Digital VoC Records and Topical Prevalence related to the three key attributes (“Material Quality”; “Usability” and “Customer Service”) identified by the topic modeling algorithm
| j-th | Digital VoC record | Rating (k) | Material quality () | Usability () | Customer service () |
|---|---|---|---|---|---|
| 1 | Extremely poor material quality and difficult to use | 1 | 0.8 | 0 | 0.2 |
| 2 | Broke quickly, difficult to use, slow customer response | 2 | 0.4 | 0.3 | 0.3 |
| 3 | Great usability and software, excellent customer service | 5 | 0 | 0.8 | 0.2 |
| 4 | Very solid construction, but tough to navigate the settings. Customer service responsive | 3 | 0.3 | 0.3 | 0.4 |
| 5 | Feels good, the interface is intuitive, very helpful customer service | 4 | 0.3 | 0.4 | 0.3 |
| 6 | Average quality build, I had a terrible customer service experience | 2 | 0.4 | 0 | 0.6 |
| 7 | Amazing support when I had issues with setup | 3 | 0 | 0.2 | 0.8 |
| 8 | Had a minor issue with a feature, but customer service was helpful in resolving it | 4 | 0 | 0.5 | 0.5 |
| 9 | Materials feel cheap and break easily, interface is complex | 1 | 0.8 | 0.2 | 0 |
| 10 | Excellent usability and materials and interface very simple, no service needed | 5 | 0.2 | 0.7 | 0.1 |
| Digital VoC record | Rating | Material quality ( | Usability | Customer service ( | |
|---|---|---|---|---|---|
| 1 | Extremely poor material quality and difficult to use | 1 | 0.8 | 0 | 0.2 |
| 2 | Broke quickly, difficult to use, slow customer response | 2 | 0.4 | 0.3 | 0.3 |
| 3 | Great usability and software, excellent customer service | 5 | 0 | 0.8 | 0.2 |
| 4 | Very solid construction, but tough to navigate the settings. Customer service responsive | 3 | 0.3 | 0.3 | 0.4 |
| 5 | Feels good, the interface is intuitive, very helpful customer service | 4 | 0.3 | 0.4 | 0.3 |
| 6 | Average quality build, I had a terrible customer service experience | 2 | 0.4 | 0 | 0.6 |
| 7 | Amazing support when I had issues with setup | 3 | 0 | 0.2 | 0.8 |
| 8 | Had a minor issue with a feature, but customer service was helpful in resolving it | 4 | 0 | 0.5 | 0.5 |
| 9 | Materials feel cheap and break easily, interface is complex | 1 | 0.8 | 0.2 | 0 |
| 10 | Excellent usability and materials and interface very simple, no service needed | 5 | 0.2 | 0.7 | 0.1 |
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