1 Introduction
2 Theoretical background and hypotheses development
Sales process step | Digital application | Used digital technologies |
---|---|---|
Customer acquisition | Customer relationship management system (CRM system): Structured collection and analysis of customer contacts and information – Can be enriched from and linked to new data sources: e‑mails, phone calls, social networks, e.g., use of social media listening platforms to proactively address customers at life events – Automated portfolio analysis: automatically generated advice and situation-related recommendations regarding, e.g., up- and cross-selling, customer lifetime value calculation, churn management | Big data Artificial intelligence Cloud Computing |
Advice | Omnichannel customer interaction: Personal contact (face-to-face), telephone, e‑mail, mail, messenger services, video chat/sharing of screen views, e.g., co-browsing | New communication channels Cloud Computing |
Digital consulting software, e.g., on a tablet | New communication channels | |
CRM system (see above) | Big data Artificial intelligence Cloud Computing | |
Conclusion | Smart Underwriting: – Risk assessment at the point of sale – Fraud detection when signing a contract | Artificial intelligence |
Digital interface with insurance company: – Digital signature/signature pad – Contract can be transmitted digitally to insurance company | Artificial intelligence | |
Support | Omnichannel customer interaction (see above) | New communication channels |
CRM system (see above) | Big data Artificial intelligence Cloud Computing | |
Digital interface with insurance company: – Digital signature/signature pad – Digital exchange regarding business transactions | Artificial intelligence |
3 Research methodology
4 Results
4.1 Descriptive statistics
Variable | Value | Absolute frequency | Relative frequency in % |
---|---|---|---|
Type of the company | Exclusive agency | 348 | 46.5 |
Independent agency and broker | 312 | 51.9 | |
Other | 11 | 1.6 | |
Average age of the sales force | Younger than 40 years | 127 | 18.9 |
Between 40 and 50 years | 193 | 28.8 | |
Older than 50 years | 307 | 45.8 | |
Unknown | 22 | 3.3 |
Digital application | Do you use this digital application? | |||
---|---|---|---|---|
Yes | No, however, I plan to do so | No, and currently not planned | Unknown | |
CRM system | 495 (73.8) | 38 (5.7) | 123 (18.3) | 15 (2.2) |
CRM system capable of working with unstructured data | 299 (60.5) | 59 (11.9) | 95 (19.2) | 42 (8.5) |
CRM system capable to generate automated recommendations based on portfolio analyses | 316 (63.8) | 75 (16.1) | 80 (15.2) | 24 (4.9) |
Messenger services for customer interaction | 414 (61.7) | 44 (6.6) | 207 (30.8) | 6 (0.9) |
Video chat for customer interaction | 340 (50.7) | 154 (23.0) | 174 (25.9) | 3 (0.4) |
Extended video chats including screen/whiteboard sharing | 335 (49.9) | 154 (23.0) | 168 (25.0) | 14 (2.1) |
Risk assessment at point of sale with a reduced number of questions | 279 (41.6) | 110 (16.4) | 243 (36.2) | 39 (5.8) |
Digitally sent business transactions to the insurance company in % in the step … | ||||||
---|---|---|---|---|---|---|
Digital application | N | Mean | Median | Standard deviation | Minimum | Maximum |
Application of a contract | 671 | 77.3 | 90 | 27.7 | 0 | 100 |
Conclusion of a contract | 671 | 77.9 | 90 | 26.6 | 0 | 100 |
Claims management | 671 | 76.8 | 90 | 28.4 | 0 | 100 |
Digital application | How much do you rate the added value? | |||||||
---|---|---|---|---|---|---|---|---|
Very low (1) | Low (2) | Rather low (3) | Neutral (4) | Rather high (5) | High (6) | Very high (7) | Unknown | |
CRM system | 20 (3.0) | 28 (4.2) | 30 (4.5) | 84 (12.5) | 96 (14.3) | 116 (17.3) | 263 (39.2) | 34 (5.1) |
CRM system capable of working with unstructured data | 8 (1.6) | 14 (2.8) | 17 (3.4) | 89 (18.0) | 112 (22.6) | 97 (19.7) | 133 (26.8) | 25 (5.0) |
CRM system able to generate automated recommendations based on portfolio analyses | 6 (1.2) | 17 (3.4) | 26 (5.3) | 90 (18.2) | 107 (21.6) | 123 (24.8) | 112 (22.6) | 14 (2.8) |
Messenger services for customer interaction | 30 (4.5) | 45 (6.7) | 66 (9.8) | 139 (20.7) | 122 (18.2) | 121 (18.0) | 124 (18.5) | 24 (3.6) |
Video chat for customer interaction | 32 (4.8) | 47 (7.0) | 100 (14.9) | 175 (26.1) | 138 (20.6) | 75 (11.2) | 62 (9.2) | 42 (6.3) |
Extended video chats including screen/whiteboard sharing | 35 (5.2) | 29 (4.3) | 62 (9.2) | 154 (23.0) | 136 (20.3) | 89 (13.3) | 116 (17.3) | 50 (7.5) |
Risk assessment at point of sale with a reduced number of questions | 13 (1.9) | 20 (3.0) | 43 (6.4) | 149 (22.2) | 152 (22.7) | 143 (21.3) | 97 (14.5) | 54 (8.0) |
Digitally sent business transactions to the insurance company in the application of a contract | 3 (0.4) | 3 (0.4) | 10 (1.5) | 32 (4.8) | 94 (14.0) | 118 (17.6) | 408 (60.8) | 3 (0.4) |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 3 (0.4) | 5 (0.7) | 6 (0.9) | 42 (6.3) | 106 (15.8) | 126 (18.8) | 377 (56.2) | 6 (0.9) |
Digitally sent business transactions to the insurance company in claims management | 4 (0.6) | 5 (0.7) | 8 (1.2) | 46 (6.9) | 101 (15.1) | 143 (21.3) | 357 (53.3) | 7 (1.0) |
Digital application | How much do you rate the added value? | |||||
---|---|---|---|---|---|---|
N | Mean | Median | Standard deviation | Minimum | Maximum | |
CRM system | 637 | 5.5 | 6 | 1.7 | Very low | Very high |
CRM system capable of working with unstructured data | 470 | 5.4 | 5 | 1.4 | Very low | Very high |
CRM system able to generate automated recommendations based on portfolio analyses | 481 | 5.3 | 5 | 1.4 | Very low | Very high |
Messenger services for customer interaction | 647 | 4.8 | 5 | 1.7 | Very low | Very high |
Video chat for customer interaction | 629 | 4.3 | 4 | 1.6 | Very low | Very high |
Extended video chats including screen/whiteboard sharing | 621 | 4.7 | 5 | 1.7 | Very low | Very high |
Risk assessment at point of sale with a reduced number of questions | 617 | 5.0 | 5 | 1.4 | Very low | Very high |
Digitally sent business transactions to the insurance company in the application of a contract | 668 | 6.3 | 7 | 1.1 | Very low | Very high |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 665 | 6.2 | 7 | 1.1 | Very low | Very high |
Digitally sent business transactions to the insurance company in claims management | 664 | 6.2 | 7 | 1.2 | Very low | Very high |
4.2 Hypotheses analyses
4.2.1 Null Hypotheses 1 and 2
Digital application | Exclusive agents | Independent agents/brokers | ||
---|---|---|---|---|
Yes | No | Yes | No | |
CRM system | 237 (253.8) | 99 (82.2) | 251 (234.2) | 59 (75.8) |
CRM system capable of working with unstructured data | 157 (147.7) | 66 (75.3) | 139 (148.3) | 85 (75.7) |
CRM system able to generate automated recommendations based on portfolio analyses | 166 (154.8) | 65 (76.2) | 145 (156.2) | 88 (76.8) |
Messenger services for customer interaction | 250 (216.3) | 95 (128.7) | 160 (193.7) | 149 (115.3) |
Video chat for customer interaction | 183 (175.3) | 164 (171.7) | 149 (156.7) | 161 (153.3) |
Extended video chats including screen/whiteboard sharing | 198 (172.1) | 142 (167.9) | 129 (154.9) | 177 (151.1) |
Risk assessment at point of sale with a reduced number of questions | 172 (141.6) | 149 (179.4) | 102 (132.4) | 198 (167.6) |
Digital application | Result of the chi-squared testa | |||
---|---|---|---|---|
χ2 | df | p | φ | |
CRM system | 9.50 | 1 | 0.002 | 0.121 |
CRM system capable of working with unstructured data | 3.48 | 1 | 0.062 | −0.088 |
CRM system able to generate automated recommendations based on portfolio analyses | 4.87 | 1 | 0.027 | −0.102 |
Messenger services for customer interaction | 29.82 | 1 | < 0.001 | −0.214 |
Video chat for customer interaction | 1.43 | 1 | 0.232 | −0.047 |
Extended video chats including screen/whiteboard sharing | 16.66 | 1 | < 0.001 | −0.161 |
Risk assessment at point of sale with a reduced number of questions | 24.12 | 1 | < 0.001 | −0.197 |
Digital application | Result of the Welch’s t‑test | ||||
---|---|---|---|---|---|
t | df | p | Mean Differencea | d | |
Digitally sent business transactions to the insurance company in the application of a contract | −3.12 | 638.128 | 0.002 | −6.66 | −0.244 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | −2.07 | 647.859 | 0.039 | −4.24 | −0.161 |
Digitally sent business transactions to the insurance company in claims management | −3.89 | 611.781 | < 0.001 | −8.56 | −0.306 |
Digital application | Result of the Mann-Whitney U test | |||
---|---|---|---|---|
U | Z | p | r | |
CRM system | 41,279 | −3.55 | < 0.001 | −0.142 |
CRM system capable of working with unstructured data | 26,428 | −0.33 | 0.740 | −0.015 |
CRM system able to generate automated recommendations based on portfolio analyses | 27,411 | −0.45 | 0.655 | −0.021 |
Messenger services for customer interaction | 42,433 | −3.47 | 0.001 | −0.137 |
Video chat for customer interaction | 40,936 | −3.08 | 0.002 | −0.124 |
Extended video chats including screen/whiteboard sharing | 45,442 | −0.46 | 0.644 | −0.019 |
Risk assessment at point of sale with a reduced number of questions | 35,963 | −4.69 | < 0.001 | −0.190 |
Digitally sent business transactions to the insurance company in the application of a contract | 50,267 | −1.66 | 0.097 | −0.065 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 52,088 | −0.56 | 0.575 | −0.022 |
Digitally sent business transactions to the insurance company in claims management | 49,799 | −1.59 | 0.111 | −0.062 |
Digital application | Exclusive agents | Independent agents and brokers |
---|---|---|
CRM system | 289.4 | 338.5 |
CRM system capable of working with unstructured data | 234.6 | 230.5 |
CRM system able to generate automated recommendations based on portfolio analyses | 234.7 | 240.2 |
Messenger services for customer interaction | 341.7 | 291.9 |
Video chat for customer interaction | 288.8 | 332.3 |
Extended video chats including screen/whiteboard sharing | 302.4 | 308.9 |
Risk assessment at point of sale with a reduced number of questions | 334.6 | 269.5 |
Digitally sent business transactions to the insurance company in the application of a contract | 339.1 | 317.7 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 331.0 | 323.6 |
Digitally sent business transactions to the insurance company in claims management | 337.7 | 316.2 |
4.2.2 Null Hypotheses 3 and 4
Digital application | Average age < 40 years | Average age > 50 years | ||
---|---|---|---|---|
Yes | No | Yes | No | |
CRM system | 101 (92.9) | 22 (30.1) | 220 (228.1) | 82 (73.9) |
CRM system capable of working with unstructured data | 64 (64.2) | 32 (31.8) | 134 (133.8) | 66 (66.2) |
CRM system able to generate automated recommendations based on portfolio analyses | 61 (65.4) | 38 (33.6) | 143 (138.6) | 67 (71.4) |
Messenger services for customer interaction | 90 (77.5) | 37 (49.5) | 173 (185.5) | 131 (118.5) |
Video chat for customer interaction | 84 (60.9) | 43 (66.1) | 123 (146.1) | 182 (158.9) |
Extended video chats including screen/whiteboard sharing | 76 (58.6) | 47 (64.4) | 127 (144.4) | 176 (158.6) |
Risk assessment at point of sale with a reduced number of questions | 66 (52.7) | 56 (69.3) | 113 (126.3) | 179 (165.7) |
Digital application | Result of the chi-squared testa | |||
---|---|---|---|---|
χ2 | Df | p | φ | |
CRM system | 4.06 | 1 | 0.044 | 0.098 |
CRM system capable of working with unstructured data | 0.00 | 1 | 0.955 | −0.003 |
CRM system able to generate automated recommendations based on portfolio analyses | 1.26 | 1 | 0.262 | −0.064 |
Messenger services for customer interaction | 7.34 | 1 | 0.007 | 0.130 |
Video chat for customer interaction | 23.94 | 1 | < 0.001 | 0.235 |
Extended video chats including screen/whiteboard sharing | 13.85 | 1 | < 0.001 | 0.180 |
Risk assessment at point of sale with a reduced number of questions | 8.32 | 1 | 0.004 | 0.142 |
Digital application | Result of the Welch’s t‑test | ||||
---|---|---|---|---|---|
t | df | p | Mean Difference | d | |
Digitally sent business transactions to the insurance company in the application of a contract | 1.08 | 257.401 | 0.282 | 2.919 | 0.109 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 0.83 | 252.192 | 0.405 | 2.265 | 0.085 |
Digitally sent business transactions to the insurance company in claims management | 1.55 | 281.533 | 0.123 | 4.294 | 0.151 |
Digital application | Result of the Mann-Whitney U test | |||
---|---|---|---|---|
U | Z | p | r | |
CRM system | 14,479 | −2.98 | 0.003 | −0.146 |
CRM system capable of working with unstructured data | 9478 | −0.66 | 0.507 | −0.038 |
CRM system able to generate automated recommendations based on portfolio analyses | 8758 | −2.09 | 0.037 | −0.119 |
Messenger services for customer interaction | 14,930 | −2.95 | 0.003 | −0.144 |
Video chat for customer interaction | 14,080 | −3.17 | 0.002 | −0.157 |
Extended video chats including screen/whiteboard sharing | 13,027 | −3.56 | < 0.001 | −0.178 |
Risk assessment at point of sale with a reduced number of questions | 12,706 | −3.89 | < 0.001 | −0.195 |
Digitally sent business transactions to the insurance company in the application of a contract | 17,345 | −2.00 | 0.046 | −0.096 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 17,141 | −1.99 | 0.046 | −0.096 |
Digitally sent business transactions to the insurance company in claims management | 17,183 | −1.85 | 0.064 | −0.090 |
Digital application | Average age < 40 years | Average age > 50 years |
---|---|---|
CRM system | 233.84 | 196.75 |
CRM system capable of working with unstructured data | 156.77 | 149.79 |
CRM system able to generate automated recommendations based on portfolio analyses | 169.71 | 147.51 |
Messenger services for customer interaction | 234.56 | 197.30 |
Video chat for customer interaction | 233.64 | 193.72 |
Extended video chats including screen/whiteboard sharing | 231.53 | 187.36 |
Risk assessment at point of sale with a reduced number of questions | 234.23 | 186.22 |
Digitally sent business transactions to the insurance company in the application of a contract | 233.43 | 210.18 |
Digitally sent business transactions to the insurance company in the conclusion of a contract | 233.46 | 209.51 |
Digitally sent business transactions to the insurance company in claims management | 230.70 | 208.40 |