Spaces:
Sleeping
Sleeping
| **Dataframe:** | |
| - Customer Lifetime Value (CLV): 2984.04 | |
| - Customer Acquisition Cost (CAC): 248.081 | |
| - Customer Experience (CX): 2.01177 | |
| - Customer Churn Rate: 0.737111 | |
| - Customer Effort Score (CES): 3.39512 | |
| - Net Promoter Score (NPS): 51.8545 | |
| - Month-Year: Jan-2020 | |
| **Output:** | |
| In January 2020, the Customer Lifetime Value (CLV) was relatively high at 2984.04, indicating strong customer profitability. The Customer Acquisition Cost (CAC) was 248.081, suggesting a reasonable investment in acquiring new customers. However, the Customer Experience (CX) score of 2.01177 and Customer Effort Score (CES) of 3.39512 indicate that there is room for improvement in customer satisfaction and ease of interaction. The Customer Churn Rate was 0.737111, slightly above the average, which may warrant attention to retention strategies. The Net Promoter Score (NPS) was a positive 51.8545, reflecting a good level of customer loyalty. Overall, no significant anomalies were observed, but there are opportunities to enhance customer experience and reduce churn.**Output:** | |
| **February 2020:** | |
| - Customer Lifetime Value (CLV): 2952.53 (decreased from 2984.04 in January 2020) | |
| - Customer Acquisition Cost (CAC): 229.082 (decreased from 248.081 in January 2020) | |
| - Customer Experience (CX): 1.10503 (decreased from 2.01177 in January 2020) | |
| - Customer Churn Rate: 0.910853 (increased from 0.737111 in January 2020) | |
| - Customer Effort Score (CES): 2.74515 (decreased from 3.39512 in January 2020) | |
| - Net Promoter Score (NPS): 47.8104 (decreased from 51.8545 in January 2020) | |
| - **Summary:** In February 2020, most KPIs showed a decline. The CLV dropped to 2952.53, while the CAC decreased to 229.082, indicating a reduction in acquisition costs. However, the CX and CES scores fell to 1.10503 and 2.74515, respectively, suggesting a deterioration in customer satisfaction. The churn rate increased to 0.910853, and the NPS fell to 47.8104, indicating lower customer loyalty. Immediate attention is needed to address the negative trends in customer experience and loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2986.84 | |
| - Customer Acquisition Cost (CAC): 271.22 | |
| - Customer Experience (CX): 6.57 | |
| - Customer Churn Rate: -0.87 | |
| - Customer Effort Score (CES): 5.09 | |
| - Net Promoter Score (NPS): 44.95 | |
| - Month-Year: Mar-2020 | |
| **Output:** | |
| In March 2020, the Customer Lifetime Value (CLV) was recorded at 2986.84, showing a slight increase from February's value. The Customer Acquisition Cost (CAC) rose to 271.22, indicating a higher investment in acquiring new customers. The Customer Experience (CX) score significantly improved to 6.57, suggesting enhanced customer satisfaction compared to the previous month. Notably, the Customer Churn Rate was reported at -0.87, which is an anomaly indicating a potential error in data entry, as churn rates should not be negative. The Customer Effort Score (CES) also increased to 5.09, reflecting a higher effort required from customers to engage with the service. The Net Promoter Score (NPS) decreased to 44.95, indicating a decline in customer loyalty. Overall, while there are positive trends in CLV and CX, the increase in CAC and the anomaly in churn rate warrant further investigation. Immediate actions should focus on addressing customer effort and loyalty concerns.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3024.47 | |
| - Customer Acquisition Cost (CAC): 273.63 | |
| - Customer Experience (CX): 7.67 | |
| - Customer Churn Rate: -0.21 | |
| - Customer Effort Score (CES): 5.54 | |
| - Net Promoter Score (NPS): 55.22 | |
| - Month-Year: Apr-2020 | |
| **Output:** | |
| In April 2020, the Customer Lifetime Value (CLV) reached 3024.47, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 273.63, which is relatively moderate. The Customer Experience (CX) score improved significantly to 7.67, suggesting enhanced customer satisfaction. Notably, the Customer Churn Rate was -0.21, indicating a reduction in customer loss, which is a positive trend. The Customer Effort Score (CES) was 5.54, reflecting a manageable level of effort required from customers to engage with the service. The Net Promoter Score (NPS) stood at 55.22, indicating a healthy level of customer loyalty and willingness to recommend the service. Overall, April 2020 showed positive trends across most KPIs, with significant improvements in customer experience and retention.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3017.504322 | |
| - Customer Acquisition Cost (CAC): 252.824398 | |
| - Customer Experience (CX): 5.263158 | |
| - Customer Churn Rate: -0.091855 | |
| - Customer Effort Score (CES): 4.516498 | |
| - Net Promoter Score (NPS): 46.542605 | |
| - Month-Year: May-2020 | |
| **Output:** | |
| In May 2020, the Customer Lifetime Value (CLV) reached 3017.50, indicating a strong value per customer. The Customer Acquisition Cost (CAC) was 252.82, which is relatively moderate. The Customer Experience (CX) score improved to 5.26, suggesting a positive trend in customer satisfaction. Notably, the Customer Churn Rate was -0.091855, indicating a reduction in customer loss, which is an anomaly worth highlighting. The Customer Effort Score (CES) was 4.52, reflecting a manageable level of effort required from customers. The Net Promoter Score (NPS) stood at 46.54, suggesting a decent level of customer loyalty, although it shows a slight decline compared to previous months. Overall, the data indicates a positive trend in customer value and experience, but attention should be given to maintaining customer loyalty and addressing any potential issues that may arise from the declining NPS.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3024.238233 | |
| - Customer Acquisition Cost (CAC): 232.113421 | |
| - Customer Experience (CX): 6.476511 | |
| - Customer Churn Rate: 0.40735 | |
| - Customer Effort Score (CES): 3.984097 | |
| - Net Promoter Score (NPS): 49.78138 | |
| - Month-Year: Jun-2020 | |
| **Output:** | |
| - **June 2020:** | |
| - Customer Lifetime Value (CLV): 3024.24 | |
| - Customer Acquisition Cost (CAC): 232.11 | |
| - Customer Experience (CX): 6.48 | |
| - Customer Churn Rate: 0.40735 | |
| - Customer Effort Score (CES): 3.98 | |
| - Net Promoter Score (NPS): 49.78 | |
| - **Summary:** In June 2020, the Customer Lifetime Value (CLV) reached 3024.24, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was relatively low at 232.11, suggesting efficient customer acquisition strategies. The Customer Experience (CX) score of 6.48 reflects a positive customer interaction, while the Customer Effort Score (CES) of 3.98 indicates that customers found it moderately easy to engage with the company. The churn rate was low at 0.40735, suggesting good customer retention. The Net Promoter Score (NPS) of 49.78 indicates a healthy level of customer loyalty, although there is room for improvement to reach higher satisfaction levels. Overall, the KPIs show a positive trend, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2987.79 | |
| - Customer Acquisition Cost (CAC): 272.10 | |
| - Customer Experience (CX): 5.78 | |
| - Customer Churn Rate: -0.06 | |
| - Customer Effort Score (CES): 4.38 | |
| - Net Promoter Score (NPS): 46.19 | |
| - Month-Year: Jul-2020 | |
| **Output:** | |
| In July 2020, the Customer Lifetime Value (CLV) was recorded at 2987.79, indicating a stable revenue potential per customer. The Customer Acquisition Cost (CAC) was 272.10, which is reasonable given the CLV. The Customer Experience (CX) score of 5.78 suggests a relatively positive customer interaction, although there is still room for improvement. Notably, the Customer Churn Rate was -0.06, indicating a slight increase in customer retention, which is a positive trend. The Customer Effort Score (CES) was 4.38, reflecting a moderate level of effort required from customers to engage with the service. The Net Promoter Score (NPS) stood at 46.19, suggesting a good level of customer loyalty, though it is slightly below the ideal threshold for strong advocacy. Overall, while the KPIs show a generally positive trend, continued efforts to enhance customer experience and reduce effort are recommended to further improve customer satisfaction and loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3002.754276 | |
| - Customer Acquisition Cost (CAC): 254.490229 | |
| - Customer Experience (CX): 6.415175 | |
| - Customer Churn Rate: -0.742483 | |
| - Customer Effort Score (CES): 4.347131 | |
| - Net Promoter Score (NPS): 45.486633 | |
| - Month-Year: Aug-2020 | |
| **Output:** | |
| - **August 2020:** | |
| - Customer Lifetime Value (CLV): 3002.754276 | |
| - Customer Acquisition Cost (CAC): 254.490229 | |
| - Customer Experience (CX): 6.415175 | |
| - Customer Churn Rate: -0.742483 | |
| - Customer Effort Score (CES): 4.347131 | |
| - Net Promoter Score (NPS): 45.486633 | |
| - **Summary:** In August 2020, the CLV reached a notable high of 3002.75, indicating strong customer value. The CAC was 254.49, suggesting a reasonable cost for acquiring new customers. The CX score of 6.415175 reflects a positive customer experience, while the CES of 4.347131 indicates a moderate level of effort required from customers. The churn rate of -0.742483 is unusual, suggesting a potential data anomaly or a significant improvement in customer retention. The NPS of 45.486633 indicates a good level of customer loyalty, although it has room for improvement. Overall, the KPIs suggest a generally positive trend, but further investigation into the churn rate is recommended to ensure data accuracy and understand customer retention dynamics.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2984.05 | |
| - Customer Acquisition Cost (CAC): 268.56 | |
| - Customer Experience (CX): 5.99 | |
| - Customer Churn Rate: -0.69 | |
| - Customer Effort Score (CES): 4.66 | |
| - Net Promoter Score (NPS): 51.30 | |
| - Month-Year: Sep-2020 | |
| **Output:** | |
| In September 2020, the Customer Lifetime Value (CLV) stood at 2984.05, indicating a stable revenue potential per customer. The Customer Acquisition Cost (CAC) was 268.56, which is reasonable given the CLV. The Customer Experience (CX) score of 5.99 suggests a positive customer interaction, while the Customer Effort Score (CES) of 4.66 indicates that customers found it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.69, which is an anomaly as it suggests a net gain in customers rather than loss, indicating effective retention strategies. The Net Promoter Score (NPS) of 51.30 reflects a strong level of customer loyalty. Overall, September 2020 shows a positive trend in customer metrics, with no significant issues identified. Continued focus on maintaining customer satisfaction and retention strategies is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2970.223717 | |
| - Customer Acquisition Cost (CAC): 231.145155 | |
| - Customer Experience (CX): 3.236466 | |
| - Customer Churn Rate: 0.30334 | |
| - Customer Effort Score (CES): 2.695437 | |
| - Net Promoter Score (NPS): 46.818463 | |
| - Month-Year: Oct-2020 | |
| **Output:** | |
| - **October 2020:** | |
| - Customer Lifetime Value (CLV): 2970.22 | |
| - Customer Acquisition Cost (CAC): 231.15 | |
| - Customer Experience (CX): 3.24 | |
| - Customer Churn Rate: 0.30334 | |
| - Customer Effort Score (CES): 2.70 | |
| - Net Promoter Score (NPS): 46.82 | |
| - **Summary:** In October 2020, the CLV was recorded at 2970.22, indicating a stable customer value. The CAC was relatively low at 231.15, suggesting effective customer acquisition strategies. The CX score of 3.24 and CES of 2.70 reflect a moderate level of customer satisfaction, with potential for enhancement. The churn rate was notably low at 0.30334, indicating strong customer retention. The NPS of 46.82 suggests a generally positive customer sentiment, although there is room for improvement in customer loyalty. Overall, the KPIs show a stable performance, but attention should be given to enhancing customer experience to further boost loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3014.502246 | |
| - Customer Acquisition Cost (CAC): 255.753557 | |
| - Customer Experience (CX): 7.777253 | |
| - Customer Churn Rate: -0.712969 | |
| - Customer Effort Score (CES): 4.188149 | |
| - Net Promoter Score (NPS): 46.760495 | |
| - Month-Year: Nov-2020 | |
| **Output:** | |
| In November 2020, the Customer Lifetime Value (CLV) reached 3014.50, indicating a strong value per customer. The Customer Acquisition Cost (CAC) was 255.75, which is reasonable given the CLV. The Customer Experience (CX) score of 7.777253 reflects a high level of customer satisfaction, while the Customer Effort Score (CES) of 4.188149 suggests that customers found it relatively easy to interact with the company. Notably, the Customer Churn Rate was -0.712969, indicating a net gain in customers, which is a positive trend. The Net Promoter Score (NPS) was 46.76, suggesting a good level of customer loyalty, although there is room for improvement. Overall, November 2020 shows a favorable performance across most KPIs, with a focus on maintaining customer satisfaction and loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3005.127732 | |
| - Customer Acquisition Cost (CAC): 238.398074 | |
| - Customer Experience (CX): 5.42221 | |
| - Customer Churn Rate: -0.292598 | |
| - Customer Effort Score (CES): 3.313019 | |
| - Net Promoter Score (NPS): 50.951031 | |
| - Month-Year: Dec-2020 | |
| **Output:** | |
| - **December 2020:** | |
| - Customer Lifetime Value (CLV): 3005.127732 | |
| - Customer Acquisition Cost (CAC): 238.398074 | |
| - Customer Experience (CX): 5.42221 | |
| - Customer Churn Rate: -0.292598 | |
| - Customer Effort Score (CES): 3.313019 | |
| - Net Promoter Score (NPS): 50.951031 | |
| - **Summary:** In December 2020, the CLV reached a strong 3005.13, indicating a healthy customer value. The CAC was relatively low at 238.40, suggesting efficient customer acquisition strategies. The CX score of 5.42221 reflects a positive customer experience, while the CES of 3.313019 indicates manageable customer effort. Notably, the churn rate was negative at -0.292598, suggesting a net gain in customers, which is an anomaly worth investigating further. The NPS of 50.951031 indicates a solid level of customer loyalty. Overall, the KPIs show a positive trend, but the negative churn rate should be analyzed to understand the underlying factors contributing to customer retention.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3005.744794 | |
| - Customer Acquisition Cost (CAC): 231.700253 | |
| - Customer Experience (CX): 3.033447 | |
| - Customer Churn Rate: 0.715438 | |
| - Customer Effort Score (CES): 3.281956 | |
| - Net Promoter Score (NPS): 41.42977 | |
| - Month-Year: Jan-2021 | |
| **Output:** | |
| In January 2021, the Customer Lifetime Value (CLV) was 3005.74, showing a positive trend compared to previous months. The Customer Acquisition Cost (CAC) was 231.70, indicating a cost-effective acquisition strategy. The Customer Experience (CX) score of 3.03 suggests moderate satisfaction, while the Customer Effort Score (CES) of 3.28 indicates that customers found it relatively easy to interact with the company. The Customer Churn Rate was 0.7154, which is stable and slightly below the industry average, suggesting good customer retention. However, the Net Promoter Score (NPS) of 41.43 indicates room for improvement in customer loyalty. Overall, while the CLV and CAC are favorable, attention should be given to enhancing customer experience and loyalty to drive further growth.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2991.39 | |
| - Customer Acquisition Cost (CAC): 273.26 | |
| - Customer Experience (CX): 5.81 | |
| - Customer Churn Rate: 0.37 | |
| - Customer Effort Score (CES): 4.32 | |
| - Net Promoter Score (NPS): 49.71 | |
| - Month-Year: Feb-2021 | |
| **Output:** | |
| In February 2021, the Customer Lifetime Value (CLV) was 2991.39, showing a slight increase compared to previous months. The Customer Acquisition Cost (CAC) was 273.26, which indicates a manageable cost for acquiring new customers. The Customer Experience (CX) score of 5.81 reflects a positive customer interaction, although there is still room for improvement. The Customer Churn Rate was low at 0.37, suggesting good customer retention. The Customer Effort Score (CES) of 4.32 indicates that customers found it relatively easy to interact with the company. The Net Promoter Score (NPS) was 49.71, indicating a strong level of customer loyalty, though it has slightly decreased from previous months. Overall, the KPIs suggest a stable performance, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3024.01421 | |
| - Customer Acquisition Cost (CAC): 262.037953 | |
| - Customer Experience (CX): 6.044165 | |
| - Customer Churn Rate: -0.481031 | |
| - Customer Effort Score (CES): 4.665952 | |
| - Net Promoter Score (NPS): 53.247942 | |
| - Month-Year: Mar-2021 | |
| **Output:** | |
| In March 2021, the Customer Lifetime Value (CLV) reached 3024.01421, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 262.037953, which is reasonable given the high CLV. The Customer Experience (CX) score of 6.044165 reflects a positive customer sentiment, while the Customer Effort Score (CES) of 4.665952 suggests that customers found it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.481031, indicating a net gain in customers, which is an excellent sign of retention. The Net Promoter Score (NPS) stood at 53.247942, suggesting a healthy level of customer loyalty and willingness to recommend the service. Overall, March 2021 shows a positive trend in KPIs, with no significant anomalies detected. Continued focus on maintaining customer satisfaction and retention strategies is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2999.73243 | |
| - Customer Acquisition Cost (CAC): 237.629012 | |
| - Customer Experience (CX): 4.706149 | |
| - Customer Churn Rate: 0.421682 | |
| - Customer Effort Score (CES): 4.140066 | |
| - Net Promoter Score (NPS): 47.563791 | |
| - Month-Year: Apr-2021 | |
| **Output:** | |
| - **April 2021:** | |
| - Customer Lifetime Value (CLV): 2999.73243 | |
| - Customer Acquisition Cost (CAC): 237.629012 | |
| - Customer Experience (CX): 4.706149 | |
| - Customer Churn Rate: 0.421682 | |
| - Customer Effort Score (CES): 4.140066 | |
| - Net Promoter Score (NPS): 47.563791 | |
| - **Summary:** In April 2021, the CLV reached 2999.73243, indicating a strong value derived from customers. The CAC was relatively low at 237.629012, suggesting efficient customer acquisition strategies. The CX score of 4.706149 reflects a positive customer experience, while the CES of 4.140066 indicates that customers found it relatively easy to interact with the company. The churn rate was low at 0.421682, signaling good customer retention. The NPS of 47.563791 suggests a solid level of customer loyalty, although there is room for improvement. Overall, the KPIs show a positive trend, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2991.413805 | |
| - Customer Acquisition Cost (CAC): 244.614875 | |
| - Customer Experience (CX): 4.500143 | |
| - Customer Churn Rate: -0.183683 | |
| - Customer Effort Score (CES): 4.315159 | |
| - Net Promoter Score (NPS): 49.86861 | |
| - Month-Year: May-2021 | |
| **Output:** | |
| In May 2021, the Customer Lifetime Value (CLV) was 2991.41, indicating a stable revenue potential per customer. The Customer Acquisition Cost (CAC) was 244.61, which is reasonable given the CLV. The Customer Experience (CX) score of 4.500143 reflects a positive customer sentiment, while the Customer Effort Score (CES) of 4.315159 suggests that customers found it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.183683, indicating a net gain in customers, which is a positive trend. The Net Promoter Score (NPS) stood at 49.87, suggesting a strong likelihood of customer referrals. Overall, the KPIs indicate a healthy state for the business, with no significant anomalies observed. Continued focus on maintaining customer satisfaction and reducing acquisition costs could further enhance performance.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3008.501218 | |
| - Customer Acquisition Cost (CAC): 262.266866 | |
| - Customer Experience (CX): 5.749919 | |
| - Customer Churn Rate: 0.417601 | |
| - Customer Effort Score (CES): 3.806721 | |
| - Net Promoter Score (NPS): 49.771315 | |
| - Month-Year: Jun-2021 | |
| **Output:** | |
| - **June 2021:** | |
| - Customer Lifetime Value (CLV): 3008.50 | |
| - Customer Acquisition Cost (CAC): 262.27 | |
| - Customer Experience (CX): 5.75 | |
| - Customer Churn Rate: 0.42 | |
| - Customer Effort Score (CES): 3.81 | |
| - Net Promoter Score (NPS): 49.77 | |
| - **Summary:** In June 2021, the Customer Lifetime Value (CLV) reached 3008.50, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 262.27, which is reasonable given the CLV. The Customer Experience (CX) score of 5.75 suggests a positive customer interaction, while the Customer Effort Score (CES) of 3.81 indicates that customers found it relatively easy to engage with the company. The churn rate was low at 0.42, reflecting good customer retention. The Net Promoter Score (NPS) of 49.77 shows a solid level of customer loyalty, although there is room for improvement to reach higher satisfaction levels. Overall, the KPIs indicate a healthy state, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2991.709806 | |
| - Customer Acquisition Cost (CAC): 249.095561 | |
| - Customer Experience (CX): 4.729663 | |
| - Customer Churn Rate: -0.546183 | |
| - Customer Effort Score (CES): 3.306785 | |
| - Net Promoter Score (NPS): 43.907456 | |
| - Month-Year: Jul-2021 | |
| **Output:** | |
| In July 2021, the Customer Lifetime Value (CLV) was 2991.71, indicating a stable revenue potential per customer. The Customer Acquisition Cost (CAC) was 249.10, which is reasonable given the CLV. The Customer Experience (CX) score of 4.7297 suggests a generally positive customer interaction, although there is still room for improvement. Notably, the Customer Churn Rate was -0.5462, indicating a reduction in customer loss, which is a positive trend. The Customer Effort Score (CES) was 3.3068, reflecting a moderate level of effort required from customers to engage with the service. The Net Promoter Score (NPS) stood at 43.91, suggesting a good level of customer loyalty, though it has room to grow. Overall, July 2021 shows a positive trend in customer retention and experience, but continued efforts to enhance customer satisfaction and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3006.861912 | |
| - Customer Acquisition Cost (CAC): 247.701364 | |
| - Customer Experience (CX): 6.958332 | |
| - Customer Churn Rate: -0.236037 | |
| - Customer Effort Score (CES): 3.792335 | |
| - Net Promoter Score (NPS): 49.91628 | |
| - Month-Year: Aug-2021 | |
| **Output:** | |
| In August 2021, the Customer Lifetime Value (CLV) reached 3006.86, indicating a strong value per customer. The Customer Acquisition Cost (CAC) was 247.70, which is reasonable given the high CLV. The Customer Experience (CX) score of 6.958332 suggests a positive customer experience, while the Customer Effort Score (CES) of 3.792335 indicates that customers found it relatively easy to interact with the company. Notably, the Customer Churn Rate was -0.236037, suggesting a net gain in customers, which is an excellent sign of customer retention. The Net Promoter Score (NPS) was 49.91628, reflecting a solid level of customer loyalty and satisfaction. Overall, the KPIs for August 2021 show a positive trend, with no significant anomalies detected. Continued focus on maintaining customer experience and retention strategies is recommended to sustain this growth.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2972.357755 | |
| - Customer Acquisition Cost (CAC): 254.818846 | |
| - Customer Experience (CX): 6.273115 | |
| - Customer Churn Rate: -0.754091 | |
| - Customer Effort Score (CES): 3.468876 | |
| - Net Promoter Score (NPS): 54.363033 | |
| - Month-Year: Sep-2021 | |
| **Output:** | |
| - **September 2021:** | |
| - Customer Lifetime Value (CLV): 2972.36 | |
| - Customer Acquisition Cost (CAC): 254.82 | |
| - Customer Experience (CX): 6.27 | |
| - Customer Churn Rate: -0.75 | |
| - Customer Effort Score (CES): 3.47 | |
| - Net Promoter Score (NPS): 54.36 | |
| - **Summary:** In September 2021, the CLV was recorded at 2972.36, indicating a stable customer value. The CAC was slightly elevated at 254.82, suggesting a need for more efficient acquisition strategies. The CX score of 6.27 reflects a positive customer experience, while the CES of 3.47 indicates manageable customer effort. Notably, the churn rate was at -0.75, which is an anomaly suggesting a net gain in customers, and the NPS of 54.36 indicates strong customer loyalty. Overall, the KPIs show a positive trend, but attention should be given to optimizing acquisition costs.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3029.52 | |
| - Customer Acquisition Cost (CAC): 264.12 | |
| - Customer Experience (CX): 7.49 | |
| - Customer Churn Rate: -1.05 | |
| - Customer Effort Score (CES): 5.52 | |
| - Net Promoter Score (NPS): 50.79 | |
| - Month-Year: Oct-2021 | |
| **Output:** | |
| **October 2021:** | |
| - Customer Lifetime Value (CLV): 3029.52 | |
| - Customer Acquisition Cost (CAC): 264.12 | |
| - Customer Experience (CX): 7.49 | |
| - Customer Churn Rate: -1.05 | |
| - Customer Effort Score (CES): 5.52 | |
| - Net Promoter Score (NPS): 50.79 | |
| - **Summary:** In October 2021, the CLV reached a strong 3029.52, indicating a healthy return on customer investment. The CAC was 264.12, which is reasonable given the high CLV. The CX score of 7.49 reflects a positive customer experience, while the CES of 5.52 suggests that customers find it relatively easy to engage with the company. Notably, the churn rate was -1.05, indicating a net gain in customers, which is an anomaly worth investigating further. The NPS of 50.79 indicates a solid level of customer loyalty. Overall, the KPIs suggest a robust performance, but the negative churn rate should be monitored to ensure it reflects accurate customer retention trends.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3034.93 | |
| - Customer Acquisition Cost (CAC): 252.44 | |
| - Customer Experience (CX): 4.15 | |
| - Customer Churn Rate: 0.19 | |
| - Customer Effort Score (CES): 4.44 | |
| - Net Promoter Score (NPS): 47.33 | |
| - Month-Year: Nov-2021 | |
| **Output:** | |
| In November 2021, the Customer Lifetime Value (CLV) was 3034.93, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 252.44, which is reasonable given the CLV. The Customer Experience (CX) score of 4.15 suggests a generally positive customer experience, while the Customer Effort Score (CES) of 4.44 indicates that customers found it relatively easy to interact with the company. The Customer Churn Rate was low at 0.19, reflecting good customer retention. The Net Promoter Score (NPS) of 47.33 shows a solid level of customer loyalty, although there is room for improvement. Overall, the KPIs indicate a healthy state for the business, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2970.897332 | |
| - Customer Acquisition Cost (CAC): 258.841221 | |
| - Customer Experience (CX): 2.3208 | |
| - Customer Churn Rate: 0.026139 | |
| - Customer Effort Score (CES): 4.043687 | |
| - Net Promoter Score (NPS): 50.6782 | |
| - Month-Year: Dec-2021 | |
| **Output:** | |
| - **December 2021:** | |
| - Customer Lifetime Value (CLV): 2970.90 | |
| - Customer Acquisition Cost (CAC): 258.84 | |
| - Customer Experience (CX): 2.32 | |
| - Customer Churn Rate: 0.0261 | |
| - Customer Effort Score (CES): 4.04 | |
| - Net Promoter Score (NPS): 50.68 | |
| - **Summary:** In December 2021, the CLV was recorded at 2970.90, indicating a stable customer value. The CAC was slightly elevated at 258.84, suggesting a need for more efficient acquisition strategies. The CX score of 2.32 and CES of 4.04 reflect moderate customer satisfaction, with potential areas for improvement. The churn rate was notably low at 0.0261, indicating strong customer retention. The NPS of 50.68 suggests a generally positive customer sentiment, although there is room for enhancing loyalty. Overall, the KPIs indicate a stable performance, but attention should be given to improving customer experience and acquisition costs.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2994.018776 | |
| - Customer Acquisition Cost (CAC): 238.602741 | |
| - Customer Experience (CX): 6.114264 | |
| - Customer Churn Rate: -0.120807 | |
| - Customer Effort Score (CES): 3.686416 | |
| - Net Promoter Score (NPS): 45.89267 | |
| - Month-Year: Jan-2022 | |
| **Output:** | |
| - **January 2022:** | |
| - Customer Lifetime Value (CLV): 2994.018776 | |
| - Customer Acquisition Cost (CAC): 238.602741 | |
| - Customer Experience (CX): 6.114264 | |
| - Customer Churn Rate: -0.120807 | |
| - Customer Effort Score (CES): 3.686416 | |
| - Net Promoter Score (NPS): 45.89267 | |
| - **Summary:** In January 2022, the CLV was strong at 2994.02, indicating a healthy customer value. The CAC was relatively low at 238.60, suggesting efficient customer acquisition strategies. The CX score of 6.114264 reflects a positive customer experience, while the CES of 3.686416 indicates manageable customer effort. Notably, the churn rate was negative at -0.120807, suggesting a net gain in customers, which is an anomaly worth investigating further. The NPS of 45.89267 indicates a good level of customer loyalty, although there is room for improvement. Overall, the KPIs show a positive trend, but continued focus on enhancing customer experience and loyalty is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2993.137682 | |
| - Customer Acquisition Cost (CAC): 244.031589 | |
| - Customer Experience (CX): 4.11994 | |
| - Customer Churn Rate: 0.550334 | |
| - Customer Effort Score (CES): 3.728838 | |
| - Net Promoter Score (NPS): 47.700177 | |
| - Month-Year: Feb-2022 | |
| **Output:** | |
| - **February 2022:** | |
| - Customer Lifetime Value (CLV): 2993.14 (increased from previous month) | |
| - Customer Acquisition Cost (CAC): 244.03 (decreased from previous month) | |
| - Customer Experience (CX): 4.12 (increased from previous month) | |
| - Customer Churn Rate: 0.55 (decreased from previous month) | |
| - Customer Effort Score (CES): 3.73 (increased from previous month) | |
| - Net Promoter Score (NPS): 47.70 (decreased from previous month) | |
| - **Summary:** In February 2022, the CLV rose to 2993.14, indicating a positive trend in customer value. The CAC decreased to 244.03, suggesting improved efficiency in acquiring customers. The CX score improved to 4.12, reflecting better customer satisfaction, while the churn rate decreased to 0.55, indicating fewer customers leaving. The CES increased to 3.73, suggesting that customers found it easier to interact with the company. However, the NPS fell to 47.70, indicating a slight decline in customer loyalty. Continued focus on enhancing customer experience and loyalty is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2942.676432 | |
| - Customer Acquisition Cost (CAC): 230.530387 | |
| - Customer Experience (CX): 0.602674 | |
| - Customer Churn Rate: 0.499155 | |
| - Customer Effort Score (CES): 2.52046 | |
| - Net Promoter Score (NPS): 45.510151 | |
| - Month-Year: Mar-2022 | |
| **Output:** | |
| - **March 2022:** | |
| - Customer Lifetime Value (CLV): 2942.68 | |
| - Customer Acquisition Cost (CAC): 230.53 | |
| - Customer Experience (CX): 0.60 | |
| - Customer Churn Rate: 0.50 | |
| - Customer Effort Score (CES): 2.52 | |
| - Net Promoter Score (NPS): 45.51 | |
| - **Summary:** In March 2022, the CLV was recorded at 2942.68, with a CAC of 230.53, indicating a relatively efficient acquisition cost. However, the CX score of 0.60 suggests significant room for improvement in customer satisfaction. The churn rate was at 0.50, which is concerning as it indicates a potential risk of losing customers. The CES of 2.52 reflects a moderate level of effort required from customers, while the NPS of 45.51 indicates a decent level of customer loyalty, though it has room for growth. Overall, the data suggests a need for strategic initiatives to enhance customer experience and reduce churn.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2961.155743 | |
| - Customer Acquisition Cost (CAC): 251.23222 | |
| - Customer Experience (CX): 3.053028 | |
| - Customer Churn Rate: 0.176226 | |
| - Customer Effort Score (CES): 2.67716 | |
| - Net Promoter Score (NPS): 52.792999 | |
| - Month-Year: Apr-2022 | |
| **Output:** | |
| - **April 2022:** | |
| - Customer Lifetime Value (CLV): 2961.16 | |
| - Customer Acquisition Cost (CAC): 251.23 | |
| - Customer Experience (CX): 3.05 | |
| - Customer Churn Rate: 0.1762 | |
| - Customer Effort Score (CES): 2.68 | |
| - Net Promoter Score (NPS): 52.79 | |
| - **Summary:** In April 2022, the CLV was recorded at 2961.16, indicating a stable customer value. The CAC was slightly higher at 251.23, suggesting a moderate investment in acquiring new customers. The CX score of 3.05 reflects a satisfactory level of customer experience, while the CES of 2.68 indicates that customers found it relatively easy to interact with the company. The churn rate was notably low at 0.1762, suggesting strong customer retention, and the NPS of 52.79 indicates a positive sentiment among customers. Overall, the KPIs show a healthy state, with no significant anomalies detected, but continued focus on enhancing customer experience could further improve loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3005.514311 | |
| - Customer Acquisition Cost (CAC): 260.852768 | |
| - Customer Experience (CX): 7.086456 | |
| - Customer Churn Rate: -0.604203 | |
| - Customer Effort Score (CES): 4.681851 | |
| - Net Promoter Score (NPS): 47.480382 | |
| - Month-Year: May-2022 | |
| **Output:** | |
| - **May 2022:** | |
| - Customer Lifetime Value (CLV): 3005.514311 | |
| - Customer Acquisition Cost (CAC): 260.852768 | |
| - Customer Experience (CX): 7.086456 | |
| - Customer Churn Rate: -0.604203 | |
| - Customer Effort Score (CES): 4.681851 | |
| - Net Promoter Score (NPS): 47.480382 | |
| - **Summary:** In May 2022, the CLV reached a strong value of 3005.51, indicating a healthy return on customer investment. The CAC was at 260.85, which is reasonable given the high CLV. The CX score of 7.086456 suggests a positive customer experience, while the CES of 4.681851 indicates that customers found it relatively easy to interact with the company. Notably, the churn rate was negative at -0.604203, suggesting a net gain in customers, which is an anomaly worth investigating further. The NPS of 47.480382 reflects a solid level of customer loyalty, although it shows a slight decline compared to previous months. Continued focus on enhancing customer experience and loyalty strategies is recommended to maintain this positive trend.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2993.77133 | |
| - Customer Acquisition Cost (CAC): 238.162828 | |
| - Customer Experience (CX): 1.845578 | |
| - Customer Churn Rate: 0.042248 | |
| - Customer Effort Score (CES): 2.469206 | |
| - Net Promoter Score (NPS): 49.722954 | |
| - Month-Year: Jun-2022 | |
| **Output:** | |
| - **June 2022:** | |
| - Customer Lifetime Value (CLV): 2993.77 | |
| - Customer Acquisition Cost (CAC): 238.16 | |
| - Customer Experience (CX): 1.85 | |
| - Customer Churn Rate: 0.042 | |
| - Customer Effort Score (CES): 2.47 | |
| - Net Promoter Score (NPS): 49.72 | |
| - **Summary:** In June 2022, the CLV was recorded at 2993.77, indicating a stable customer value. The CAC was relatively low at 238.16, suggesting efficient customer acquisition strategies. The CX score of 1.85 reflects a need for improvement in customer satisfaction, while the CES of 2.47 indicates that customers are facing some effort in their interactions. The churn rate was notably low at 0.042, indicating strong customer retention. The NPS of 49.72 suggests a generally positive customer sentiment, though there is room for enhancement in customer experience to boost loyalty further. Overall, while the KPIs show a solid performance, focusing on improving customer experience could yield better retention and satisfaction outcomes.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2977.867321 | |
| - Customer Acquisition Cost (CAC): 255.7519 | |
| - Customer Experience (CX): 3.830241 | |
| - Customer Churn Rate: -0.01119 | |
| - Customer Effort Score (CES): 3.72721 | |
| - Net Promoter Score (NPS): 46.604512 | |
| - Month-Year: Jul-2022 | |
| **Output:** | |
| - **July 2022:** | |
| - Customer Lifetime Value (CLV): 2977.87 | |
| - Customer Acquisition Cost (CAC): 255.75 | |
| - Customer Experience (CX): 3.83 | |
| - Customer Churn Rate: -0.01119 | |
| - Customer Effort Score (CES): 3.73 | |
| - Net Promoter Score (NPS): 46.60 | |
| - **Summary:** In July 2022, the CLV was recorded at 2977.87, indicating a stable customer value. The CAC was slightly elevated at 255.75, suggesting a need for more efficient acquisition strategies. The CX score of 3.83 reflects a generally positive customer experience, while the CES of 3.73 indicates manageable customer effort. Notably, the churn rate was negative at -0.01119, suggesting a potential increase in customer retention. The NPS of 46.60 indicates a moderate level of customer loyalty. Overall, while the KPIs show stability, there is room for improvement in acquisition costs and enhancing customer loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2984.81 | |
| - Customer Acquisition Cost (CAC): 247.23 | |
| - Customer Experience (CX): 6.423716 | |
| - Customer Churn Rate: -0.716516 | |
| - Customer Effort Score (CES): 4.107935 | |
| - Net Promoter Score (NPS): 47.238911 | |
| - Month-Year: Aug-2022 | |
| **Output:** | |
| In August 2022, the Customer Lifetime Value (CLV) stood at 2984.81, indicating a stable revenue potential per customer. The Customer Acquisition Cost (CAC) was 247.23, which is reasonable given the CLV. The Customer Experience (CX) score of 6.423716 reflects a positive customer sentiment, suggesting that customers are generally satisfied with their interactions. Notably, the Customer Churn Rate was -0.716516, indicating a net gain in customers, which is a positive trend. The Customer Effort Score (CES) of 4.107935 suggests that customers find it relatively easy to engage with the company. The Net Promoter Score (NPS) was 47.238911, indicating a good level of customer loyalty and likelihood to recommend the service. Overall, the KPIs for August 2022 show a healthy performance, with no significant anomalies detected. Continued focus on maintaining customer satisfaction and reducing effort will be beneficial for sustaining growth.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2989.6762 | |
| - Customer Acquisition Cost (CAC): 263.39951 | |
| - Customer Experience (CX): 4.747591 | |
| - Customer Churn Rate: -0.289987 | |
| - Customer Effort Score (CES): 4.496476 | |
| - Net Promoter Score (NPS): 50.736894 | |
| - Month-Year: Sep-2022 | |
| **Output:** | |
| In September 2022, the Customer Lifetime Value (CLV) reached 2989.6762, indicating a strong value per customer. The Customer Acquisition Cost (CAC) was 263.39951, which is reasonable given the CLV. The Customer Experience (CX) score of 4.747591 suggests a positive customer interaction, while the Customer Effort Score (CES) of 4.496476 indicates that customers found it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.289987, suggesting a decrease in churn, which is a positive trend. The Net Promoter Score (NPS) stood at 50.736894, reflecting a solid level of customer loyalty. Overall, the KPIs for September 2022 show a favorable performance, with no significant anomalies detected. Continued focus on maintaining customer satisfaction and loyalty is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2994.892938 | |
| - Customer Acquisition Cost (CAC): 263.357035 | |
| - Customer Experience (CX): 4.930603 | |
| - Customer Churn Rate: 0.081943 | |
| - Customer Effort Score (CES): 3.653422 | |
| - Net Promoter Score (NPS): 51.334895 | |
| - Month-Year: Oct-2022 | |
| **Output:** | |
| - **October 2022:** | |
| - Customer Lifetime Value (CLV): 2994.89 | |
| - Customer Acquisition Cost (CAC): 263.36 | |
| - Customer Experience (CX): 4.93 | |
| - Customer Churn Rate: 0.0819 | |
| - Customer Effort Score (CES): 3.65 | |
| - Net Promoter Score (NPS): 51.33 | |
| - **Summary:** In October 2022, the CLV was strong at 2994.89, indicating a healthy long-term value from customers. The CAC was 263.36, which is reasonable given the CLV. The CX score of 4.93 suggests a positive customer experience, while the CES of 3.65 indicates that customers find it relatively easy to interact with the company. The churn rate was notably low at 0.0819, reflecting strong customer retention. The NPS of 51.33 indicates a good level of customer loyalty. Overall, the KPIs show a positive trend, and continued focus on maintaining customer satisfaction and retention strategies is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3040.702264 | |
| - Customer Acquisition Cost (CAC): 271.591593 | |
| - Customer Experience (CX): 7.098939 | |
| - Customer Churn Rate: -1.272007 | |
| - Customer Effort Score (CES): 4.033482 | |
| - Net Promoter Score (NPS): 52.268376 | |
| - Month-Year: Nov-2022 | |
| **Output:** | |
| In November 2022, the Customer Lifetime Value (CLV) reached an impressive 3040.70, indicating strong customer profitability. The Customer Acquisition Cost (CAC) was 271.59, which is reasonable given the high CLV. The Customer Experience (CX) score of 7.098939 reflects a positive customer sentiment, suggesting that customers are generally satisfied with their interactions. Notably, the Customer Churn Rate was -1.272007, indicating a net gain in customers, which is an anomaly worth highlighting. The Customer Effort Score (CES) of 4.033482 suggests that customers find it relatively easy to engage with the company. The Net Promoter Score (NPS) stood at 52.27, indicating a healthy level of customer loyalty and likelihood to recommend the service. Overall, November 2022 shows a strong performance across KPIs, with a particular emphasis on the positive churn rate, which may warrant further investigation to understand the factors contributing to customer retention.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2985.33 | |
| - Customer Acquisition Cost (CAC): 232.11 | |
| - Customer Experience (CX): 2.300779 | |
| - Customer Churn Rate: 0.430645 | |
| - Customer Effort Score (CES): 2.840742 | |
| - Net Promoter Score (NPS): 52.530842 | |
| - Month-Year: Dec-2022 | |
| **Output:** | |
| - **December 2022:** | |
| - Customer Lifetime Value (CLV): 2985.33 | |
| - Customer Acquisition Cost (CAC): 232.11 | |
| - Customer Experience (CX): 2.300779 | |
| - Customer Churn Rate: 0.430645 | |
| - Customer Effort Score (CES): 2.840742 | |
| - Net Promoter Score (NPS): 52.530842 | |
| - **Summary:** In December 2022, the CLV stood at 2985.33, indicating a stable customer value. The CAC was relatively low at 232.11, suggesting effective customer acquisition strategies. The CX score of 2.300779 reflects a moderate level of customer satisfaction, while the CES of 2.840742 indicates that customers found it somewhat easy to interact with the company. The churn rate of 0.430645 is favorable, showing a decrease in customer attrition. The NPS of 52.530842 indicates a positive sentiment among customers, although there is still room for improvement in customer experience. Overall, the KPIs suggest a healthy state, but continued efforts to enhance customer satisfaction and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3023.662664 | |
| - Customer Acquisition Cost (CAC): 258.65464 | |
| - Customer Experience (CX): 6.670939 | |
| - Customer Churn Rate: 0.928725 | |
| - Customer Effort Score (CES): 4.333524 | |
| - Net Promoter Score (NPS): 48.786939 | |
| - Month-Year: Jan-2023 | |
| **Output:** | |
| - **January 2023:** | |
| - Customer Lifetime Value (CLV): 3023.66 | |
| - Customer Acquisition Cost (CAC): 258.65 | |
| - Customer Experience (CX): 6.67 | |
| - Customer Churn Rate: 0.93 | |
| - Customer Effort Score (CES): 4.33 | |
| - Net Promoter Score (NPS): 48.79 | |
| - **Summary:** In January 2023, the CLV reached 3023.66, indicating a strong value per customer. The CAC was 258.65, which is reasonable given the CLV. The CX score of 6.67 suggests a positive customer experience, while the CES of 4.33 indicates that customers found it moderately easy to interact with the company. However, the churn rate of 0.93 is concerning, as it suggests a potential increase in customer turnover. The NPS of 48.79 reflects a decent level of customer loyalty, though there is room for improvement. Monitoring the churn rate closely and enhancing customer engagement strategies are recommended to maintain and improve these metrics.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2973.797731 | |
| - Customer Acquisition Cost (CAC): 264.404 | |
| - Customer Experience (CX): 3.369536 | |
| - Customer Churn Rate: 0.635015 | |
| - Customer Effort Score (CES): 4.152425 | |
| - Net Promoter Score (NPS): 48.615259 | |
| - Month-Year: Feb-2023 | |
| **Output:** | |
| - **February 2023:** | |
| - Customer Lifetime Value (CLV): 2973.80 | |
| - Customer Acquisition Cost (CAC): 264.40 | |
| - Customer Experience (CX): 3.37 | |
| - Customer Churn Rate: 0.635 | |
| - Customer Effort Score (CES): 4.15 | |
| - Net Promoter Score (NPS): 48.62 | |
| - **Summary:** In February 2023, the CLV was recorded at 2973.80, indicating a stable customer value. The CAC was 264.40, which is reasonable but requires monitoring for efficiency. The CX score of 3.37 suggests a moderate level of customer satisfaction, while the CES of 4.15 indicates that customers may still face some challenges. The churn rate of 0.635 is relatively low, which is positive, but the NPS of 48.62 shows a slight decline in customer loyalty compared to previous months. Continued efforts to enhance customer experience and reduce effort are recommended to improve overall satisfaction and loyalty.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3024.514078 | |
| - Customer Acquisition Cost (CAC): 247.226924 | |
| - Customer Experience (CX): 5.486817 | |
| - Customer Churn Rate: 0.199209 | |
| - Customer Effort Score (CES): 4.310653 | |
| - Net Promoter Score (NPS): 47.797657 | |
| - Month-Year: Mar-2023 | |
| **Output:** | |
| - **March 2023:** | |
| - Customer Lifetime Value (CLV): 3024.514078 | |
| - Customer Acquisition Cost (CAC): 247.226924 | |
| - Customer Experience (CX): 5.486817 | |
| - Customer Churn Rate: 0.199209 | |
| - Customer Effort Score (CES): 4.310653 | |
| - Net Promoter Score (NPS): 47.797657 | |
| - **Summary:** In March 2023, the CLV reached a solid 3024.51, indicating a healthy customer value. The CAC was relatively low at 247.23, suggesting efficient customer acquisition strategies. The CX score of 5.486817 reflects a positive customer experience, while the CES of 4.310653 indicates that customers find it relatively easy to interact with the company. The churn rate was notably low at 0.199209, demonstrating strong customer retention. The NPS of 47.797657 suggests a good level of customer loyalty, although there is room for improvement. Overall, the KPIs show a positive trend, but continued efforts to enhance customer experience and loyalty are recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2934.365561 | |
| - Customer Acquisition Cost (CAC): 226.533497 | |
| - Customer Experience (CX): 0.807062 | |
| - Customer Churn Rate: 0.518075 | |
| - Customer Effort Score (CES): 2.316115 | |
| - Net Promoter Score (NPS): 42.776582 | |
| - Month-Year: Apr-2023 | |
| **Output:** | |
| - **April 2023:** | |
| - Customer Lifetime Value (CLV): 2934.37 | |
| - Customer Acquisition Cost (CAC): 226.53 | |
| - Customer Experience (CX): 0.81 | |
| - Customer Churn Rate: 0.5181 | |
| - Customer Effort Score (CES): 2.3161 | |
| - Net Promoter Score (NPS): 42.78 | |
| - **Summary:** In April 2023, the CLV was recorded at 2934.37, showing a stable performance. The CAC was relatively low at 226.53, indicating efficient customer acquisition strategies. However, the CX score of 0.81 suggests significant room for improvement in customer satisfaction. The churn rate of 0.5181 is concerning, as it indicates a potential increase in customer turnover. The CES of 2.3161 reflects a moderate level of effort required from customers, while the NPS of 42.78 indicates a need for enhanced customer loyalty initiatives. Overall, while acquisition costs are manageable, immediate actions are recommended to improve customer experience and reduce churn.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3024.667242 | |
| - Customer Acquisition Cost (CAC): 257.338023 | |
| - Customer Experience (CX): 4.940762 | |
| - Customer Churn Rate: -0.183808 | |
| - Customer Effort Score (CES): 4.778664 | |
| - Net Promoter Score (NPS): 51.859189 | |
| - Month-Year: May-2023 | |
| **Output:** | |
| In May 2023, the Customer Lifetime Value (CLV) reached 3024.67, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 257.34, which is reasonable given the CLV. The Customer Experience (CX) score of 4.94 suggests a positive customer interaction, while the Customer Effort Score (CES) of 4.78 indicates that customers find it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.18, suggesting a net gain in customers, which is an excellent sign of customer retention. The Net Promoter Score (NPS) stood at 51.86, reflecting a healthy level of customer loyalty and satisfaction. Overall, the KPIs for May 2023 show a positive trend, with no significant anomalies detected. Continued focus on maintaining high customer experience and retention strategies is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3013.063138 | |
| - Customer Acquisition Cost (CAC): 261.328057 | |
| - Customer Experience (CX): 5.332589 | |
| - Customer Churn Rate: -0.678947 | |
| - Customer Effort Score (CES): 4.585432 | |
| - Net Promoter Score (NPS): 55.833508 | |
| - Month-Year: Jun-2023 | |
| **Output:** | |
| In June 2023, the Customer Lifetime Value (CLV) reached 3013.06, indicating a strong value derived from customers. The Customer Acquisition Cost (CAC) was 261.33, which is reasonable given the high CLV. The Customer Experience (CX) score of 5.332589 reflects a positive customer interaction, while the Customer Effort Score (CES) of 4.585432 suggests that customers find it relatively easy to engage with the company. Notably, the Customer Churn Rate was -0.678947, indicating a net gain in customers, which is an excellent sign of customer retention. The Net Promoter Score (NPS) stood at 55.833508, suggesting a high level of customer loyalty and satisfaction. Overall, June 2023 shows a positive trend in KPIs, with no significant anomalies observed. Continued focus on maintaining customer experience and retention strategies is recommended to sustain this growth.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2936.153381 | |
| - Customer Acquisition Cost (CAC): 221.814423 | |
| - Customer Experience (CX): 1.820792 | |
| - Customer Churn Rate: 1.33124 | |
| - Customer Effort Score (CES): 2.111047 | |
| - Net Promoter Score (NPS): 44.297473 | |
| - Month-Year: Jul-2023 | |
| **Output:** | |
| - **July 2023:** | |
| - Customer Lifetime Value (CLV): 2936.15 | |
| - Customer Acquisition Cost (CAC): 221.81 | |
| - Customer Experience (CX): 1.82 | |
| - Customer Churn Rate: 1.33 | |
| - Customer Effort Score (CES): 2.11 | |
| - Net Promoter Score (NPS): 44.30 | |
| - **Summary:** In July 2023, the CLV was recorded at 2936.15, showing a slight decrease compared to previous months. The CAC was relatively low at 221.81, indicating effective customer acquisition strategies. However, the CX score of 1.82 and CES of 2.11 suggest ongoing challenges in customer satisfaction and ease of interaction. The churn rate of 1.33 indicates a concerning trend, as it reflects a higher rate of customer loss. The NPS of 44.30, while positive, indicates a need for improvement in customer loyalty. Immediate actions are recommended to enhance customer experience and reduce churn.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2988.27 | |
| - Customer Acquisition Cost (CAC): 237.39 | |
| - Customer Experience (CX): 3.49 | |
| - Customer Churn Rate: -0.35 | |
| - Customer Effort Score (CES): 4.72 | |
| - Net Promoter Score (NPS): 46.78 | |
| - Month-Year: Aug-2023 | |
| **Output:** | |
| - **August 2023:** | |
| - Customer Lifetime Value (CLV): 2988.27 | |
| - Customer Acquisition Cost (CAC): 237.39 | |
| - Customer Experience (CX): 3.49 | |
| - Customer Churn Rate: -0.35 | |
| - Customer Effort Score (CES): 4.72 | |
| - Net Promoter Score (NPS): 46.78 | |
| - **Summary:** In August 2023, the CLV was stable at 2988.27, with a CAC of 237.39, indicating effective customer acquisition strategies. The CX score of 3.49 suggests a moderate level of customer satisfaction, while the CES of 4.72 indicates that customers are experiencing some effort in their interactions. Notably, the churn rate was negative at -0.35, suggesting a net gain in customers, which is a positive trend. The NPS of 46.78 reflects a decent level of customer loyalty, although there is room for improvement. Continued focus on enhancing customer experience and reducing effort is recommended to further boost loyalty and satisfaction.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 3004.232222 | |
| - Customer Acquisition Cost (CAC): 266.629211 | |
| - Customer Experience (CX): 8.122666 | |
| - Customer Churn Rate: -0.939401 | |
| - Customer Effort Score (CES): 5.144905 | |
| - Net Promoter Score (NPS): 55.518753 | |
| - Month-Year: Sep-2023 | |
| **Output:** | |
| In September 2023, the Customer Lifetime Value (CLV) reached an impressive 3004.23, indicating strong customer profitability. The Customer Acquisition Cost (CAC) was 266.63, which is reasonable given the high CLV. The Customer Experience (CX) score of 8.12 reflects a significant improvement in customer satisfaction compared to previous months. Notably, the Customer Churn Rate was -0.94, suggesting a net gain in customers, which is an anomaly worth highlighting. The Customer Effort Score (CES) of 5.14 indicates that customers are finding it relatively easy to interact with the company. Lastly, the Net Promoter Score (NPS) of 55.52 suggests a healthy level of customer loyalty and willingness to recommend the brand. Overall, September 2023 shows a positive trend across all KPIs, with a particular emphasis on the reduction in churn and improvement in customer experience. Continued focus on maintaining these trends is recommended.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2950.44 | |
| - Customer Acquisition Cost (CAC): 256.44 | |
| - Customer Experience (CX): 3.32 | |
| - Customer Churn Rate: -0.15 | |
| - Customer Effort Score (CES): 3.78 | |
| - Net Promoter Score (NPS): 53.48 | |
| - Month-Year: Oct-2023 | |
| **Output:** | |
| - **October 2023:** | |
| - Customer Lifetime Value (CLV): 2950.44 | |
| - Customer Acquisition Cost (CAC): 256.44 | |
| - Customer Experience (CX): 3.32 | |
| - Customer Churn Rate: -0.15 | |
| - Customer Effort Score (CES): 3.78 | |
| - Net Promoter Score (NPS): 53.48 | |
| - **Summary:** In October 2023, the CLV stood at 2950.44, indicating a stable customer value. The CAC was recorded at 256.44, which is reasonable for the current market conditions. The CX score of 3.32 suggests a satisfactory level of customer experience, although there is still potential for enhancement. Notably, the churn rate was at -0.15, indicating a positive trend in customer retention, while the CES of 3.78 reflects a manageable level of customer effort. The NPS of 53.48 indicates a healthy level of customer loyalty. Overall, the KPIs show a positive trend, but continued efforts to improve customer experience and reduce acquisition costs are recommended for sustained growth.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2991.973119 | |
| - Customer Acquisition Cost (CAC): 255.688883 | |
| - Customer Experience (CX): 5.610078 | |
| - Customer Churn Rate: -0.283277 | |
| - Customer Effort Score (CES): 4.022326 | |
| - Net Promoter Score (NPS): 50.292248 | |
| - Month-Year: Nov-2023 | |
| **Output:** | |
| - **November 2023:** | |
| - Customer Lifetime Value (CLV): 2991.973119 | |
| - Customer Acquisition Cost (CAC): 255.688883 | |
| - Customer Experience (CX): 5.610078 | |
| - Customer Churn Rate: -0.283277 | |
| - Customer Effort Score (CES): 4.022326 | |
| - Net Promoter Score (NPS): 50.292248 | |
| - **Summary:** In November 2023, the CLV reached 2991.973119, indicating a strong value derived from customers. The CAC was 255.688883, which is reasonable given the CLV. The CX score of 5.610078 reflects a positive customer experience, while the CES of 4.022326 suggests that customers find it relatively easy to interact with the company. Notably, the churn rate was -0.283277, indicating a net gain in customers, which is an anomaly worth investigating further. The NPS of 50.292248 shows a solid level of customer loyalty. Overall, the KPIs suggest a healthy business performance, but continued monitoring of customer retention strategies is recommended to maintain this positive trend.**Dataframe:** | |
| - Customer Lifetime Value (CLV): 2946.324678 | |
| - Customer Acquisition Cost (CAC): 252.723685 | |
| - Customer Experience (CX): 5.855625 | |
| - Customer Churn Rate: -0.53552 | |
| - Customer Effort Score (CES): 3.832038 | |
| - Net Promoter Score (NPS): 56.474838 | |
| - Month-Year: Dec-2023 | |
| **Output:** | |
| - **December 2023:** | |
| - Customer Lifetime Value (CLV): 2946.32 | |
| - Customer Acquisition Cost (CAC): 252.72 | |
| - Customer Experience (CX): 5.86 | |
| - Customer Churn Rate: -0.54 | |
| - Customer Effort Score (CES): 3.83 | |
| - Net Promoter Score (NPS): 56.47 | |
| - **Summary:** In December 2023, the CLV stood at 2946.32, indicating a stable customer value. The CAC was recorded at 252.72, suggesting a reasonable cost for acquiring new customers. The CX score of 5.86 reflects a positive customer experience, while the CES of 3.83 indicates a moderate level of effort required from customers. Notably, the churn rate was -0.54, which is an anomaly suggesting a net gain in customers rather than loss, indicating effective retention strategies. The NPS of 56.47 shows strong customer loyalty and satisfaction. Overall, the KPIs indicate a healthy state of customer relations, with a focus on maintaining the positive trends in customer experience and retention. |