Essays about: "churning"

Showing result 1 - 5 of 22 essays containing the word churning.

1. 1. Predicting user churn using temporal information : Early detection of churning users with machine learning using log-level data from a MedTech application

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Love Marcus; [2023]
   Keywords : User churn; Customer attrition; Artificial neural networks; Log-level analysis; Random forests; Decision trees; Användarbortfall; Kundbortfall; Artificiella neurala nätverk; logganalys; Slumpskogar; Beslutsträd;

   Abstract : User retention is a critical aspect of any business or service. Churn is the continuous loss of active users. A low churn rate enables companies to focus more resources on providing better services in contrast to recruiting new users. READ MORE

3. 2. Predicting Customer Churn and Customer Lifetime Value (CLV) using Machine Learning

   University essay from Lunds universitet/Matematisk statistik

   Author : Magnus Gerde; [2023]
   Keywords : Churn; CLV; SVM; Logistic Regression; Linear Regression; Random Forest Model; Mathematics and Statistics;

   Abstract : In an evermore competitive environment for companies and business, predictive customer behaviour models can give companies a competitive edge over its competitors. Two such important predictive behaviour models are customer churn models and customer lifetime value (CLV) models. READ MORE

4. 3. Increasing Retention in Insurtechs Through Churn Prediction

   University essay from Lunds universitet/Innovationsteknik

   Author : John Rapp Farnes; Oskar Christiansen; [2021]
   Keywords : Non-life insurance; Property and casualty insurance; Customer retention; Churn prediction; Predictive analytics; Classification; Machine learning; Mathematics and Statistics;

   Abstract : Over the last decades, the Swedish insurance industry has seen decreased entry barriers due to deregulation and emerging new technologies, which have the potential to disturb the stagnated and consolidated competitive landscape of the industry. Initiated by newcomers like American insurance startup Lemonade, and later Swedish Hedvig among others, there is an increased push toward digitalization, transparency, and automation in the industry. READ MORE

5. 4. Customer churn prediction using machine learning : A study in the B2B subscription based service context

   University essay from Blekinge Tekniska Högskola

   Author : Yasin Osman; Benjamin Ghaffari; [2021]
   Keywords : Customer churning; Machine Learning; business-to-business; subscription-based companies.;

   Abstract : The rapid growth of technological infrastructure has changed the way companies do business. Subscription based services are one of the outcomes of the ongoing digitalization, and with more and more products and services to choose from, customer churning has become a major problem and a threat to all firms. READ MORE

6. 5. Churn Prediction : Predicting User Churn for a Subscription-based Service using Statistical Analysis and Machine Learning Models

   University essay from Umeå universitet/Institutionen för matematik och matematisk statistik

   Author : Amanda Flöjs; Alexandra Hägg; [2020]
   Keywords : Churn Prediction; User Churn; User Retention; Subscription-based Service; Machine Learning Models;

   Abstract : Subscription-based services are becoming more popular in today’s society. Therefore, any company that engages in the subscription-based business needs to understand the user behavior and minimize the number of users canceling their subscription, i.e. minimize churn. READ MORE