Do the odds of churning increase or decrease when the customer has a two-year contract as compared to month-to-month (reference level)? What about a one-year contract? Show the calculation of the odds for both. ### Logistic Regression Learner Node: Coefficients and Statistics TableThe table presented is an output from a Logistic Regression model, detailing the coefficients associated with various predictor variables. Here's a breakdown of the table:#### Table Columns:1. **Row ID**: Identifies the specific row number for reference.2. **S**: Indicates whether the variable is selected for the model (Yes/No).3. **Logit**: Probability measure or log-odds associated with the variable.4. **Variable**: The name of the variable or feature used in the Logistic Regression model.5. **D**: Significance denoted by a characteristic. This column is not filled in the image.6. **Coeff.**: The coefficient value that represents the impact of the predictor on the dependent variable in the model.#### Key Variables and Coefficients:- **Gender**: - Male: Coefficient = 0.004- **Demographics**: - Senior Citizen: Coefficient = 0.31- **Services**: - Phone service: Coefficient = 0.083 - Multiple lines (Yes): Coefficient = 0.267; (No): Coefficient = -0.285 - Internet service (Fiber optic): Coefficient = 0.685; (No): Coefficient = -0.214- **Features**: - OnlineSecurity: Coefficient = -0.234 - OnlineBackup: Coefficient = 0.099 - DeviceProtection: Coefficient = 0.042 - TechSupport: Coefficient = -0.416- **Streaming Features**: - StreamingTV (Yes): Coefficient = 0.504 - StreamingMovies (Yes): Coefficient = 0.556- **Contracts and Payments**: - Contract (One year): Coefficient = -0.649; (Two year): Coefficient = -1.259 - PaperlessBilling: Coefficient = 0.393 - Payment Method (Mailed check): Coefficient = 0.331; (Bank transfer automatic): Coefficient = -0.501- **Charges**: - Monthly Charges: Coefficient = 0.033 - Total Charges: Coefficient = 0.000- **Constant**: Coefficient = -3.383###

Given Information: Consider the results of the coefficients and statistics table from a Logistic…

Do the odds of churning increase or decrease when the customer has a two-year contract as compared to month-to-month (reference level)? What about a one-year contract? Show the calculation of the odds for both.

Do the odds of churning increase or decrease when the customer has a two-year contract as compared to month-to-month (reference level)? What about a one-year contract? Show the calculation of the odds for both.

MATLAB: An Introduction with Applications

6th Edition

ISBN:9781119256830

Author:Amos Gilat

Publisher:Amos Gilat

Chapter1: Starting With Matlab

Section: Chapter Questions

Problem 1P

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