Student Work(Assignment )|2025WI Assignment–Statistical Analysis| Business Program work video|UIUC

Student | Client Work(Assignment)|2025WI Assignment – Statistical Methods for Business | Regression Task Output Video |University of Illinois Urbana-Champaign

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📘 Course: Statistical Methods for Business – 2025WI
🎓 Program: BSc in Business, Economics, or Statistics
🏫 University: University of Illinois Urbana-Champaign (USA)
📂 Assignment Topic: Regression Analysis – Variable Impact, Correlation, and Prediction

In this assignment video, I present a regression analysis task submitted for the 2025WI Statistical Methods course at UIUC. The task involves applying simple and multiple linear regression to a business dataset to explore relationships between independent variables and business performance indicators.

🔍 Assignment Includes:

Correlation matrix and variable scatterplots
Simple linear regression output (coefficients, R²)
Multiple linear regression with predictor interpretation
Hypothesis testing, t-tests, and p-values
Residual plots and model assumptions
Application of regression models to business case scenarios

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