Multiple Linear Regression

Advanced Econometric Analysis

Multiple Linear Regression Calculator

Enter Y, X₁, X₂, ... data side-by-side. Add/remove variables dynamically. Matrix algebra OLS estimation.

⚙️ Variable Controls
2 X variables
ℹ️
Data Entry Table
#YX₁X₂
Select all columns in Excel (Y, X₁, X₂...) → Copy → click Y cell → Ctrl+V
① Regression Coefficient Summary & 95% CI
② ANOVA Analysis of Variance
③ Matrix Intermediate Matrix Calculations
④ Data Detailed Calculations with Squares and Cross-products
⑤ Plots Diagnostic Visualizations

Actual vs Predicted Y

Residuals Plot

Y vs X₁

Y vs X₂

The IS Curve Explained: Derivation, Slope, and Shift Factors

Macroeconomics studies how an entire economy behaves — how total output, the general price level, employment, and interest rates are determined. To understand these outcomes, economists typically divide the economy into three interconnected markets: the goods market, the money market, and the labour market. The famous IS-LM model, which we

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Keynesian Cross Model: Equilibrium of National Income Explained

Why does an economy sometimes get stuck producing less than it could, with willing workers and idle machines sitting unused? Classical economists assumed markets would sort this out through prices and wages. Keynes argued something more powerful: output is driven by aggregate demand, and the economy can settle into equilibrium

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Multiple Linear Regression Using Matrix Algebra: Demand Function Example

Introduction: Multiple Linear Regression Using Matrix The matrix approach to regression becomes especially powerful once we move beyond a single explanatory variable. It gives us numerical estimates of our multiple linear regression parameters more efficiently. In this post, we estimate a demand function using matrix algebra, where quantity demanded ()

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How AI and Machine Learning Are Transforming Economic Forecasting

Economic forecasting has always been one of the toughest jobs in economics — predicting inflation, growth, or job trends often felt like reading tea leaves. But today, artificial intelligence and machine learning are changing the game, helping economists see patterns in data that human eyes and old statistical models often

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