Table of Contents

## How do you determine if there is a correlation between two variables?

The correlation coefficient is determined by dividing the covariance by the product of the two variables’ standard deviations. Standard deviation is a measure of the dispersion of data from its average. Covariance is a measure of how two variables change together.

**How do you determine if a correlation is strong or weak?**

The Correlation Coefficient When the r value is closer to +1 or -1, it indicates that there is a stronger linear relationship between the two variables. A correlation of -0.97 is a strong negative correlation while a correlation of 0.10 would be a weak positive correlation.

**What is an example of a positive and negative correlation?**

An example of positive correlation would be height and weight. Taller people tend to be heavier. A negative correlation is a relationship between two variables in which an increase in one variable is associated with a decrease in the other.

### What does a strong negative correlation look like?

A perfect negative correlation has a value of -1.0 and indicates that when X increases by z units, Y decreases by exactly z; and vice-versa. In general, -1.0 to -0.70 suggests a strong negative correlation, -0.50 a moderate negative relationship, and -0.30 a weak correlation.

**What if correlation is negative?**

What Is Negative Correlation? Negative correlation is a relationship between two variables in which one variable increases as the other decreases, and vice versa. A perfect negative correlation means the relationship that exists between two variables is exactly opposite all of the time.

**What if Pearson correlation is negative?**

The positive correlation means there is a positive relationship between the variables; as one variable increases or decreases, the other tends to increase or decrease with it. The negative correlation means that as one of the variables increases, the other tends to decrease, and vice versa.

#### What does a negative R value mean?

A negative r values indicates that as one variable increases the other variable decreases, and an r of -1 indicates that knowing the value of one variable allows perfect prediction of the other. A correlation coefficient of 0 indicates no relationship between the variables (random scatter of the points).

**How do you interpret a negative regression coefficient?**

A negative coefficient suggests that as the independent variable increases, the dependent variable tends to decrease. The coefficient value signifies how much the mean of the dependent variable changes given a one-unit shift in the independent variable while holding other variables in the model constant.

**How do you interpret a dummy variable coefficient?**

The coefficient on a dummy variable with a log-transformed Y variable is interpreted as the percentage change in Y associated with having the dummy variable characteristic relative to the omitted category, with all other included X variables held fixed.

## How do you interpret OLS regression results?

Statistics: How Should I interpret results of OLS?

- R-squared: It signifies the “percentage variation in dependent that is explained by independent variables”.
- Adj.
- Prob(F-Statistic): This tells the overall significance of the regression.
- AIC/BIC: It stands for Akaike’s Information Criteria and is used for model selection.

**Can a regression line be negative?**

If you extend the regression line downwards until you reach the point where it crosses the y-axis, you’ll find that the y-intercept value is negative! In fact, the regression equation shows us that the negative intercept is -114.3.

**How do you determine if Y intercept is positive or negative?**

A positive y-intercept means the line crosses the y-axis above the origin, while a negative y-intercept means that the line crosses below the origin.

### How do you interpret a regression line?

Interpreting the slope of a regression line The slope is interpreted in algebra as rise over run. If, for example, the slope is 2, you can write this as 2/1 and say that as you move along the line, as the value of the X variable increases by 1, the value of the Y variable increases by 2.

**Is the slope negative or positive?**

Pattern for Sign of Slope If the line is sloping upward from left to right, so the slope is positive (+). If the line is sloping downward from left to right, so the slope is negative (-).

**What does negative slope look like?**

A negative slope means that two variables are negatively related; that is, when x increases, y decreases, and when x decreases, y increases. Graphically, a negative slope means that as the line on the line graph moves from left to right, the line falls.

#### How do you know if a slope is negative?

Visually, a line has negative slope if it goes down and right (or up and left). Mathematically, this means that as x increases, y decreases.

**Which line has a slope of 0?**

horizontal line

**Do vertical lines have a slope of zero?**

The slope of a line is change in Y / change in X. The slope of a horizontal line = 0, not undefined. The slope of a vertical line = undefined.

## What does a line with a slope of 0 look like?

The slope of a line can be thought of as ‘rise over run. ‘ When the ‘rise’ is zero, then the line is horizontal, or flat, and the slope of the line is zero. The equation of a line with zero slope will not have an x in it. It will look like ‘y = something.

**What is the slope of the line?**

In technical terms, the slope of the line is the change in y over the change in x. But I just like to think of it as rise over run. To find the slope of the line, pick two points on the line.