Scatter Plots and Correlations

Analyzing scatter plots and identifying correlations

Scatter Plots and Correlations

What is a Scatter Plot?

A scatter plot displays the relationship between two quantitative variables.

  • Each point represents one data pair (x,y)(x, y)
  • Used to identify patterns and trends

Types of Correlation

Positive Correlation:

  • As xx increases, yy increases
  • Points slope upward from left to right
  • Example: Height vs. Weight

Negative Correlation:

  • As xx increases, yy decreases
  • Points slope downward from left to right
  • Example: Hours of TV vs. Test Scores

No Correlation:

  • No clear pattern
  • Points are randomly scattered
  • Example: Shoe size vs. IQ

Strength of Correlation

Strong: Points are tightly clustered around a line Weak: Points are loosely scattered Moderate: Between strong and weak

Line of Best Fit

A trend line that best represents the data pattern.

The line minimizes the distance from all points.

Equation form: y=mx+by = mx + b

📚 Practice Problems

1Problem 1easy

Question:

A scatter plot shows hours studied vs. test scores. As hours increase, scores increase. What type of correlation is this?

💡 Show Solution

When one variable increases and the other also increases, we have a positive correlation.

The points would slope upward from left to right.

Answer: Positive correlation

2Problem 2medium

Question:

A trend line for temperature (°F) vs. ice cream sales has the equation y=50x1000y = 50x - 1000. Predict sales when temperature is 80°F.

💡 Show Solution

Substitute x=80x = 80 into the equation:

y=50(80)1000y = 50(80) - 1000 y=40001000y = 4000 - 1000 y=3000y = 3000

Answer: Predicted sales: $3,000

3Problem 3medium

Question:

Describe the correlation: As outdoor temperature increases, heating bills decrease.

💡 Show Solution

One variable (temperature) increases while the other (heating bills) decreases.

This is a negative correlation.

The relationship makes sense: warmer weather means less heating needed!

Answer: Negative correlation