Strength vs Steepness: Correlation & Slope

Change correlation strength without changing line steepness, and vice versa. (Direction is shared.)

Correlation (r)

🎴

Click to reveal

Correlation (r)

+0.70

Slope

🎴

Click to reveal

Slope

+0.50

πŸ“Š Correlation

01
WeakMediumStrong

Bounded: |r| is always between 0 and 1. Increasing it makes points hug the line more tightly.

πŸ“ Slope

FlatMediumSteep

Unbounded: slope can be any value. Increasing steepness rotates the best-fit line without changing correlation strength (if |r| is held fixed).

Exploration

0 / 5
1

Make |r| strong (above ~0.6). Notice it never exceeds 1.

Increase Strength (|r|) slider.

Flip the r and slope cards to check your values β†’

2
Show the axes to see the coordinate system.
πŸ”’Make slope steep (above ~1.5). Notice slope isn't bounded.
πŸ”’Change correlation without changing slope (aim |slope| β‰ˆ 1.0 but |r| weak).
πŸ”’Change slope without changing correlation (aim |r| β‰ˆ 0.8 but slope very steep).

πŸ’‘ Key Insights

Strength vs Steepness: |r| controls how tightly points hug a line (bounded 0–1). Slope controls the line's steepness (unbounded).
Direction shared: when both are computed globally, the sign of r matches the sign of the best-fit slope.
Independent magnitudes: you can change |r| without changing slope magnitude, and change slope magnitude without changing |r|β€”that's what the sliders demonstrate.