When two variables are related in such a way that when one increases, so does the other, you can conclude that:

When two variables rise together, they are positively associated, sharing the same direction of change.

Concluding there is no directionality problem is unwarranted, since correlation does not fix cause.

Claiming no latent variables affect the relationship ignores possible hidden third factors.

Asserting a third variable causes the link goes beyond what mere co-movement can show.

Positive association is captured by a positive correlation coefficient between zero and one.

Correlation alone never establishes causation between the two variables.