To edit your profile, click on your name and then Personal Profile.
On the next page, click on Add to or Edit personal details. This will let you update information for ALL organizations you are connected to.
To edit only for ONE organization, click on the My Organizations tab, select the organization, and then click on the blue Edit button in the appropriate section.