Abstract: Apparatus and methods to predict age demographics of consumers are disclosed. An example disclosed method includes obtaining names of consumers associated with a business establishment. The example method also includes determining age probabilities of the consumers based on different ones of the names of the consumers. The example method further includes generating an age distribution of the consumers based on the age probabilities.

Abstract: Methods and apparatus to estimate commercial characteristics based on aerial images are disclosed. An example method includes identifying, using a computer vision technique, a feature in a first aerial image of a geographic location of interest, identifying a reference aerial image that includes the feature from a set of reference aerial images, the reference aerial image being associated with commercial characteristics, and associating a first one of the commercial characteristics with the location of interest.