Its first goal is to push for a front-of-package nutrition label that’s visible at a glance and easy to understand and interpret—qualities that can benefit both consumers and food manufacturers.

Australia, for example, puts from one-half to five stars on food packages to rate their nutritional value, she says. Companies can volunteer to participate in a five-year trial of the program that ...