SINGAPORE—This wealthy financial center is known world-wide for its tidy streets and tight controls on personal behavior, including famous restrictions on the sale of chewing gum to keep the city clean.

Now Singapore may soon be known for something else: the most extensive effort to collect data on daily living ever attempted in a city.

As...