Contrary to what most people assume, the gold rush didn’t end in the 1800s. Across the U.S., people still pull real gold from rivers, streams, and old mining sites simply with a shovel and a gold pan.

In the back room of a Midwest City home seemingly filled with more buckets of dirt than furniture, Mike Pung stands over a water trough demonstrating the basics of gold panning. Holding a ...