"We're sending people away who could be amazing soldiers just because of two pieces of tape," said Moon, who has a doctorate in exercise physiology and has studied the accuracy of body fat measurements.
"Ninety percent of athletes who play in the NFL are going to fail the tape test because it's made for a normal population, not big guys," he added.
Marine Staff Sgt. Leonard Langston, 47, said he can only blame himself for weighing 4 pounds over his maximum weight of 174 pounds for his 5-foot-7 frame.
"I think we've gotten away with keeping ourselves accountable. Especially the older Marines have let things go," he said after sweating through 75 crunches with others ordered to the exercise program. "And unfortunately, I'm an example of that."
Studies have shown a correlation between waist size, body fat and physical endurance, military officials say, and the tape test is the best, most cost-effective tool available, with a margin of error of less than 1 percent.
Air Force Gen. Mark Walsh noted only about 348 of 1.3 million airmen have failed the tape test but excelled otherwise.
Even so, his branch heeded the complaints and modified its fitness program in October. The Air Force obtained a waiver from the Pentagon so airmen who fail the tape test but pass physical fitness exams can be measured using the Body Mass Index, which is a chart based on an individual's weight and height.
Marine Staff Sgt. Jeffrey Smith applauded the move. Smith said he has won five Navy achievement medals but has not been promoted since failing the tape test once in 2009.
"They call you names like 'fat bodies,'" Smith said. "They talk a lot of trash to you and put you down quite often."
He launched an online White House petition this summer to talk to leaders about the tape test.
The 1,700 signatures fell short of the 100,000 needed to get a response, but Smith said the Air Force gives him hope other branches might also heed the complaints.
"There's got to be something better for Marines who are working hard but just born like a tree stump," Smith said.
- The Latest: Defiant Kentucky clerk goes to...
- Gold fever hits Poland with possible...
- Kentucky clerks to license marriages as their...
- President Uchtdorf dedicates addition to...
- Working moms weigh in on Marissa Mayer's...
- Judge lets Brady play, ruling against NFL in...
- Compromise could fix Kentucky's wedding...
- AP sources: GOP seeks pledge to avert Trump...
- Kentucky clerk still won't issue... 126
- The Latest: Defiant Kentucky clerk goes... 86
- Kentucky clerks to license marriages as... 66
- Compromise could fix Kentucky's wedding... 60
- Latest Clinton emails show frustrations... 26
- In Alaska, Obama depicts stark future... 21
- Obama gets Iran deal win as Senate Dems... 20
- AP sources: GOP seeks pledge to avert... 19