Advancements in technology and globalization are chipping away at America's middle class, Federal Reserve Chair Janet Yellen said Wednesday.

In an appearance before the House Financial Services Committee, Yellen said if the U.S. looks at the flight of jobs and wages from middle-class families, it must take into account how automation has eliminated several lower-skilled jobs.

"Wages and jobs of middle class families that have seen diminishing opportunities and downward pressure on middle class wages, we have to take effect of the technological change that have eliminated middle income jobs and globalization that has reinforced the impact of tech," said Yellen.

That "has to be an important piece to understand what has happened," she said.

Yellen acknowledged that it's possible that certain sectors, like retail, have eliminated jobs in order to bring greater returns to their investors.

"For many years, many American companies have been sitting on a lot of cash and have been unwilling to undertake investment in the scale we would ideally like to see," Yellen said.

Several prominent leaders and executives have acknowledged the impact robots have had on jobs. Tesla CEO Elon Musk, for example, warned that humans must merge with machines in order to become relevant when tasks become increasingly automated.

"Over time I think we will probably see a closer merger of biological intelligence and digital intelligence," Musk told an audience in mid-February.

The U.S. job market surged in June, with a better-than-expected 222,000 new positions created while the unemployment rate held at 4.4 percent. Wage growth remained muted with few signs of accelerating. And the labor-force participation rate edged higher to 62.8 percent.

Also read: Fed stands ready to slow down rate hikes if inflation stays low, Yellen tells Congress

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Fed chair Yellen: Technology and globalization are eliminating the middle class - CNBC