Socioeconomics play a significant role in attitudes about food — especially concerns about safety and purchasing behavior. And higher income doesn’t always correlate with informed choices.

On the contrary, our research shows that affluent Americans tend to overestimate their knowledge about health and nutrition.

The latest Food Literacy and Engagement Poll from Michigan State University’s food initiative reveals that nearly one-half of Americans (49 percent) in households earning at least $50,000 annually believe they know more than the average person about global food systems, while just 28 percent of those earning less are as confident.

However, when we surveyed people on a variety of food topics, affluent respondents fared no better, and at times worse, than their lower-earning peers.

In our survey, we asked people whether they avoid products containing “chemicals” when purchasing groceries, without further defining the term. Seventy-three percent of respondents with high incomes said yes, compared to 65 percent of people living in lower-income households. Chemicals tend to be demonized in popular culture, but they are fundamental to the ways we see, hear, smell and interpret the world.

We suspect that many Americans confuse the general term “chemicals” with pesticides or food additives, such as artificial flavors and colors, because these ingredients often make the news when they are shown to be harmful. But broadly, chemicals are what make up humans and our food.

This example highlights the vast disconnect that we have found between science, food and the public broadly and also suggests that wealthy Americans aren’t more informed than their less affluent peers.

We also observed that even though higher earners have more access to information about food, they are also more likely to be influenced by misinformation and pseudoscience.

For example, a comprehensive 2016 study by the National Academy of Sciences concluded that genetically engineered crops are just as safe to eat as their non-genetically engineered counterparts. Yet in our survey, 43 percent of those with high incomes and 26 percent of lower earners reported that they avoid purchasing them.

We suspect affluent Americans are more likely to encounter unsubstantiated information — online, among friends and family, and at farmers markets and pricier upscale grocery stores — that raise unfounded concerns about this widely used technology.

The result is a persistent perception that certain “organic” or non-GMO products are somehow healthier, which is unsupported by research. This attitude puts pressure on some consumers to pay more for produce with these labels or suffer from feelings of guilt or shame if they cannot afford to provide pricier items for their families.

Our findings reveal that household income has a significant influence on access to information and shapes attitudes about diet and nutrition, although higher income doesn’t consistently correlate with better understanding.

We believe they show the need for food experts and health professionals to work with social scientists to understand ways in which different communities make decisions about food.

Kirshenbaum leads Food@MSU, and Douglas Buhler is director of AgBioResearch at Michigan State University