Fast food headache

(Photo by Krakenimages.com on Shutterstock)

In A Nutshell

  • Food perceptions matter: People’s beliefs about whether a food is sweet, fatty, or processed strongly influenced overeating—sometimes as much as the food’s actual nutrients.
  • Ultra-processed food (UPF) labels add little: Once nutrients and perceptions were factored in, the UPF classification explained only 2–4% of overeating behavior.
  • Not all UPFs are harmful: While many are calorie-dense and easy to overeat, others—like fortified cereals or vegan alternatives—can be beneficial depending on context.
  • Policy implications: Blanket warnings on UPFs may mislead consumers. A more effective approach is boosting food literacy, designing satisfying foods, and addressing why people eat beyond hunger.

Ultra-processed foods (UPFs) have become public enemy number one in nutrition debates. From dementia to obesity and an epidemic of “food addiction,” these factory-made products, including chips, ready-made meals, sugary drinks and packaged snacks, are blamed for a wide range of modern health problems. Some experts argue that they’re “specifically formulated and aggressively marketed to maximize consumption and corporate profits,” hijacking our brain’s reward systems to make us eat beyond our needs.

Policymakers have proposed bold interventions: warning labels, marketing restrictions, taxes, even outright bans near schools. But how much of this urgency is based on solid evidence?

My colleagues and I wanted to step back and ask: what actually makes people like a food? And what drives them to overeat – not just enjoy it, but keep eating after hunger has passed? We studied more than 3,000 UK adults and their responses to over 400 everyday foods. What we found challenges the simplistic UPF narrative and offers a more nuanced way forward.

Two ideas often get blurred in nutrition discourse: liking a food and hedonic overeating (eating for pleasure rather than hunger). Liking is about taste. Hedonic overeating is about continuing to eat because the food feels good. They’re related, but not identical. Many people like oatmeal but rarely binge on it. Chocolate, cookies and ice cream, on the other hand, top both lists.

We conducted three large online studies where participants rated photos of unbranded food portions for how much they liked them and how likely they were to overeat them. The foods were recognizable items from a typical UK shopping basket: jacket potatoes, apples, noodles, cottage pie, custard creams – more than 400 in total.

We then compared these responses with three things: the foods’ nutritional content (fat, sugar, fiber, energy density), their classification as ultra-processed by the widely used Nova systema food classification method that groups foods by the extent and purpose of their processing – and how people perceived them (sweet, fatty, processed, healthy and so on).

Perception Power

Some findings were expected: people liked foods they ate often, and calorie-dense foods were more likely to lead to overeating.

But the more surprising insight came from the role of beliefs and perceptions. Nutrient content mattered – people rated high-fat, high-carb foods as more enjoyable, and low-fiber, high-calorie foods as more “bingeable.” But what people believed about the food also mattered, a lot.

Perceiving a food as sweet, fatty or highly processed increased the likelihood of overeating, regardless of its actual nutritional content. Foods believed to be bitter or high in fiber had the opposite effect.

In one survey, we could predict 78% of the variation in people’s likelihood of overeating by combining nutrient data (41%) with beliefs about the food and its sensory qualities (another 38%).

In short: how we think about food affects how we eat it, just as much as what’s actually in it.

This brings us to ultra-processed foods. Despite the intense scrutiny, classifying a food as “ultra-processed” added very little to our predictive models.

Once we accounted for nutrient content and food perceptions, the Nova classification explained less than 2% of the variation in liking and just 4% in overeating.

That’s not to say all UPFs are harmless. Many are high in calories, low in fiber and easy to over-consume. But the UPF label is a blunt instrument. It lumps together sugary soft drinks with fortified cereals, protein bars with vegan meat alternatives.

Some of these products may be less healthy, but others can be helpful – especially for older adults with low appetites, people on restricted diets or those seeking convenient nutrition.

The message that all UPFs are bad oversimplifies the issue. People don’t eat based on food labels alone. They eat based on how a food tastes, how it makes them feel and how it fits with their health, social or emotional goals.

Relying on UPF labels to shape policy could backfire. Warning labels might steer people away from foods that are actually beneficial, like whole grain cereals, or create confusion about what’s genuinely unhealthy.

Instead, we recommend a more informed, personalized approach:

• Boost food literacy: help people understand what makes food satisfying, what drives cravings, and how to recognize their personal cues for overeating.

• Reformulate with intention: design food products that are enjoyable and filling, rather than relying on bland “diet” options or ultra-palatable snacks.

• Address eating motivations: people eat for many reasons beyond hunger – for comfort, connection and pleasure. Supporting alternative habits while maximizing enjoyment could reduce dependence on low-quality foods.

It’s Not Just About Processing

Some UPFs do deserve concern. They’re calorie-dense, aggressively marketed and often sold in oversized portions. But they’re not a smoking gun.

Labeling entire categories of food as bad based purely on their processing misses the complexity of eating behavior. What drives us to eat and overeat is complicated but not beyond understanding. We now have the data and models to unpack those motivations and support people in building healthier, more satisfying diets.

Ultimately, the nutritional and sensory characteristics of food – and how we perceive them – matter more than whether something came out of a packet. If we want to encourage better eating habits, it’s time to stop demonizing food groups and start focusing on the psychology behind our choices.

Graham Finlayson, Professor of Psychobiology, University of Leeds. He has received funding from Horizon Europe, UKRI and Slimming World, UK.

James Stubbs, Professor in Appetite & Energy Balance, Faculty of Medicine and Health School of Psychology, University of Leeds. He consults to Slimming World UK. He receives funding from UKRI.

This article is republished from The Conversation under a Creative Commons license. Read the original article.

The Conversation

About The Conversation

The Conversation is a nonprofit news organization dedicated to unlocking the knowledge of academic experts for the public. The Conversation's team of 21 editors works with researchers to help them explain their work clearly and without jargon.

Our Editorial Process

StudyFinds publishes digestible, agenda-free, transparent research summaries that are intended to inform the reader as well as stir civil, educated debate. We do not agree nor disagree with any of the studies we post, rather, we encourage our readers to debate the veracity of the findings themselves. All articles published on StudyFinds are vetted by our editors prior to publication and include links back to the source or corresponding journal article, if possible.

Our Editorial Team

Steve Fink

Editor-in-Chief

John Anderer

Associate Editor

Leave a Reply

5 Comments

  1. embp123 says:

    How much were you paid by “Nestle” to post this nonsense? This is a weak argument and single study and has not be subject to replication or basic peer review, and I smell a hidden funding rat here. UPF are messing with our biomes, livers and normal function of mitochondria. People who eat beyond basic needs and communal value need more self-control. Not buying this.

  2. laner WD says:

    Yes they are the villain! Food is about $$$ in the USA and your government sold you out..

  3. David Collins says:

    Was this funded by ConAgra or Cargill?

  4. Mindbreaker says:

    There is no measure of “processed.” But there could be. It is the Advanced Glycation End-products (AGEs), and oxysterols primarily, that are destroying health, and they are created by processing. In short, too much heat and blending. These things should be measured and displayed on the label. Given a choice between brands, people will choose the one with less AGEs, if you tell them that is a measure of “processed”. Food makers will be forced to reduce the AGEs in their products in a race to the bottom, with the consumer the winner. In the past, you could add trans fats, but those are mostly eliminated. Still some naturally in red meat, but it is far less than we were exposed to.
    And of course it is not just manufactured food. When you deep-fry, pan fry, air fry, grill, roast, or otherwise heat without water being the conductor of heat to the food, you will be making lots of AGEs. Just toss those electric grills. And use the outdoor BBQ no more than 4–6 times a year. And use the blender sparingly. Raw nuts and seeds only! Roasted is very high in AGEs. They have recently stopped listing nuts as roasted in the ingredients of foods, just listing the kind of nuts. This is a monumental disservice. They are very different. Peanut butter in the US is always roasted nuts. Same with the nuts in candies.
    AGEs have been associated with every major disease of aging…especially diabetes, kidney disease, Alzheimer’s and cardiovascular. Mice that they reduced the AGEs in their food, lived 10-20% longer were thinner, and healthier by several markers. This was compared with their normal food. Food used in most mouse studies. The food they gave the intervention mice was exactly the same, except cooked at slightly less heat and time. Every bit of improvement matters.
    I don’t buy that high fructose corn syrup cause the diabetes epidemic. We cut that nearly in half over the last 25 years, with no reduction even in the rate of increase. We did buy 100 million+ electric grills, and everyone to be a “man” now days has to have a big grill in their backyard. I don’t suppose that could have anything to do with it?

  5. Rassalas says:

    Obesity is an epidemic these days. Asking overweight people about their eating habits isn’t going to solve the problem.