On January 28, 2025, researchers announced the launch of GroceryDB, an innovative online resource that provides a comprehensive overview of the degree of processing of thousands of food products found in major US grocery chains. This initiative aims to inform consumers about the nutritional quality of their food choices and aligns with growing concerns regarding the consumption of ultra-processed foods.

Understanding Ultra-Processed Foods

The classification of foods into categories of processing is crucial for public health. According to the NOVA food classification system, the term ultra-processed food is defined as:

“Industrially manufactured food products made up of several ingredients including sugar, oils, fats and salt (generally in combination and in higher amounts than in processed foods) and food substances of no or rare culinary use (such as high-fructose corn syrup, hydrogenated oils, modified starches and protein isolates).”

Essentially, ultra-processed foods represent a transformation of natural ingredients into products that bear little resemblance to their original sources. This categorization has been linked to various health issues, including:

  • Cancer [2]
  • Cardiovascular diseases [3]
  • Obesity [4]

Alarmingly, individuals in developed nations derive up to 60% of their caloric intake from ultra-processed food sources.

Identifying the level of food processing can be challenging given the limitations of food labels. While certain items like sugary beverages are easy to classify, many others are not readily apparent. To combat this, the research team led by Prof. Albert-László Barabási has developed GroceryDB, an accessible database containing information on over 50,000 products from grocery retailers like Walmart, Whole Foods Market, and Target.

The FPro Score

The team built upon their previous work, introducing the FPro score—a machine learning-driven metric that evaluates the degree of processing of food items by analyzing their nutritional content. This score aligns with the NOVA classification and aims to provide clearer insights into food processing. Below is a sample of how FPro scores reflect food processing based on some common products:

Food Item FPro Score Brand
Multi-grain Bread 0.314 Manna Organics (Whole Foods)
Aunt Millie's Bread 0.732 Aunt Millie's
Pepperidge Farm Bread 0.997 Pepperidge Farmhouse

Comparative Analysis of Food Processing

The findings from GroceryDB allow for a nuanced understanding of how processing varies across food categories. For instance, the analysis reveals a significant disparity in processing between different brands of yogurt:

Yogurt Brand FPro Score
Seven Stars Farm 0.355
Siggi's 0.436
Chobani Cookies and Cream 0.918

This variation highlights the potential for consumers to select healthier options within the same product category.

The Economic Implications

One underlying factor contributing to the prevalence of ultra-processed foods is the economic aspect; processing often decreases the cost per calorie. The study noted that a 10% increase in FPro was associated with an 8.7% decrease in price per calorie across GroceryDB categories.

Engaging Consumers with GroceryDB

GroceryDB is more than just a database; it is a resource for empowering consumers to make informed decisions regarding their dietary choices. As Dr. Giulia Menichetti, a co-author of the study, points out:

“This is especially significant in a field where much of the work still depends on labor-intensive manual curation…”

With GroceryDB, the intention is to bridge the knowledge gap regarding food processing, allowing individuals to replace ultra-processed items with less processed alternatives.

Conclusion and Future Directions

As awareness of the health impacts of ultra-processed foods grows, so does the necessity for tools like GroceryDB. By elucidating the processing levels in various foods, the database equips consumers with the knowledge required to make better choices—ultimately contributing to improved nutrition and health outcomes in society.


Literature Cited

[1] Ravandi, B., et al. (2025). Prevalence of processed foods in major US grocery stores. Nature Food, 1-13.

[2] Fiolet, T., et al. (2018). Consumption of ultra-processed foods and cancer risk: results from NutriNet-Santé prospective cohort. BMJ, 360.

[3] Srour, B., et al. (2019). Ultra-processed food intake and risk of cardiovascular disease: prospective cohort study. BMJ, 365.

[4] Hall, K. D., et al. (2019). Ultra-processed diets cause excess calorie intake and weight gain: an inpatient randomized controlled trial. Cell Metabolism, 30(1), 67-77.