Big Data reveals food is too sweet
Using a statistical modeling program to identify words related to taste, texture, odor, spiciness, cost, health and customer service, scientists computed the number of reviews that mentioned each of these categories.
Monell Chemical Senses Center, Philadelphia, Pa., analyzed nearly 400,000 food reviews posted by Amazon customers to gain real-world insight into the food choices that people make. The findings reveal that many people find the foods in today’s marketplace to be too sweet.
“This is the first study of this scale to study food choice beyond the artificial constraints of the laboratory,” says Danielle Reed, behavioral geneticist at Monell and lead author of the study. “Sweet was the most frequently mentioned taste quality, and the reviewers definitively told us that human food is over-sweetened.”
The study used data posted on an open-source data science site to examine 393,568 unique food reviews of 67,553 products posted by 256,043 Amazon customers over a 10-year period. Using a statistical modeling program to identify words related to taste, texture, odor, spiciness, cost, health and customer service, scientists computed the number of reviews that mentioned each of these categories.
“Reading and synthesizing almost 400,000 reviews would essentially be impossible for a human team, but recent developments in machine learning gave us the ability to understand both which words are present and also their underlying semantic meaning,” says Joel Mainland, olfactory neurobiologist at Monell and co-author of the study.
The focus on product over-sweetness was striking, as almost 1% of product reviews, regardless of food type, used the phrase “too sweet.” When looking at reviews that referred to sweet taste, the researchers found that over-sweetness was mentioned 25 times more than under-sweetness.
The findings also indicated that over 30% of the Amazon food product reviews mentioned “taste,” making it the most frequently-used word.
Drilling down, the scientists found that sweet taste was mentioned in 11% of product reviews, almost three times more often than bitter; saltiness was rarely mentioned.
Seeking to better understand individual differences in how people respond to a given food, the scientists also looked at responses to the 10 products that received the widest range of ratings, as defined by the variability in the number of stars the product received. They identified two factors that accounted for polarizing reviews related to a product—product reformulation and differing perspectives on the product’s taste. With regard to taste, people often rated the sweetness of a product differently. Response to a product’s smell also contributed to differences in opinion about a particular product.
“Genetic differences in taste or olfactory receptor sensitivity may help account for the extreme reactions that some products get,” says Reed. “Looking at the responses to polarizing foods could be a way to increase understanding of the biology of personal differences in food choice.”
Together, the findings illustrate the potential uses of Big Data approaches and consumer reviews to advance sensory nutrition, which integrates knowledge from sensory science with nutrition and dietetics to improve health.