PRESS-NEWS.org - Press Release Distribution
PRESS RELEASES DISTRIBUTION

Stars or numbers? How rating formats change consumer behavior

2025-05-19
(Press-News.org) ITHACA, N.Y. – What’s the difference between a product rating of 3.5 displayed with stars versus standard numerals? It might very well be the difference between a 4 and a 3 rating in the eyes of the consumer, according to new marketing research from the Cornell SC Johnson College of Business.

In six experiments, the researchers found that consumers tend to overestimate fractional star ratings and underestimate fractional numerals. In either case, the ratings can be misleading, potentially causing a company to unknowingly overpromise and underdeliver — or sell its own product short.

“Overestimating Stars, Underestimating Numbers: The Hidden Impact of Rating Formats,” was published May 15 in the Journal of Marketing Research.

“When these pictures communicate a fractional number — say 3.5, where there are three full stars and one-half star — our brain automatically completes this half picture,” said first author Deepak Sirwani, now an assistant professor in the Marketing and Behavioural Science Division at the University of British Columbia. “But when the same rating is communicated using numbers, we focus on the left digit, which is ‘3,’ and that’s why 3.5 feels more like a 3 than a 4. That’s why we underestimate it.”

According to Manoj Thomas, a professor of management at Cornell University, this work is really about the human brain and how it processes images and standard Arabic numerals.

“Our results suggest that the brain representations that are activated when you process stars are completely different from the brain representations that are activated when you process Arabic numerals. That realization was the a-ha! moment,” Thomas said. “Most people don’t realize that, but it’s a huge difference.”

The researchers found consistent results across all six experiments they ran. In study 1, for example, they sought to measure the perceived accuracy of ratings using stars versus numerals. A total of 616 participants were randomly assigned to one of three experiment conditions based on the type of rating symbol used: stars; numerals; or both.

Participants were presented with 17 numeric ratings, from 1 to 5, in increments of 0.25, one at a time and in random order, and were asked to estimate the position of each rating on an unmarked horizontal line, with endpoints 1 and 5.

The participants consistently overestimated the magnitude of fractional star ratings while underestimating the magnitude of the numeric ratings.

The group said their findings demonstrate that prevalent rating formats are misleading, highlighting the need for new industry standards.

“What makes this research powerful is the importance of ratings in the current marketplace,” Sirwani said. “Most of us do not buy anything without checking its rating nowadays, and rating has become as powerful a predictor of purchase as price, or brand or even recommendations from friends and family.”

Other research, he said, has indicated that even a rating jump of 0.2 points can increase sales by up to 300%. “We are showing,” he said, “that sales could potentially increase by orders of magnitude by just showing stars instead of numbers.”

For additional information, see this Cornell Chronicle story.

Cornell University has dedicated television and audio studios available for media interviews.

-30-

 

END


ELSE PRESS RELEASES FROM THIS DATE:

Empowering robots with human-like perception to navigate unwieldy terrain

2025-05-19
The wealth of information provided by our senses that allows our brain to navigate the world around us is remarkable. Touch, smell, hearing, and a strong sense of balance are crucial to making it through what to us seem like easy environments such as a relaxing hike on a weekend morning. An innate understanding of the canopy overhead helps us figure out where the path leads. The sharp snap of branches or the soft cushion of moss informs us about the stability of our footing. The thunder of a tree falling or branches dancing in strong winds lets us know of potential dangers ...

Human brain activity linked to memory recall

2025-05-19
When a person remembers their friend telling them a funny story, they associate the sound of that friend talking with the appearance of that friend speaking and laughing. How does the human brain form audiovisual memories like this? In a new JNeurosci paper, Emmanuel Biau, from the University of Liverpool, and colleagues addressed this question by exploring brain activity linked to forming memories that integrate sounds and visual information.  The researchers elicited memories in study participants by presenting them with movie clips of people speaking. They manipulated when sounds and visual information were presented in the movie clips to explore the impact ...

BeginNGS® Consortium announces Alexion, AstraZeneca Rare Disease as its first Platinum member

2025-05-19
San Diego—May 19, 2025–Rady Children’s Institute for Genomic Medicine (RCIGM®) today announced that Alexion, AstraZeneca Rare Disease has signed on as the first Platinum member of the BeginNGS (pronounced “beginnings”) Consortium, building on an existing nine-year collaboration which has catalyzed innovation in rare disease diagnostics. The BeginNGS Consortium seeks to accelerate adoption of newborn screening by whole genome sequencing to identify babies at risk for hundreds of genetic diseases and recommend effective therapies before symptoms arise. Membership ...

New evidence links tire chemicals to chronic liver and brain toxicity

2025-05-19
Emerging contaminants from rubber tires N-(1,3-Dimethylbutyl)-N'-phenyl-p-phenylenediamine (6PPD) and its oxidation product     6PPD-quinone (6PPDQ)—are raising new red flags for aquatic ecosystems. A recent study reveals that prolonged exposure to these chemicals at environmentally realistic levels disrupts lipid and carbohydrate metabolism, causes liver injury, and alters behavioral patterns in zebrafish. The research shows that 6PPD primarily accumulates in the liver, while 6PPDQ targets the brain. Both compounds downregulate PPARγ, a key regulator of metabolic function, and elevate pro-inflammatory cytokines, triggering chronic ...

Two new studies in American Journal of Psychiatry explore risk prediction for postpartum mental health conditions

2025-05-19
LOS ANGELES, May 19, 2025 — Two new studies examining mental health risks postpartum were published online today in the American Journal of Psychiatry in conjunction with Maternal Mental Health Awareness Month and the 2025 Annual Meeting of the American Psychiatric Association (APA). One study sought to estimate the risk of postpartum depression in people without a history of depression, and the other looked at the familial contribution to the risk of postpartum psychosis. Researchers from both studies were on hand to discuss their findings at a special briefing held at the APA meeting.   Risk for Postpartum Depression Postpartum ...

Fitness fight: Native bees struggle against invasive honey bee

2025-05-19
New Curtin University research has revealed that high densities of European honey bees could be harming Australian native bees’ ‘fitness’ by reducing their reproductive success and altering key traits linked to survival. The study, led by Adjunct Research Fellow Dr Kit Prendergast from Curtin’s School of Molecular and Life Sciences, found that honey bees not only dominate pollen resources but may also affect the fitness of native cavity-nesting bees – with concerning consequences for biodiversity. Dr Prendergast said the study used specially designed wooden ‘bee ...

‘Every single species is a unique product of evolution, like a work of art’: how Dr Kit Prendergast champions bees and biodiversity

2025-05-19
What inspired you to become a researcher?   I’ve always had a passion for nature and biodiversity, ever since I was a child (David Attenborough was, and still is, an inspiration). After completing my Honors project on horse behavior and publishing a review on the role of digging mammals in Australian ecosystems, when it came to conducting my PhD, I knew I wanted to do something that would make a real difference to conserving biodiversity.  I love research – unlike many people, I loved to study at university. I always knew I wanted to become a scientist, to advance our knowledge about biodiversity and further ...

Capuchin monkeys develop bizarre “fad” of abducting baby howlers

2025-05-19
On an island off the coast of Panama lives a population of wild primates with a remarkable culture. White-faced capuchins on Jicarón Island in Coiba National Park use stone tools; and scientists have been monitoring this unique tradition with an array of motion-triggered cameras on the island since 2017. In 2022, doctoral researcher Zoë Goldsborough was looking through the camera trap footage when she found an unusual sighting, something they had never seen in the previous five years of data: a capuchin monkey ...

Antibiotic treatment in patients hospitalized for nonsevere COVID-19

2025-05-19
About The Study: In this large cohort study of patients hospitalized with nonsevere COVID-19, there was no clinically meaningful difference in outcomes with early antibiotic treatment. Given the risks associated with unnecessary antibiotic treatment, these results argue against routine antibiotic use in this population. Corresponding author: To contact the corresponding author, Michael S. Pulia, M.D., Ph.D., email mspulia@medicine.wisc.edu. To access the embargoed study: Visit our For The Media website at this link https://media.jamanetwork.com/  (doi: 10.1001/jamanetworkopen.2025.11499) Editor’s ...

Mental health trajectories among US survivors of adolescent and young adult cancer

2025-05-19
About The Study: In this cohort study, survivors of adolescence and young adulthood cancer reported significantly worse mental health trajectories into middle or older adulthood, compared with individuals who experienced cancer as adults or never had it. Cancer clinicians should recognize the mental health burden for this population into middle age and older adulthood. Corresponding author: To contact the corresponding author, Anao Zhang, Ph.D., email zhangan@med.umich.edu. To access the embargoed study: Visit our ...

LAST 30 PRESS RELEASES:

ASU researchers to lead AAAS panel on water insecurity in the United States

ASU professor Anne Stone to present at AAAS Conference in Phoenix on ancient origins of modern disease

Proposals for exploring viruses and skin as the next experimental quantum frontiers share US$30,000 science award

ASU researchers showcase scalable tech solutions for older adults living alone with cognitive decline at AAAS 2026

Scientists identify smooth regional trends in fruit fly survival strategies

Antipathy toward snakes? Your parents likely talked you into that at an early age

Sylvester Cancer Tip Sheet for Feb. 2026

Online exposure to medical misinformation concentrated among older adults

Telehealth improves access to genetic services for adult survivors of childhood cancers

Outdated mortality benchmarks risk missing early signs of famine and delay recognizing mass starvation

Newly discovered bacterium converts carbon dioxide into chemicals using electricity

Flipping and reversing mini-proteins could improve disease treatment

Scientists reveal major hidden source of atmospheric nitrogen pollution in fragile lake basin

Biochar emerges as a powerful tool for soil carbon neutrality and climate mitigation

Tiny cell messengers show big promise for safer protein and gene delivery

AMS releases statement regarding the decision to rescind EPA’s 2009 Endangerment Finding

Parents’ alcohol and drug use influences their children’s consumption, research shows

Modular assembly of chiral nitrogen-bridged rings achieved by palladium-catalyzed diastereoselective and enantioselective cascade cyclization reactions

Promoting civic engagement

AMS Science Preview: Hurricane slowdown, school snow days

Deforestation in the Amazon raises the surface temperature by 3 °C during the dry season

Model more accurately maps the impact of frost on corn crops

How did humans develop sharp vision? Lab-grown retinas show likely answer

Sour grapes? Taste, experience of sour foods depends on individual consumer

At AAAS, professor Krystal Tsosie argues the future of science must be Indigenous-led

From the lab to the living room: Decoding Parkinson’s patients movements in the real world

Research advances in porous materials, as highlighted in the 2025 Nobel Prize in Chemistry

Sally C. Morton, executive vice president of ASU Knowledge Enterprise, presents a bold and practical framework for moving research from discovery to real-world impact

Biochemical parameters in patients with diabetic nephropathy versus individuals with diabetes alone, non-diabetic nephropathy, and healthy controls

Muscular strength and mortality in women ages 63 to 99

[Press-News.org] Stars or numbers? How rating formats change consumer behavior