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Top reviews, not average ratings, sway consumer decision-making

Businesses should not spend a lot of time gaming the rating system. That effort is actually not very meaningful or effective, based on findings.

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When it comes to online shopping habits, the collective wisdom dictates that consumers gravitate toward the highest-rated products. The difference between a 4-star average rating and a 4.5-star average rating could play a huge role when buyers are deciding to hit the “Add to Cart” button.

But new research shows that the half-star chasm may not be all that important.

It turns out top reviews carry more sway in a customer’s final buying decisions when they are comparing products. The research debunks a widely held notion that serious online consumers buy products with a higher rating.

“It’s surprising because as a researcher, a business, or a consumer, we typically believe that when we go to Amazon, the most important piece of information is the average rating,” said researcher Dezhi (Denny) Yin, who co-authored the study.

Yin said since the starred average rating is an aggregate of hundreds, sometimes thousands, of online reviews, it is the most comprehensive window into a product’s quality.   

“And what we found was that when they read some reviews, just a few reviews can overturn the impact of average ratings,” said Yin, an associate professor in the School of Information Systems and Management in the Muma College of Business at the University of South Florida.

Using a clever “trade-off” design, the research team conducted three studies to disentangle the effects of online ratings and top reviews on consumer decision-making.

The first study was based on real-world daily data of 538 apps ranked in the top 100 from Apple’s App Store for two months. The apps covered 21 categories, such as games, business, finance, and news.

In the two other experiments, undergraduate students were asked to make a purchase decision between two digital camera options whose “stars” from average ratings and top reviews did not align with each other. The studies not only provided converging evidence for the swaying effect of top reviews but also pointed to a possible source of this effect.

Review details matter

“It’s the text of the top reviews that made a difference,” Yin said. “This swaying effect only happened for the text reviews. Without text, people are not swayed. It’s the concrete details that are driving this impact.”

Yin explained that the research is not saying that average ratings don’t matter. If a product has a low average rating, consumers will not consider the product, much less read the product reviews. 

But in the cases where buyers are comparing different products and reading their reviews, a few top reviews can easily sway their purchase decisions, he said, adding that the study findings are not limited to app or product reviews.

The ratings game

What are the takeaways for online retailers?

Yin recommends retailers spend less effort on writing or soliciting fake reviews to try to bump up their average star rating.

“Businesses should not spend a lot of time gaming the rating system. That effort is actually not very meaningful or effective, based on our findings,” Yin said. “Our findings suggest that as long as your average ratings were fine, what matters is the top reviews.”

In addition, retailers would be smart to respond to any negative top reviews, because those are the reviews that most consumers are likely to read. Retailers might counter the swaying effects of such reviews by, for example, explaining that the criticism was an isolated case or that the concern has been resolved, he said.

Also, researchers also recommend online review platforms, such as Yelp and Amazon, could benefit consumers by designing a layout that spotlights individual reviews with less emphasis on average ratings.

The article titled, “Swayed by the reviews: Disentangling the effects of average ratings and individual reviews in online word-of-mouth,” examined how consumers weigh a product’s average rating versus top reviews in their decision-buying process.

The paper was available online first in the Production and Operations Management journal, a flagship academic journal in the business field and among the list of top 24 premier business journals compiled by the University of Texas at Dallas’ Naveen Jindal School of Management.

Aside from Yin, the article’s co-authors include Zhanfei Lei, University of Massachusetts Amherst; Saby Mitra, University of Florida; and Han Zhang, Georgia Institute of Technology.

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Long-serving CEOs may weaken innovation, study finds

Companies led by long-serving chief executives may become less innovative over time unless challenged by strong independent boards.

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A new study from the University of East London has found that companies led by long-serving chief executives may become less innovative over time unless challenged by strong independent boards.

The research examined 215 FTSE 350 companies over an 11-year period between 2010 and 2021. It explored how CEO tenure and independent directors influence a company’s “R&D knowledge stock”, which is the research, expertise and technological capability built through investment in innovation.

The study published in the journal Corporate Governance found that CEOs who remain in office for many years often become more cautious and less willing to back risky research and development projects. These companies were more likely to reduce investment in innovation and long-term technological growth.

Firms with higher numbers of independent directors were more likely to continue building innovation capacity with experienced CEOs and independent directors forming an effective partnership, to combine deep company knowledge with outside challenge.

However, both experienced CEOs and independent directors become more cautious and less willing to back risky research and development projects when the company fails to meet performance aspirations, suggesting that independent directors do not have stable risk preferences.

The findings suggest that innovation is shaped not only by technology and finance, but also by leadership culture and corporate governance structures.

Author Dr Igbekele Sunday Osinubi, of the Royal Docks School of Business and Law, said: “Long-serving CEOs can bring valuable experience and stability, but there is also a risk that leaders become too cautious or too attached to existing ways of thinking. Our findings show that independent directors play an important role in encouraging companies to continue investing in innovation, especially during difficult periods when firms may otherwise retreat from long-term research and development.”

He added: “This matters beyond individual companies. Innovation drives productivity, competitiveness and economic growth. The study highlights how governance structures can influence whether firms continue building the knowledge and technologies that shape future industries.”

The paper argues that regulators and policymakers should consider governance reforms and incentives that encourage long-term innovation strategies, particularly in firms led by long-serving executives. The findings may also influence how boards think about CEO succession planning, oversight and the balance between short-term financial pressures and long-term investment.

Osinubi’s research, “Long CEO tenure, independent directors and R&D knowledge stock: the moderating effect of performance shortfalls”, was published in the Corporate Governance: The International Journal of Business in Society

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Profit alone is a poor measure of success, study shows companies can look efficient while harming the planet

Firms that appear highly efficient at generating revenue can perform far worse when their environmental footprint are included in the calculation.  

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Companies celebrated for strong financial performance may actually be inefficient once their environmental impact is taken into account, according to new research from the University of Surrey. 

The study, published in the European Journal of Operational Research, shows that firms that appear highly efficient at generating revenue can perform far worse when their environmental footprint are included in the calculation.  

To tackle this problem, researchers developed a new way to measure “sustainable corporate efficiency”, combining traditional financial metrics with environmental data such as energy consumption, carbon emissions and revenues generated from environmentally friendly products and services.  

Dr Menelaos Tasiou, co-author of the study and Senior Lecturer in Finance at the University of Surrey, said: “Businesses have long been judged on how efficiently they turn resources into profit. But if those profits come with large environmental costs, the picture changes completely. What we show is that true efficiency means generating revenue while also reducing the environmental damage caused by production. In other words, profitability alone can mask how wasteful a business really is when environmental costs are considered.  

The research analysed more than 2,800 publicly listed companies across 61 countries between 2010 and 2022, creating one of the largest global datasets measuring how sustainable companies are, when both financial performance and environmental impact are assessed together.  

The team combined company financial records, in alignment with the green economy (defined as a low carbon, resource efficient and socially inclusive economy), with environmental disclosures such as energy use and greenhouse gas emissions. They then applied a machine learning technique known as Convexified Efficiency Analysis Trees (CEAT) to estimate how efficiently companies convert resources into revenue while minimising pollution.  

Unlike older approaches, the method models the reality that production creates both desirable outputs, such as revenue, and undesirable ones, such as emissions. This allows companies to be compared on how well they balance profit with environmental performance.  

The results found a moderate link between financial efficiency and environmental efficiency, meaning many firms that are strong financially are not necessarily good at managing their environmental impact.  

The study also found large differences across industries and countries. Firms operating in sectors with high emissions, such as manufacturing and energy, often lagged behind leaders that were better at reducing carbon intensity while maintaining revenue.  

Dr Tasiou continued: “Measuring efficiency in this broader way can help investors, regulators and policymakers identify companies that are genuinely prepared for a low carbon economy. Stronger management capability plays a key role. Firms with more capable management teams were more likely to balance profitability with environmental responsibility, suggesting that leadership decisions can strongly influence sustainable performance.  

“As governments push towards net zero and investors scrutinise environmental performance more closely, companies that fail to integrate sustainability into their operations risk falling behind.” 

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Reminder to marketing people: Missing information can misinform

You don’t need bad actors for people to get the wrong idea. Incomplete information can be enough.

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To get people to pay attention, you have to make it engaging. But what makes content engaging often comes at the cost of detail – shaping what people learn and what they think they’ve learned. The result: People can come away with the wrong idea, even when what they read isn’t factually wrong.

That tension sits at the core of research from Marta Serra-Garcia, a behavioral economist at the University of California San Diego’s Rady School of Management. The study, published in the American Economic Review, examines how incentives in the online attention economy shape the way scientific information is communicated – and what readers ultimately take away from it.

A trade-off in the attention economy

You don’t need bad actors for people to get the wrong idea. Incomplete information can be enough.

Crucially, the research finds that attention-grabbing summaries are not more likely to be factually inaccurate. Instead, they tend to include less information – especially key details about how studies were conducted.

“This is not a simple story that clickbait is bad,” said Serra-Garcia, associate professor of economics and strategy and Phyllis and Daniel Epstein Chancellor’s Endowed Faculty Fellow at UC San Diego’s Rady School. “You need to get people’s attention in order for them to learn something, and it’s good to encourage curiosity. Yet there’s a trade-off: Material designed to engage can also unintentionally contribute to the kinds of misunderstandings that can fuel misinformation.”

The finding comes from a large, multi-stage experimental study in which freelance writers produced nearly 600 summaries of actual scientific research, and more than 3,700 participants were then tested on what they learned from them.

Why “in mice” matters

In one study used in the experiment, a compound in broccoli reduced cancer cell growth – in mice. Leave out those last two words, and the finding can sound far more directly relevant to human health than it actually is.

“Why can’t we say ‘in mice’?” Serra-Garcia said. “It’s not very hard to add. It’s two words. But once you say ‘in mice,’ maybe fewer people will click.”

Study results were consistent. Summaries written to attract attention were shorter, easier to read and more engaging – but included less detailed information, especially about sample sizes and methods.

Given the option to seek out more information, most readers did not. That mirrors real-world behavior: Studies of social media use suggest most content is shared without users ever clicking through to read more.

Among those who relied on summaries alone in Serra-Garcia’s study, knowledge dropped by about 6-7 percentage points. Readers were also more likely to draw incorrect conclusions – such as assuming findings applied to humans or reflected firm medical guidance.

Inside the experiments

To isolate these effects, Serra-Garcia conducted a multi-stage experimental study. In the first stage, 149 freelance writers produced nearly 600 summaries of the same set of studies – covering topics such as cancer, sleep, vaccines and climate – under different instructions: to inform readers accurately, or to attract attention by encouraging clicks or shares. 

In the second stage, more than 3,700 participants read those summaries under different conditions, including whether they could click through for more information.

The results held across experiments: Attention-driven summaries increased engagement and prompted some readers to learn more – but left many others with less complete understanding.

AI and the attention economy

The same pattern emerged when a human wasn’t doing the writing. In additional tests, when a large language model was prompted to attract attention, it also produced less detailed summaries – suggesting the effect is driven less by who creates the content than by the objective it’s optimized for.

For Serra-Garcia, the findings point to an ongoing challenge for researchers, journalists and institutions alike.

“How do you make science engaging and important to readers,” she said, “without missing the essentials that convey the full picture?” 

The research was funded in part by National Science Foundation grant no. 2343858. 

Read the full study: “The Attention – Information Trade-off.” 

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