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Digital targeting creeps out customers

When digital personalization crosses perceived boundaries, it triggers a powerful emotional response, which he calls “creepiness.” That response can backfire on digital marketers by materially reducing consumers’ willingness to buy.

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Years into the grand experiment of personalized digital marketing, most of us have had the experience: You search for a product — or just casually mention it. Suddenly, ads for that exact item stalk you across apps, websites, and social media. The targeting may be technically impressive, but it can feel unsettling.

That uneasy sentiment is the center of new research by Wayne Hoyer, professor of marketing and James L. Bayless/W.S. Farish Fund Chair for Free Enterprise at the McCombs School of Business at The University of Texas at Austin. He finds that when digital personalization crosses perceived boundaries, it triggers a powerful emotional response, which he calls “creepiness.” That response can backfire on digital marketers by materially reducing consumers’ willingness to buy.

The study, conducted by Hoyer and three marketing researchers from the University of Bern in Switzerland — Alisa Petrova, Lucia Malär, and Harley Krohmer — argues that creepiness is not a property of digital marketing itself. Instead, it is a structured emotional episode that unfolds inside the consumer in response to marketing.

The response has two parts: feeling ambiguous about what’s behind a marketing message, then deciding it’s a threatening form of surveillance.

“When consumers are exposed to these ads, they make an assessment of ambiguity, such as, ‘What is this?’ and whether this is intrusive surveillance, such as, ‘Are they watching me?’” Hoyer explains.

“If the answer is yes, this creates a negative emotion that can negatively affect purchase intentions.”

Particular about Privacy

In three studies involving 1,800 participants, the researchers exposed some people to targeted ads for headphones and sneakers — for example, seeing unsolicited ads shortly after talking about the product. Those subjects rated how uncomfortable they felt and why.

The studies compared their reactions with those of control groups that weren’t digitally targeted. The results confirmed that creepiness is real and alienates potential customers.

  • Perceptions of ambiguity and surveillance explained 75% of the emotional discomfort consumers reported.
  • Personalized ads nearly doubled levels of feeling surveilled compared with nonpersonalized ads.
  • On a 7-point scale for intent to purchase, each 1-point increase in consumer reactance reduced willingness to buy by about half a point.

Certain audience segments were especially vulnerable to feelings of creepiness. People who were more skeptical of advertising or more fearful of technological overreach were significantly more likely to interpret personalization as ambiguous and intrusive.

“Consumers do not like to be watched,” Hoyer says. “This is perceived as an invasion of privacy.”

Countering Creepiness: Try Kittens

What can brands do to mitigate feelings of creepiness?

In a final experiment, the researchers tested a variety of remedies, such as transparency about data use, assurances of good intentions, offers of discounts, and charitable donations. They also tried including positive emotional images in ads: pictures of kittens.

Perhaps unsurprisingly, the kittens proved somewhat effective at de-creeping consumer reactions and softening damage to their plans to buy. Offering monetary compensation also helped.

Overall, however, even the best interventions made only limited improvements to purchase intentions. Hoyer says, “Creepiness is robust and difficult to mitigate once triggered.”

This means that prevention is key, he says. It’s more effective to avoid creating bad feelings in the first place than try to repair them after the fact.

“Managers should focus on prevention by designing personalization practices that minimize ambiguity and try to avoid signals of intrusive surveillance,” Hoyer says.

The study suggests developing a Creepiness Level Index as a tool to help marketers track negative reactions to digital ads.

Over the long run, though, the marketing risk might diminish, he adds. “It is possible that creepiness will decline as consumers become more used to personalization and more accepting of AI technology.”

The Phenomenon of Creepiness in a Digital Marketing World” is published in Psychology & Marketing.

Strategies

Renting out your place? Human connection key to a successful holiday rental

Warmth, friendliness and a sense of belonging, or the “homely” side of the experience, strengthen guest loyalty, making them more likely to return to the same host. However, these feelings alone didn’t necessarily make guests more likely to recommend the property to others.

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Striking up a connection with the property host is the factor that drives repeat bookings on holiday accommodation platforms such as Airbnb.

This is according to a new study, carried out by universities in the UK and Iran and published in the February 2026 edition of International Journal of Hospitality Management, that suggested that quality and value of accommodation also play a part in guest satisfaction, but personal connection is key to people deciding to stay again.

The research analyzed hundreds of online guest reviews and conducted in-depth interviews to understand what shapes guests’ evaluations of their stays in what is known as “peer-to-peer accommodation”.

Conducted over six years, the study shows that guests assess their stays using emotional cues such as warmth, atmosphere, and aesthetics; and cognitive cues such as cleanliness, safety, and convenience.

The study found that warmth, friendliness and a sense of belonging, or the “homely” side of the experience, strengthen guest loyalty, making them more likely to return to the same host. However, these feelings alone didn’t necessarily make guests more likely to recommend the property to others.

In contrast, affective and intellectual experiences – the enjoyment and perceived value of the stay – were stronger predictors of recommendations and positive reviews.

The research also examined how the quality of booking websites, such as Airbnb’s platform, influences guest behaviour. Although the website didn’t change how guests felt about the property itself, a well-designed and trustworthy site directly boosted guest loyalty and word-of-mouth.

Co-author Nektarios Tzempelikos, Professor of Marketing at Anglia Ruskin University (ARU), said: “Guests think carefully about both emotional and practical aspects before booking. Hosts who focus only on one side – either charm or functionality – may be missing the bigger picture.

“Platforms like Airbnb thrive when they’re designed for trust. Guests return to sites that are clear, reliable and easy to use. But it’s not just about tech, it’s about people. The most memorable stays come from warmth, authenticity and genuine local connection.

“By encouraging friendly, personal communication between hosts and guests, and balancing smart technology with a human touch, platforms can create experiences that feel less transactional and more meaningful.”

The study was carried out by researchers from Brunel University, University of Bradford, Newcastle University, Anglia Ruskin University and the University of Tehran.

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BizNews

In-aisle store displays might crowd shoppers and reduce overall sales

Retailers might seek strategies to boost product exposure without also increasing crowding – especially for cart shoppers who may experience greater crowding effects – and that excessive use of in-aisle fixtures will likely dampen sales at the aggregate level rather than increasing it. 

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In a study involving a real-world grocery store, in-aisle displays meant to boost product visibility were in fact associated with reduced sales and purchase-related behaviors, with results amplified for shopping cart users.

Mathias Streicher of Austria’s Department of Management and Marketing presents these findings in the open-access journal PLOS One.

Retailers often place extra product displays directly in aisles in an effort to boost visibility and enhance sales. However, in-aisle displays could increase spatial crowding, which occurs when people feel restricted in their freedom of movement and has been linked with purchase-avoidance tendencies. To help clarify if in-aisle displays result in more purchases, Streicher conducted several experiments with a partnering grocery store.

First, they tracked weekly sales for an aisle containing household, baby and pet staples over a six-week period during which five product-display stands were placed mid-aisle. The stands were then removed for six weeks. Comparison of sales data showed that in fact, sales increased after removal of the in-aisle displays, with the average weekly percentage of total store revenue from that aisle rising from 4.33 to 4.83 percent.

A second in-store experiment in the same aisle showed that people using shopping carts also stopped and physically handled products—behavior previously linked with sales—about 7.05 times more often when in-aisle displays were absent than when they were present. Non-cart shoppers also touched products more often when displays were removed, but the effect was smaller (3.81 times).

Finally, in an online experiment, 200 participants imagined using a shopping cart or basket while viewing photographs of the same aisle from the in-store experiments, with or without in-aisle displays. They tended to rate the aisle with displays as more crowded and reported lower levels of perceived control for aisles with displays than those without, with effects amplified for imagined cart versus basket use.

Together, these findings suggest retailers might seek strategies to boost product exposure without also increasing crowding – especially for cart shoppers who may experience greater crowding effects – and that excessive use of in-aisle fixtures will likely dampen sales at the aggregate level rather than increasing it. 

Further research could address some of this study’s limitations, such as by considering the effects of human crowding, promotional offers on products, and seasonal influences on shopping behaviors.

Streicher adds: “The research shows that adding merchandise into store aisles can actually reduce overall sales by making the environment feel crowded and harder to navigate. Importantly, this negative effect is even stronger for shoppers using carts, as they experience greater spatial constraints and reduced control while shopping.”

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BizNews

Structure of online reviews shapes their helpfulness

Reviews that grow increasingly positive are most helpful to readers, while those that turn negative are least helpful. For average-rated products, progressively negative trajectories enhance helpfulness, whereas reviews that start negative and grow positive are least effective.

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A study of nearly 200,000 Amazon reviews shows that the usefulness of online product reviews depends not only on what is said, but on how the information is structured.

The researchers, from the Universities of Cambridge and Queensland, studied Amazon reviews for products ranging from clothing to food to electronics. They found that how the information is organised matters as much as what is said, and that different review structures are more or less helpful, depending on how highly the reviewer has rated the product.

Their results, published in the journal Scientific Reports, could help companies and third-party review platforms design their review pages to prompt the sort of reviews that will be most helpful to potential customers.

For example, a reviewer assessing a laptop might praise its performance and design while criticising its battery life, so how should such information be structured to be most useful to the reader? Should the review begin with criticism and end on a positive note, or start positively before turning to drawbacks?

“Any target of evaluation typically has both positive and negative aspects, which makes crafting evaluative messages challenging,” said co-author Dr Yeun Joon Kim from Cambridge Judge Business School. “The key question is how to structure these elements within a single message. For example, one might present criticism upfront and then move to praise, or instead integrate negative points within an otherwise positive evaluation. Yet research has paid little attention to this structural dimension.

“We wanted to understand whether certain structures are consistently more effective, or whether their effectiveness depends on the performance of the target being evaluated.”

The study was based on 195,675 reviews of 5,487 distinct products, and assessed performance and related factors, and a helpfulness score as measured by reader votes.

The researchers identified nine possible structures of online reviews ranging from Type A reviews that start positive and become more positive as they go along, to Type I reviews that start negatively and become even more negative – with lots of variance in between.

For highly-rated products, reviews that grow increasingly positive are most helpful to readers, while those that turn negative are least helpful. For average-rated products, progressively negative trajectories enhance helpfulness, whereas reviews that start negative and grow positive are least effective. For low-rated products, reviews are judged most helpful when they open constructively before introducing criticism.

“The results are nuanced but very clear,” said co-author Dr Luna Luan from the University of Queensland, who carried out the research while earning her PhD at Cambridge Judge Business School. “Looking at the overall sentiment of reviews does not fully translate into message effectiveness. It is the broader structure of sentiment – how positivity and negativity evolve throughout the review – that shapes how readers interpret online reviews.”

“Our findings have practical implications for how platforms and companies can design review pages in order to elicit the sort of reviews that will be most helpful to readers based on how highly products are rated,” said Kim. “For example, instead of simply asking ‘Write your review here’, the online review form could instead include micro-prompts that guide how reviewers structure feedback in a way recipients find most helpful.”

The researchers found the most commonly used review styles are not necessarily the most helpful to readers. In particular, for average- and low-rated products, the structures that reviewers tend to adopt often differ from those that readers find most useful.

This mismatch likely reflects different underlying motivations. Reviewers are not always writing to maximise usefulness for others, but may instead be expressing their own experiences, frustrations or emotions – especially when evaluating products of moderate or poor quality. As a result, review writing often serves both as information sharing and as a form of self-expression. This helps explain why widely used review styles do not always align with what readers perceive as most informative or helpful.

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