Washington, USA: According to new University of California San Diego research, curated product recommendations during online shopping can change whether people buy a product they had been considering.
The findings of the study were published in the journal ‘Frontiers in Neuroscience’. The study by Uma R. Karmarkar, assistant professor at the UC San Diego Rady School of Management and School of Global Policy and Strategy, found that display items that come from the same category as the target product, such as a board game matched with other board games, enhance the chances of a target product’s purchase.
In contrast, consumers are less likely to buy the target product if it is mismatched with products from different categories, for example, a board game displayed with kitchen knives.
The study utilised eye-tracking — a sensor technology that makes it possible to know where a person is looking — to examine how different types of displays influenced visual attention.
Participants in the study looked at their target product for the same amount of time when it was paired with similar items or with items from different categories; however, shoppers spent more time looking at the mismatched products, even though they were only supposed to be there “for display”.
“What is surprising is that when I asked people how much they liked the target products, their preferences didn’t change between display settings,” Karmarkar said.
“The findings show that it is not about how much you like or dislike the item you’re looking at, it’s about your process for buying the item,” Karmarkar explained.
“The surrounding display items don’t seem to change how much attention you give the target product, but they can influence your decision whether to buy it or not,” Karmarkar added.
Karmarkar, who holds PhDs in consumer behaviour and neuroscience, said the findings suggest that seeing similar options on the page reinforces the idea to consumers that they’re making the right kind of decision to purchase an item that fits the category on display.
“When the information is mismatched, it changes the scope of the decision. A mismatched display is comparable to shopping in a store with more variety,” she said.
“You may consider a featured board game but if you can see other products to buy, this board game may not be the first kind of purchase you want to make. The mismatched items draw additional attention and compete with the category you were considering,” she added.
The study involved 58 participants, ages 18 to 40, who had to make 36 online shopping decisions for real products with real money.
The findings showing differences in purchase rates replicate a set of studies Karmarkar published in 2017. In the new research, she was able to measure what parts of the display were engaging more or less attention.
In addition, the upcoming paper shows that matched displays increase purchase rates even when they include more attention-grabbing information, like details about price.
Karmarkar talked with industry experts about product recommendations systems, which shaped her approach to these questions.
Recommender algorithms can have different designs to meet a variety of retailers’ respective goals.
Products can be shown with “mismatched” displays when retailers are using cross-promoting tactics based on prior customer behaviour or inventory they may want to sell more rapidly.
The board game example Karmarkar often uses is based on a real experience she had while shopping online during the month of October.
“I had been browsing games like ‘Bananagrams’ and when I reloaded the product page, a Halloween costumes display popped up,” she said.
“Given my search history, the store probably estimated I had a family. So while I’m sure they wanted me to buy the game, they also knew they had an active shopper who might be interested in the Halloween costumes that needed to sell by the end of the month,” she added.
“It looks like a win-win, but our work suggests that creating this mismatched situation could have lowered the chance that I would add the game to my cart,” she explained.
While the study is useful for online retailers to know the benefits of showing same-category options on a specific product page, the research is valuable to consumers as well.
“This shows how outside forces shape our decisions in ways we might not recognise. If a shopper is looking for something specific, they are likely to focus their attention, regardless of recommender displays,” she said.
“But when people are just ‘browsing stuff online,’ different page designs can create different patterns of attention. Store displays can change what we choose, even when they don’t change what we like,” she concluded.









References:
Legiano Casino Tischspiele http://golfwiki.ru/api.php?action=https://bybio.co/caseybrunk
References:
KingMaker anmelden icu.re
References:
KingMaker einzahlung apple pay https://m.2target.net/
References:
KingMaker Casino 50 Euro einzahlen icu.re
References:
Legiano Casino Video Review https://community.playstarbound.com/proxy.php?link=http://amur.1gb.ua/user/pondmary94/
References:
Legiano Casino App cse.google.ms
References:
Legiano Casino Anmeldung images.google.co.mz
References:
Legiano Casino Bonus ohne Einzahlung http://ww.visit-x.net
References:
Legiano Casino Mindestauszahlung http://www.google.bt/url?q=https://twigiron69.werite.net/legiano-casino-de-bonus-500-und-200-freispiele
References:
Legiano Casino Mindestauszahlung https://redirect.camfrog.com
References:
Legiano Casino Gutschein https://beautyhack.ru/mail?t=goaway&link=https://may22.ru/user/treepike33/
References:
Legiano Casino Cashback https://www.michael-smirnov.ru
References:
Hit n spin casino erfahrungen http://maps.google.mv/url?q=https://sc.hkeaa.edu.hk/TuniS/de.trustpilot.com/review/der-wikinger-shop.de
References:
Hit n spin casino 25 euro code http://cse.google.com.pg/url?q=https://campus.tdea.edu.co/cas/logout?url=https://de.trustpilot.com/review/der-wikinger-shop.de
References:
Monro Casino Registrierung https://board-en.farmerama.com/proxy.php?link=https://bmp.pw/andrewmtz33316
References:
Hitnspin casino review https://tdec.tn.gov/single_signon/Account/LogIn?returnurl=https://goz.vn/jennaandes
References:
Hitnspin casino mobile http://help.netwi.ru/
References:
Lollybet Casino Seriös http://www.google.com.hk/url?sa=t&source=web&rct=j&url=https://buzzafricanmusic.com/simawaldman093
References:
Lollybet Support go.redirdomain.ru
References:
Lollybet Casino Mindesteinzahlung https://forum.teacode.com/registration.jsp;jsessionid=D579B0F049C6CE59BE64BEFA834A13DB?backurl=http://pbase.com/peaceoctave7/
References:
Lollybet Aktionscode images.google.gy
References:
Lollybet Casino Bonus Code https://jugem.jp
References:
Best instant payid pokies australia real money clairgrid.com
References:
Australia online pokies payid https://getchefpahadi.com/employer/best-payid-casino-australia-2026-top-10-payid-casinos/
References:
Australian online pokies payid https://wirsuchenjobs.de
References:
Online pokies australia payid real money https://bigotube.com/@muoimcgarvie54?page=about
References:
Online pokies with payid australia real money https://www.amiral-services.com/shaunteh236654
References:
Best instant payid pokies australia real money https://www.bolsadetrabajo.genterprise.com.mx/companies/best-payid-casinos-in-australia-for-2026/
References:
Payid withdrawal pokies https://www.telugustatusvideo.com/@earthamerideth?page=about
References:
Pokies net australia payid withdrawal https://bbclinic-kr.com:443/nose/nation/bbs/board.php?bo_table=E05_4&wr_id=1029060
References:
Payid pokies instant withdrawal https://gitea.shidron.ru/luishut5714496
References:
Online pokies with payid https://career.afengis.com/employer/best-free-spins-payid-pokies-australia-payid-pokies-au-au-2026/
References:
Online pokies australia payid real money https://testgitea.educoder.net/soilacollits4
References:
Pokies net australia payid withdrawal https://git.etwo.dev/bellcak1783318
References:
Payid withdrawal pokies https://skillrizen.com/profile/justinetiegs53
References:
Australia online pokies payid https://date.etogetherness.com/@douglashager80
References:
Online pokies australia payid real money https://bbclinic-kr.com:443/nose/nation/bbs/board.php?bo_table=E05_4&wr_id=1029176
References:
Online pokies australia payid real money https://ashkert.am/%D5%A1%D5%B7%D5%AF%D5%A5%D6%80%D5%BF%D5%AB-%D5%B0%D5%A1%D5%B4%D5%A1%D6%80/best-free-spins-payid-pokies-australia-payid-pokies-au-au-2026/
References:
Australian pokies payid https://gitea.cfpoccitan.org/eddydisney1716
References:
Instant payid pokies australia https://theskysupply.com/forum/index.php?topic=1420.0
References:
Lollybet Anmeldung http://16.pexeburay.com/index/d1?diff=0&utm_clickid=34gcso08k8w4w40c&aurl=https://antoniofradique.net/katrinaurquhar
References:
Lollybet Casino Live Casino http://clients1.google.ml/url?q=https://jalie.tech/torydufaur973
References:
Lollybet Mirror Link https://www.omicsonline.org/recommend-to-librarian.php?title=Phobias%7CAnxietydisorder%7CSocialphobia%7CAgoraphobia&url=https://urlshortenerr.com/kathiblake1781
References:
Lollybet Cashback https://medical-dictionary.thefreedictionary.com/_/cite.aspx?url=https://n28.it/phillip9196368&word=nerve%20endings&sources=mosbyMD,vet
References:
Lollybet App https://61.cholteth.com/index/d1?diff=0&utm_source=ogdd&utm_campaign=26607&utm_content=&utm_clickid=g00w000go8sgcg0k&aurl=https://ibizabet.ink/jillian83d8512
References:
Lollybet Mirror Link https://www.ntis.gov/external_link_landing_page.xhtml?url=https://lnkup.my/enriquecatt529
References:
Lollybet Spielautomat https://mt-travel.ru/bitrix/rk.php?goto=https://computic.com.co/shawneemak
References:
Lollybet Casino Betrug https://galeapps.gale.com/apps/auth?userGroupName=los42754&origURL=https://www.mydaradstools.com/rkdnikole2
References:
Lollybet Bonus http://toolbarqueries.google.co.zw/url?q=https://linktraffic.site/aline878119548
References:
Lollybet Casino Auszahlungsdauer http://maps.google.com.my/url?q=https://wsurl.link/ktp3az
References:
Lollybet Casino Mindesteinzahlung http://images.google.cl/url?sa=t&url=https://ceyss.link/smGbk
References:
Lollybet Casino Bonus https://clients1.google.com.ai/url?q=https://ws-link.de/bethanymartz1/
References:
Lollybet Casino Gutscheincode https://empyriononline.com/proxy.php?link=https://spd.link/verenapera
References:
Lollybet Casino Promo Code http://images.google.kz/url?sa=t&url=https://ws-link.de/bethanymartz1
References:
Lollybet seriös http://www.gearguide.ru/phpbb/go.php?https://link.epicalorie.shop/gavin36h994247
References:
Lollybet Casino http://www.google.com.om/url?q=https://qr.dsd.edu.gh/stephanyjacob
References:
Lollybet Promo Code http://www.google.gl/url?q=https://jprod.dev/bsrjuli5335928
References:
Lollybet Casino Sicherheit http://maps.google.com.py/url?q=https://starqrcode.com/errolmehler14
References:
Lollybet Casino Roulette http://cse.google.com.kh/url?sa=t&url=https://tinyurl.ee/laylaseay61189
References:
Lollybet Casino 100 Freispiele http://www.google.li/url?sa=t&url=https://liy.ke/maddisonseabol
References:
Lollybet Login http://fsin-russia.ru/index.php?app=redirector&url=aHR0cHM6Ly9iZWxpbmtpLmNsb3VkL2RlbmljZWVtYnJ5MDcx&k=bb2fe024f8a71424996db6d9af08c1fc&settingNewSkin=2