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{{Short description|Shelf labels that use e-ink or LCD displays instead of paper}}
[[File:Today's price for tea is... (96552109).jpg|thumb|Electronic shelf labels in [[Tokyo]]]]
[[File:Today's price for tea is... (96552109).jpg|thumb|Electronic shelf labels in [[Tokyo]]]]
An '''electronic shelf label''' ('''ESL''') system is used by [[retailers]] for displaying product pricing on [[shelf (storage)|shelves]]. The product pricing are automatically updated whenever a price is changed from a central control server. Typically, electronic display modules are attached to the front edge of retail shelving.


An '''electronic shelf label''' ('''ESL''') system is used by [[retailers]] for displaying, typically on the front edge of retail shelving, product pricing on [[shelf (storage)|shelves]] that can automatically be updated or changed under the control of a central server.<ref name=":0">{{Cite web |last=Europe |first=SoluM |title=What is an ESL System? |url=https://www.solumesl.com/en/insights/what-is-an-esl-system |access-date=2023-06-27 |website=SoluM Europe |language=en}}</ref>
The ESL market has been expected to witness a growth throughout 2024 when global ESL industry are forecast to register more than 16% [[Compound annual growth rate|CAGR]].<ref>{{Cite news|url=https://globenewswire.com/news-release/2018/09/18/1572161/0/en/Electronic-Shelf-Label-ESL-Market-to-hit-1bn-by-2024-Global-Market-Insights-Inc.html|title=Electronic Shelf Label (ESL) Market to hit $1bn by 2024: Global Market Insights, Inc.|last=Inc|first=Global Market Insights|work=GlobeNewswire News Room|access-date=2018-11-26|language=en-US}}</ref> The majority of end users for ESL belongs to the retail industry. The wide range of users ranges from groceries market, hardware stores, sports equipment, furniture, consumer appliances, and electronic and gadgets.<ref>{{Cite web|url=https://www.arizton.com/market-reports/electronic-shelf-label-market|title=Electronic Shelf Label Market 2018-2023 {{!}} ESL Market Research Report, Industry Analysis, Size, Share, & Trends {{!}} Arizton|last=Intelligence|first=Arizton Advisory &|website=arizton.com|language=en|access-date=2018-11-26}}</ref> This forecast growth is due to the increasing adoption of ESL by the retail industry as ESL are made more easily accessible for retail chains due to the reduction in pricing over time.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?2701|title=ESLs Are Becoming More Affordable For Retailers - 2006-10-04 - Page 1 - RFID Journal|last=Journal|first=RFID|website=rfidjournal.com|language=en|access-date=2018-11-26}}</ref> With the rapid increase in the inclusion of [[Internet of things]] technology in the retail industry, with over 79% of retailers in the North America alone investing in ESL and [[People counter]]. 72% of these retailers in North America have plans to reinvent the supply chain management through adoption of ESL in their stores, thereby accelerating the market growth of ESL. Further studies show that [[Europe]] currently dominates the ESL market in terms of size, with over one-third of the total market share in 2017, due to the strong presence of domestic and multinational retailers in the region.<ref>{{Cite web|url=https://www.prnewswire.com/news-releases/electronic-shelf-label-esl-market-worth-620-million-usd-by-2021-645657783.html|title=Electronic Shelf Label (ESL) Market Worth 620 Million USD by 2021|last=Consulting|first=ResearchFox|website=prnewswire.com|language=en|access-date=2018-11-26}}</ref> However the market in [[Asia-Pacific|APAC]] is expected to grow at the highest CAGR within the forecast period. The ESL market in the APAC region is segmented into [[China]], [[Japan]], [[Australia]], [[Singapore]], [[South Korea]], and the rest of the region; the only prominent countries with significant market potential are China, Japan, Australia, Singapore, and South Korea.<ref>{{Cite news|url=https://globenewswire.com/news-release/2018/01/15/1289164/0/en/Electronic-Shelf-Label-Market-2017-Global-Forecast-to-2023-Transformation-of-the-Retail-Industry-From-Manual-to-Automated-Operations-Present-1-42-Bn-Opportunities.html|title=Electronic Shelf Label Market 2017 - Global Forecast to 2023: Transformation of the Retail Industry From Manual to Automated Operations Present $1.42 Bn Opportunities|last=Markets|first=Research and|work=GlobeNewswire News Room|access-date=2018-11-26|language=en-US}}</ref> Additionally, the expansion of large scale retailers in the region is responsible for the expected high growth rate of the market.<ref>{{Cite news|url=https://www.insideretail.com.au/news/world/third-of-retailers-expanding-through-apac-201809|title=Third of retailers expanding through APAC - Inside Retail|date=2018-09-13|work=Inside Retail|access-date=2018-11-26|language=en-US}}</ref> A study led by ABI Research said that the global ESL market could reach US$2 billion by 2019.<ref>{{Cite web | url=https://www.abiresearch.com/press/electronic-shelf-labels-revenues-to-reach-us2-bill/ |title = Electronic Shelf Labels Revenues to Reach US$2 Billion by 2019}}</ref>


== Technological development of electronic shelf labels ==
[[File:E-Ink-Preisschild.jpg|thumb|right|A shelf label with [[electronic paper]] display]]
[[File:E-Ink-Preisschild.jpg|thumb|right|A shelf label with [[electronic paper]] display]]
ESL modules use [[electronic paper]] (E-paper) or [[liquid-crystal display]] (LCD) to show the current product price to the customer. E-paper is widely used on ESLs as it provides crisp display and supports full graphic imaging. A communication network allows the price display to be automatically updated whenever a product price is changed. This communication network is the true differentiation and what really makes ESL a viable solution. The wireless communication must support reasonable range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication. Currently, the ESL market leans heavily towards radio frequency based ESL solutions with additional integrations.
ESL tag modules use [[electronic paper]] (E-paper) or [[liquid-crystal display]] (LCD) to show the current product price to the customer. E-paper is widely used on ESLs as it provides crisp display and supports full graphic imaging while needing only power during updates, but no power to retain an image. A communication network from the central server allows the price display to be automatically updated whenever a product price is changed, in contrast to static placards. Wireless communication must support application range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication.<ref>{{Cite book |last1=Park |first1=Jin-Soo |last2=Jang |first2=Byung-Jun |title=2016 IEEE Radio and Wireless Symposium (RWS) |chapter=Electronic shelf label system employing a visible light identification link |date=January 2016 |chapter-url=https://ieeexplore.ieee.org/document/7444409 |pages=219–222 |doi=10.1109/RWS.2016.7444409|isbn=978-1-4673-9806-0 |s2cid=35881432 }}</ref> Currently, the ESL market leans heavily towards radio frequency communication.{{Citation needed|date=June 2023}}

== History ==

=== Early product ===
An early System first offered for sale by NCR in 1997 used Modulated Backscatter of radio waves to provide two way wireless communications between the labels and the store’s radio network. By using modulated backscatter, the labels confirmed receipt of price changes (along with battery and display status) without the need for an active radio transmitter, thus saving cost and increasing battery life to over 5 years.<ref name="Evans Shober Wilkus Wright 2002 pp. 203–215">{{cite journal | last1=Evans | first1=James G. | last2=Shober | first2=R. Anthony | last3=Wilkus | first3=Stephen A. | last4=Wright | first4=Gregory A. | title=A Low-Cost Radio for an Electronic Price Label System | journal=Bell Labs Technical Journal | publisher=Institute of Electrical and Electronics Engineers (IEEE) | volume=1 | issue=2 | date=Autumn 1996 | issn=1089-7089 | doi=10.1002/bltj.2025 | pages=203–215 | s2cid=42370048 |url= https://onlinelibrary.wiley.com/doi/epdf/10.1002/bltj.2025}}</ref>


=== First generation: LCD and infrared communication ===
=== First generation: LCD and infrared communication ===
Liquid crystal display ESL tags similar to how a [[calculator]] displays the numerical values. Each number on an liquid crystal display ESL tag is made up of seven bars and segments. The numerical value to display on the tags itself are then shown based on activating a different combinations of these seven bars and segments. A disadvantage of using a liquid crystal display tag is the difficulties in displaying certain letters.<ref>{{Cite news|url=https://www.explainthatstuff.com/calculators.html|title=How do calculators work??|work=Explain that Stuff|access-date=2018-11-27}}</ref> The communication technology used for the transmitter to connect to the label is through diffused [[Infrared|infrared communication]]. The values on the LCD tags is established by infrared bouncing off of surfaces. However, the speed of transmission is heavily compromised due to the data compression of each data packets from the transmitter.<ref name="WeiPetitgrand2014">{{Cite web|url=https://www.euroshop-tradefair.ru/prod_file_download/k-U2FsdGVkX1_7MVKkUW2wkgGOlpORks9Y9_rycbSIWnA/2/3957_1|title=Wireless Technology for ESL System|last=Wei|first=Derrick|last2=Petitgrand|first2=Fabien|date=January 24, 2014|website=Europshop Tradefair|access-date=November 27, 2018}}</ref>
[[Seven-segment display|7-segment]] [[LCD]] ESL tags use a display similar to how a [[calculator]] displays the numerical values. The numerical value to display on the tags itself are then shown based on activating different combinations of these seven bars and segments. A disadvantage of using a liquid crystal displayated tag is the difficulties in [[Seven-segment display character representations|displaying certain letters]].<ref>{{Cite news|author-first=Chris|author-last=Woodford|author-link=Chris Woodford (author)|url=https://www.explainthatstuff.com/calculators.html|title=How do calculators work??|work=Explain that Stuff|access-date=2018-11-27}}</ref> The communication technology used for the transmitter to connect to the label is through diffused [[Infrared|infrared communication]]. The values on the LCD tags are established by infrared bouncing off of surfaces. However, the speed of transmission is heavily compromised due to the data compression of each data packets from the transmitter.<ref name="WeiPetitgrand2014">{{Cite web|url=https://www.euroshop-tradefair.ru/prod_file_download/k-U2FsdGVkX1_7MVKkUW2wkgGOlpORks9Y9_rycbSIWnA/2/3957_1|title=Wireless Technology for ESL System|last1=Wei|first1=Derrick|last2=Petitgrand|first2=Fabien|date=January 24, 2014|website=Europshop Tradefair|access-date=November 27, 2018|archive-date=November 27, 2018|archive-url=https://web.archive.org/web/20181127152038/https://www.euroshop-tradefair.ru/prod_file_download/k-U2FsdGVkX1_7MVKkUW2wkgGOlpORks9Y9_rycbSIWnA/2/3957_1|url-status=dead}}</ref> Another disadvantage is that LCDs need power to retain an image.


=== Second generation: E-paper and Infrared or radio communication ===
=== Second generation: e-paper and infrared or radio communication ===
Electronic paper (E-paper) are sometimes referred to as electronic ink or e-ink. It describes a technology that mimics the appearance of ordinary ink on paper. An e-paper display is made up of capsules in a thin film, with each particles within the capsules emitting a different color and different electric charge. [[Electrode]]s are placed above and below the capsule film and when a charge is applied to an individual electrode, the color particle will move to either the top or the bottom of a capsule, allowing the ESL to display a certain color.<ref>{{Cite news|url=https://www.visionect.com/blog/electronic-paper-explained-what-is-it-and-how-does-it-work/|title=Electronic paper explained: what is it and how does it work? - Visionect|last=Primozic|first=Ursa|date=2015-03-05|work=Visionect|access-date=2018-11-27|language=en-US}}</ref> E-paper generally uses infrared or radio communication technology to communicate from the transmitter to the tags. As for radio, typically, low frequency solution is used for simple tags, but with the draw backs of low data rate that makes it difficult to show segmented image.<ref name="WeiPetitgrand2014" />
Electronic paper (E-paper, electronic ink, or e-ink) describes a technology that mimics the appearance of ordinary ink on paper. An e-paper display is made up of multiple capsules in a thin film with [[Electrode]]s placed above and below the capsule film and when a charge is applied to an individual electrode, the color particle moves to either the top or bottom of the capsule, allowing the ESL to display a certain intensities of color within the capsule.<ref>{{Cite news|url=https://www.visionect.com/blog/electronic-paper-explained-what-is-it-and-how-does-it-work/|title=Electronic paper explained: what is it and how does it work? - Visionect|last=Primozic|first=Ursa|date=2015-03-05|work=Visionect|access-date=2018-11-27|language=en-US}}</ref> E-paper generally uses an infrared or radio communication network to communicate from the central server transmitter to the tags. Typically, low frequency radio solutions are used for tags, but with the draw backs of low data rate that makes it difficult to show complex segmented images.<ref name="WeiPetitgrand2014" />[[Building information modeling]]


=== Third generation: Geo-location and product finder ===
=== Third generation: geo-location and product finder ===
The current generation of ESL utilize e-paper display and radio communication, though with the addition of integration with existing retail applications such as [[electronic article surveillance]], [[digital signage]], and [[people counter]]. With the integration to various people counter devices, whether it is powered through video counting technology or Bluetooth beacons, it will be able to track the visitors that are within the store based on the consumers' movement. Retailers are able to upload a floor plan of the sales floor into the label management software. Consumers are tracked through the people counting device or their Bluetooth devices to determine their positioning within the store at all times.
The current generation of ESL units utilize e-paper display technology along with wireless radio communications, are integrated with existing retail technologies such as [[electronic article surveillance]], [[digital signage]], and [[people counter|people counters]]. Therefore, retailers are able to upload a [[Building information modeling|floor plan]] of the sales area into the label-management software. Once this has been done and all the hardware and other software pieces are in place, consumers can be automatically tracked (in [[Real-time computing|real time]]) through the network of people-counting devices, or via their personal Bluetooth devices, in order to determine their positioning within the store at all times; allowing the individual customer to be subjected to targeted, customized marketing initiatives: discounts, individual pricing, etc.<ref>{{Cite book |last1=Park |first1=Jin-Soo |last2=Jang |first2=Byung-Jun |title=2016 IEEE Radio and Wireless Symposium (RWS) |chapter=Electronic shelf label system employing a visible light identification link |date=January 2016 |chapter-url=https://ieeexplore.ieee.org/document/7444409 |pages=219–222 |doi=10.1109/RWS.2016.7444409|isbn=978-1-4673-9806-0 |s2cid=35881432 }}</ref>


== How does it work ==
== General principles ==
[[File:Concept map of ESL.jpg|thumb|500x500px|Concept display of the connection between the label management software, communication station, and terminal display in a mock-up retail environment]]
[[File:Concept map of ESL.jpg|thumb|500x500px|Concept display of the connection between the label management software, communication station, and terminal display in a mock-up retail environment]]
A typical ESL utilize ultra-low-power CPU and wireless communication solution to meet the power of low cost and low power due to the high number of label tags required in an average retail store. ESL consists of three aspects to function.<ref name="Zhou 2013">{{Cite journal|last=Zhou|first=Chun Hui|last2=Mei|first2=Pan|last3=Huang|first3=Li Wen|last4=Liu|first4=Ke Zhong|last5=Wen|first5=Yuan Qiao|date=September 2013|title=An Electronic Shelf Label System Based on WSN|journal=Advanced Materials Research|language=en|volume=765-767|pages=1718–1721|doi=10.4028/www.scientific.net/AMR.765-767.1718|issn=1662-8985}}</ref>
A typical ESL utilizes ultra-low-power CPU and wireless communication solutions to meet low power of low cost constraints in order to displace the high number of static shelf labels required in an average retail store.


ESL consists of three components:
#'''Label management software''': Responsible for the configuration of the system, configuration of the properties on the label itself, and to update the database for the list of prices Typically, a centralized software that is responsible for the building of and maintenance of the network for the data communication between the label management software and the terminal display.<ref name="Zhou 2013" />
#'''Communication station''': Responsible for the stability and reliability of transmittance through a long distance from the label management software to the label.<ref name="Zhou 2013" />
#'''Terminal display''': Functions as a receiver from the communication station to display the price configured from the label management software.<ref name="Zhou 2013" />


#'''Label management software''': Responsible for the configuration of the system, configuration of the properties on the label itself, and to store the database for the list of prices. The software mainly covers the network management, file systems, and transmission of data.<ref>{{Cite web |last=Ma |first=Yin-ping |date=September 2017 |title=Design of Electronic Shelf Tag System Based on Simpliciti |url=https://www.ijeas.org/download_data/IJEAS0409027.pdf |access-date=November 27, 2018 |website=International Journal of Engineering and Applied Sciences}}</ref> Also processes and packs the data of product information and the prices configured into packets of information. The data packets are then sent to the communication station via wireless network. Typically, a centralized software that is responsible for the building of and maintenance of the network for the data communication between the label management software and the terminal display.<ref name="Zhou 2013">{{Cite journal |last1=Zhou |first1=Chun Hui |last2=Mei |first2=Pan |last3=Huang |first3=Li Wen |last4=Liu |first4=Ke Zhong |last5=Wen |first5=Yuan Qiao |date=September 2013 |title=An Electronic Shelf Label System Based on WSN |journal=Advanced Materials Research |language=en |volume=765-767 |pages=1718–1721 |doi=10.4028/www.scientific.net/AMR.765-767.1718 |issn=1662-8985 |s2cid=56384623}}</ref><ref name=":1">{{Cite web |last=Europe |first=SoluM |title=What is an ESL System? |url=https://www.solumesl.com/en/insights/what-is-an-esl-system |access-date=2023-06-27 |website=SoluM Europe |language=en}}</ref>
The label management software processes and packs the data of product information and the prices configured into packets of information. The data packets are then sent to the communication station via wireless network. Once the data packets are transmitted to the communication station, they will then be sent to the terminal display to update the price labels based on the information inputted into the label management software. A communication network allows the price display to be automatically updated whenever a product price is changed. This communication network is the true differentiation and what really makes ESL a viable solution. The wireless communication must support reasonable range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication. Currently, the ESL market leans heavily towards radio frequency based ESL solutions. The label will then act based on the instructions that was given in the data packets.<ref name="Zhou 2013" />
#'''Communication station''': Responsible for the stability and reliability of transmittance through a long distance from the label management software to the label.<ref name="Zhou 2013" /><ref name=":1" />The wireless communication must support application range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication. Currently, the ESL market leans heavily towards radio frequency based ESL solutions.
#'''Terminal display''': Functions as a receiver from the communication station to display the price configured from the label management software.<ref name="Zhou 2013" /><ref name=":1" /> The terminal display label will then act based on the instructions that was given in the data packets.<ref name="Zhou 2013" />


=== Hardware design ===
=== Hardware design ===
The ESL hardware design generally includes the circuit design of the communication station and the terminal display label. The typical [[chipset]] used to perform the basic functional requirement of ESL is [[TI MSP432]]. The communication between the communication station and the terminal display label is controlled by a [[RF module]], the general protocol for RF module uses CC2500 with a communication distance of upwards to 30 meters.<ref name="Zhou 2013" /> For terminal display, it can be displayed via [[E Ink|electronic ink]], [[electronic paper]] or [[Liquid-crystal display|liquid crystal display]].
ESL hardware design generally includes the circuit design of the communication station and the terminal display label. The typical [[chipset]] used to perform the basic functional requirement of ESL's is the [[TI MSP432]] or a [https://www.silabs.com/applications/smart-retail/electronic-shelf-labels solution] from Silicon Labs. Typical communication between the communication station and the terminal display label is controlled by a [[RF module]], the general protocol for RF module uses CC2500 with a communication distance of upwards to 30 meters.<ref name="Zhou 2013" /> For terminal display, it can be displayed via [[E Ink|electronic ink]], [[electronic paper]] or [[Liquid-crystal display|liquid crystal display]].


=== Software design ===
=== Software design ===
An ESL software API is included in the bluetooth 5.4 specification permits a 7-bit group identifier of 8-bit unique ESL ID's allowing for a total of 32,640 ESL's to be allocated for one bluetooth ESL network.<ref>{{Cite web |title=Bluetooth 5.4 Technical Overview |url=https://www.bluetooth.com/wp-content/uploads/2023/02/2301_5.4_Tech_Overview_FINAL.pdf}}</ref> Multiple bluetooth ESL networks would be necessary in the same location to cover typical grocery store ESL applications.<ref>{{Cite web |last=Malito |first=Alessandra |title=Grocery stores carry 40,000 more items than they did in the 1990s |url=https://www.marketwatch.com/story/grocery-stores-carry-40000-more-items-than-they-did-in-the-1990s-2017-06-07 |access-date=2023-06-27 |website=MarketWatch |language=EN-US}}</ref>
The software module of ESL is typically divided into three parts.<ref name="Zhou 2013" />


== Usage ==
# '''Application module''': Contains the database and manages the information of goods and the users to control the terminal display labels.
Electronic shelf labels are primarily used by retailers who sell their products in stores and are usually attached to the front edge of the retail shelves and display the price of the product.<ref name=":0" /> Additional information such as stock levels, expiration dates, or product information may also be displayed as well, depending on the type of ESL.<ref>{{Cite news|url=http://www.retailintelligencelab.com/blog/2016/11/24/the-rise-of-electronic-shelf-labels|title=The Rise of Electronic Shelf Labels|work=Retail Intelligence Lab|access-date=2018-11-27|language=en-GB}}</ref>
# '''Communication module''': The communication module of the ESL contains the network and communication links required for the label management software to transmit the packet of information to the terminal display.
# '''Display module''': The display of the ESL tag that utilizes either electronic ink, electronic paper, or liquid crystal display to output the information entered through the label management software.

The software mainly covers the network management, file systems, and transmission of data whereas the display module will be receiving transmission from the application module and.<ref>{{Cite web|url=https://www.ijeas.org/download_data/IJEAS0409027.pdf|title=Design of Electronic Shelf Tag System Based on Simpliciti|last=Ma|first=Yin-ping|date=September 2017|website=International Journal of Engineering and Applied Sciences|access-date=November 27, 2018}}</ref>

== Usage of electronic shelf labels ==
Electronic shelf labels are primarily used by retailers who sell their products in stores. The display modules are usually attached to the front edge of the retail shelves and display the price of the product. Additional information such as stock levels, expiration dates, or product information may also be displayed as well, depending on the type of ESL.<ref>{{Cite news|url=http://www.retailintelligencelab.com/blog/2016/11/24/the-rise-of-electronic-shelf-labels|title=The Rise of Electronic Shelf Labels|work=Retail Intelligence Lab|access-date=2018-11-27|language=en-GB}}</ref>


=== Benefits ===
=== Benefits ===
Automated ESL systems reduces pricing management labor costs, improves pricing accuracy and allows dynamic pricing. Dynamic pricing is the concept in which retailers can fluctuate pricing to match demand, online competition, inventory levels, shelf-life of items, and to create promotions.<ref>{{cite book|last1=Dilip|first1=Soman|last2=N-Marandi|first2=Sara|title=Managing Customer Value: One Stage at a Time|date=2010|publisher=World Scientific|location=Singapore|isbn=9789812838285|page=275|url=https://books.google.com/books?id=k-MqisBNEpwC|accessdate=15 July 2014}}</ref> Some advantages of using electronic shelf labels are
Automated ESL systems reduce pricing management labor costs, improves pricing accuracy and allows dynamic pricing. Dynamic pricing is the concept in which retailers can fluctuate pricing to match demand, online competition, inventory levels, shelf-life of items, and create promotions.<ref>{{cite book|last1=Dilip|first1=Soman|last2=N-Marandi|first2=Sara|title=Managing Customer Value: One Stage at a Time|date=2010|publisher=World Scientific|location=Singapore|isbn=9789812838285|page=275|url=https://books.google.com/books?id=k-MqisBNEpwC|accessdate=15 July 2014}}</ref> Some advantages of using electronic shelf labels are


# '''Accurate pricing''': Prices on shelves are updated on time and on demand to match with price files on the label management software from a link between the in store [[Point of sale display|point of sale processor]] and the label management software. This will increase pricing accuracy to avoid branding issues revolving around price integrity. As a result, decreasing the lost revenue from undervalued items, as consumers generally alert staffs of overpriced items, and not the inverse.<ref>{{Cite web|url=https://www.bus.umich.edu/kresgepublic/journals/gartner/research/112900/112959/112959.pdf|title=Merchandise and Price Optimization Will Justify ESLs|last=Woods|first=J.|last2=White|first2=A.|date=February 4, 2003|website=Gartner Research|access-date=November 27, 2018|last3=Roster|first3=J.}}</ref>
# '''Accurate pricing''': Prices on shelves are updated on time and on demand to match with price files on the label management software from a link between the in store [[Point of sale display|point of sale processor]] and the label management software. This will increase pricing accuracy to avoid branding issues revolving around price integrity. As a result, decreasing the lost revenue from undervalued items, as consumers generally alert staffs of overpriced items, and not the inverse.<ref>{{Cite web|url=https://www.bus.umich.edu/kresgepublic/journals/gartner/research/112900/112959/112959.pdf|title=Merchandise and Price Optimization Will Justify ESLs|last1=Woods|first1=J.|last2=White|first2=A.|date=February 4, 2003|website=Gartner Research|access-date=November 27, 2018|last3=Roster|first3=J.}}{{Dead link|date=March 2024 |bot=InternetArchiveBot |fix-attempted=yes }}</ref>
# '''Save costs''': As opposed to traditional pricing labels, whenever prices are changed and updated; employees will no longer require to print out labels and manually replace them in the shelf tags. With ESL, this eliminates the need to visit each shelf and make changes as all changes are made in the label management software and updated to the labels digitally. This saves retailers on the materials and labor in producing and replacing printed tags, and offer the ability to update prices dynamically on demand.<ref>{{Cite news|url=https://foreword.mbsbooks.com/electronic-shelf-tags-technology-boosting-sales-at-usi#gsc.tab=0|title=Electronic Shelf Labels; Technology Boosting Sales at USI|last=Smallheer|first=Jason|access-date=2018-11-27|language=en-us}}</ref><ref>{{Cite news|url=https://www.v3.co.uk/v3-uk/news/3012689/supermarkets-examining-electronic-shelf-edge-labeling-to-cut-costs-not-for-surge-pricing|title=Supermarkets examining electronic shelf-edge labeling to cut costs, not for 'surge pricing' {{!}} V3|work=v3.co.uk|access-date=2018-11-27|language=en}}</ref>
# '''Save costs''': As opposed to traditional pricing labels, whenever prices are changed and updated; employees will no longer require to print out labels and manually replace them in the shelf tags. With ESL, this eliminates the need to visit each shelf and make changes as all changes are made in the label management software and updated to the labels digitally. This saves retailers on the materials and labor in producing and replacing printed tags, and offer the ability to update prices dynamically on demand.<ref>{{Cite news|url=https://foreword.mbsbooks.com/electronic-shelf-tags-technology-boosting-sales-at-usi#gsc.tab=0|title=Electronic Shelf Labels; Technology Boosting Sales at USI|last=Smallheer|first=Jason|access-date=2018-11-27|language=en-us|archive-date=2018-11-27|archive-url=https://web.archive.org/web/20181127152038/https://foreword.mbsbooks.com/electronic-shelf-tags-technology-boosting-sales-at-usi#gsc.tab=0|url-status=dead}}</ref><ref>{{Cite news|url=https://www.v3.co.uk/v3-uk/news/3012689/supermarkets-examining-electronic-shelf-edge-labeling-to-cut-costs-not-for-surge-pricing|title=Supermarkets examining electronic shelf-edge labeling to cut costs, not for 'surge pricing' {{!}} V3|work=v3.co.uk|access-date=2018-11-27|language=en}}</ref>
# '''Product finder''': Retailers are able to integrate each ESL tags with an external application to offer wayfinding capability for their products. A customer can input the product they are looking for either through a developed mobile application from the retailer, or through an external digital signage to direct the customer to the product's location.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?14064|title=Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 1 - RFID Journal|website=rfidjournal.com|language=en|access-date=2018-11-27}}</ref>
# '''Product finder''': Retailers are able to integrate each ESL tags with an external application to offer wayfinding capability for their products. A customer can input the product they are looking for either through a developed mobile application from the retailer, or through an external digital signage to direct the customer to the product's location.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?14064|archive-url=https://web.archive.org/web/20160316200139/http://www.rfidjournal.com/articles/view?14064|url-status=dead|archive-date=March 16, 2016|title=Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 1|website=rfidjournal.com|language=en|access-date=2018-11-27}}</ref>
# '''In store heat map''': Some ESL providers integrate with [[Bluetooth Low Energy]] enabled devices to track the movement of consumers and how long they remain at a particular location. This is done by displaying an image of the floor plan of the store on the label management software with a heat map showing locations of hot spots based on the detection of responses from high traffic areas through Bluetooth.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?14064/2|title=Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 2 - RFID Journal|website=rfidjournal.com|language=en|access-date=2018-11-27}}</ref>
# '''In store heat map''': Some ESL providers integrate with [[Bluetooth Low Energy]] enabled devices to track the movement of consumers and how long they remain at a particular location. This is done by displaying an image of the floor plan of the store on the label management software with a heat map showing locations of hot spots based on the detection of responses from high traffic areas through Bluetooth.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?14064/2|archive-url=https://web.archive.org/web/20160426103419/http://www.rfidjournal.com/articles/view?14064/2|url-status=dead|archive-date=April 26, 2016|title=Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 2|website=rfidjournal.com|language=en|access-date=2018-11-27}}</ref>
# '''Regulate stock levels''': Inventory management is crucial for retailers. Inventory information may be displayed on ESL through connection with the point of sale processor. Additional information the ESL can display is an expected date on when the stock will refill on the shelf. ESL will also be able to display a [[quick response code]] to allow consumers to easily find the item online, or for retailers to display relevant product information to their consumers.<ref>{{Cite news|url=https://www.sdcexec.com/warehousing/article/12105732/theres-more-to-electronic-shelf-labels-than-pricing|title=There's More to Electronic Shelf Labels than Pricing|work=Supply & Demand Chain Executive|access-date=2018-11-27|language=en}}</ref>
# '''Regulate stock levels''': Inventory management is crucial for retailers. Inventory information may be displayed on ESL through connection with the point of sale processor. Additional information the ESL can display is an expected date on when the stock will refill on the shelf. ESL will also be able to display a [[quick response code]] to allow consumers to easily find the item online, or for retailers to display relevant product information to their consumers.<ref>{{Cite news|url=https://www.sdcexec.com/warehousing/article/12105732/theres-more-to-electronic-shelf-labels-than-pricing|title=There's More to Electronic Shelf Labels than Pricing|work=Supply & Demand Chain Executive|access-date=2018-11-27|language=en}}</ref>


=== Disadvantages ===
=== Disadvantages ===
While there are benefits to ESL, it is not without its flaw. Some disadvantages of using electronic shelf labels are:
While there are benefits to ESL, it is not without its flaws. Some disadvantages of using electronic shelf labels are:


# '''Error propagation''': As ESL are controlled by a label management software that regulates all ESL within a store or throughout an entire chain of company, any erroneous or undervalued price entered into the label management software will be reflected through the entire retail chain.
# '''Error propagation''': As ESL are controlled by a label management software that regulates all ESL within a store or throughout an entire chain of company, any erroneous or undervalued price entered into the label management software will be reflected through the entire retail chain.
# '''Inability to quantify return on investments''': Due to the large volume of ESL a retailer will need for their stores, the initial investment cost of for a store could be marginally high. This along with the inability to quantify whether consumer experience were improved during shopping due to the implementation of ESL makes it difficult to quantify the return on investment of ESL.<ref>{{Cite news|url=https://www.chicagotribune.com/news/ct-xpm-2001-07-04-0107040259-story.html|title=Is price right for e-shelf labels?|first=Ameet|last=Sachdev|work=chicagotribune.com|access-date=2018-11-27|language=en-US}}</ref>
# '''Inability to quantify return on investments''': Due to the large volume of ESL a retailer will need for their stores, the initial investment cost for a store could be marginally high. This along with the inability to quantify whether consumer experience were improved during shopping due to the implementation of ESL makes it difficult to quantify the return on investment of ESL.<ref>{{Cite news|url=https://www.chicagotribune.com/news/ct-xpm-2001-07-04-0107040259-story.html|title=Is price right for e-shelf labels?|first=Ameet|last=Sachdev|work=chicagotribune.com|access-date=2018-11-27|language=en-US}}</ref>

== Market trends ==
The global ESL market throughout 2027 is forecast to grow more than 16% [[Compound annual growth rate|CAGR]].<ref>{{Cite news|url=https://globenewswire.com/news-release/2018/09/18/1572161/0/en/Electronic-Shelf-Label-ESL-Market-to-hit-1bn-by-2024-Global-Market-Insights-Inc.html|title=Electronic Shelf Label (ESL) Market to hit $1bn by 2024: Global Market Insights, Inc.|work=GlobeNewswire News Room|access-date=2018-11-26|language=en-US}}</ref><ref>{{Cite web |title=Electronic Shelf Label Market Size, Share, Growth {{!}} Global Report, 2030 |url=https://www.fortunebusinessinsights.com/electronic-shelf-labels-market-102520 |access-date=2023-06-27 |website=www.fortunebusinessinsights.com}}</ref> The wide range of users ranges from grocery stores, hardware stores, sports equipment, furniture, consumer appliances, and electronic and gadgets. Forecast growth is primarily due to reduction in pricing over time.<ref>{{Cite web|url=https://www.rfidjournal.com/articles/view?2701|archive-url=https://web.archive.org/web/20140825132558/http://www.rfidjournal.com/articles/view?2701|url-status=dead|archive-date=August 25, 2014|title=ESLs Are Becoming More Affordable For Retailers - 2006-10-04 - Page 1|last=Journal|first=RFID|website=rfidjournal.com|language=en|access-date=2018-11-26}}</ref><ref>{{Cite web |last=Europe |first=SoluM |title=Shelf Labeling 101: How Much Do Electronic Price Tags Cost? |url=https://www.solumesl.com/en/insights/how-much-do-electronic-price-tags-cost |access-date=2023-06-27 |website=SoluM Europe |language=en}}</ref>

With the rapid increase in the inclusion of [[Internet of things]] technology in the retail industry, over 79% of retailers in the North America alone expect to invest in ESL and [[people counter|people counters]]. 72% of these retailers in North America have plans to reinvent the supply chain management through adoption of ESL in their stores, thereby accelerating the market growth of ESL. Further studies show that [[Europe]] currently dominates the ESL market in terms of size, with over one-third of the total market share in 2017, due to the strong presence of domestic and multinational retailers in the region, Diebold Nixdorf AG, and Displaydata.<ref>{{Cite web|url=https://www.prnewswire.com/news-releases/electronic-shelf-label-esl-market-worth-620-million-usd-by-2021-645657783.html|title=Electronic Shelf Label (ESL) Market Worth 620 Million USD by 2021|last=Consulting|first=ResearchFox|website=prnewswire.com|language=en|access-date=2018-11-26}}</ref> However the market in [[Asia-Pacific|APAC]] is expected to grow at the highest CAGR within the forecast period. The ESL market in the APAC region is segmented into territories with significant market potential, [[China]], [[Japan]], [[Australia]], [[Singapore]], [[South Korea]], and the rest of the region.<ref>{{Cite news|url=https://globenewswire.com/news-release/2018/01/15/1289164/0/en/Electronic-Shelf-Label-Market-2017-Global-Forecast-to-2023-Transformation-of-the-Retail-Industry-From-Manual-to-Automated-Operations-Present-1-42-Bn-Opportunities.html|title=Electronic Shelf Label Market 2017 - Global Forecast to 2023: Transformation of the Retail Industry From Manual to Automated Operations Present $1.42 Bn Opportunities|last=Markets|first=Research and|work=GlobeNewswire News Room|access-date=2018-11-26|language=en-US}}</ref> Additionally, growth focuses on the expansion of large scale retailers in the region.<ref>{{Cite news|url=https://www.insideretail.com.au/news/world/third-of-retailers-expanding-through-apac-201809|title=Third of retailers expanding through APAC - Inside Retail|date=2018-09-13|work=Inside Retail|access-date=2018-11-26|language=en-US}}</ref> A study led by ABI Research states the global ESL market could reach US$2 billion by 2019(actual achieved marketshare in 2019 of $631 million), but a further study led by Fortune Business Isights expect the ESL market to reach $2.85 billion by 2027.<ref>{{Cite web | url=https://www.abiresearch.com/press/electronic-shelf-labels-revenues-to-reach-us2-bill/ |title = Electronic Shelf Labels Revenues to Reach US$2 Billion by 2019}}</ref><ref>{{Cite web |title=Electronic Shelf Label Market Size, Share, Growth {{!}} Global Report, 2030 |url=https://www.fortunebusinessinsights.com/electronic-shelf-labels-market-102520 |access-date=2023-06-27 |website=www.fortunebusinessinsights.com}}</ref>


== References ==
== References ==

Latest revision as of 03:27, 27 April 2024

Electronic shelf labels in Tokyo

An electronic shelf label (ESL) system is used by retailers for displaying, typically on the front edge of retail shelving, product pricing on shelves that can automatically be updated or changed under the control of a central server.[1]

A shelf label with electronic paper display

ESL tag modules use electronic paper (E-paper) or liquid-crystal display (LCD) to show the current product price to the customer. E-paper is widely used on ESLs as it provides crisp display and supports full graphic imaging while needing only power during updates, but no power to retain an image. A communication network from the central server allows the price display to be automatically updated whenever a product price is changed, in contrast to static placards. Wireless communication must support application range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication.[2] Currently, the ESL market leans heavily towards radio frequency communication.[citation needed]

History[edit]

Early product[edit]

An early System first offered for sale by NCR in 1997 used Modulated Backscatter of radio waves to provide two way wireless communications between the labels and the store’s radio network. By using modulated backscatter, the labels confirmed receipt of price changes (along with battery and display status) without the need for an active radio transmitter, thus saving cost and increasing battery life to over 5 years.[3]

First generation: LCD and infrared communication[edit]

7-segment LCD ESL tags use a display similar to how a calculator displays the numerical values. The numerical value to display on the tags itself are then shown based on activating different combinations of these seven bars and segments. A disadvantage of using a liquid crystal displayated tag is the difficulties in displaying certain letters.[4] The communication technology used for the transmitter to connect to the label is through diffused infrared communication. The values on the LCD tags are established by infrared bouncing off of surfaces. However, the speed of transmission is heavily compromised due to the data compression of each data packets from the transmitter.[5] Another disadvantage is that LCDs need power to retain an image.

Second generation: e-paper and infrared or radio communication[edit]

Electronic paper (E-paper, electronic ink, or e-ink) describes a technology that mimics the appearance of ordinary ink on paper. An e-paper display is made up of multiple capsules in a thin film with Electrodes placed above and below the capsule film and when a charge is applied to an individual electrode, the color particle moves to either the top or bottom of the capsule, allowing the ESL to display a certain intensities of color within the capsule.[6] E-paper generally uses an infrared or radio communication network to communicate from the central server transmitter to the tags. Typically, low frequency radio solutions are used for tags, but with the draw backs of low data rate that makes it difficult to show complex segmented images.[5]Building information modeling

Third generation: geo-location and product finder[edit]

The current generation of ESL units utilize e-paper display technology along with wireless radio communications, are integrated with existing retail technologies such as electronic article surveillance, digital signage, and people counters. Therefore, retailers are able to upload a floor plan of the sales area into the label-management software. Once this has been done and all the hardware and other software pieces are in place, consumers can be automatically tracked (in real time) through the network of people-counting devices, or via their personal Bluetooth devices, in order to determine their positioning within the store at all times; allowing the individual customer to be subjected to targeted, customized marketing initiatives: discounts, individual pricing, etc.[7]

General principles[edit]

Concept display of the connection between the label management software, communication station, and terminal display in a mock-up retail environment

A typical ESL utilizes ultra-low-power CPU and wireless communication solutions to meet low power of low cost constraints in order to displace the high number of static shelf labels required in an average retail store.

ESL consists of three components:

  1. Label management software: Responsible for the configuration of the system, configuration of the properties on the label itself, and to store the database for the list of prices. The software mainly covers the network management, file systems, and transmission of data.[8] Also processes and packs the data of product information and the prices configured into packets of information. The data packets are then sent to the communication station via wireless network. Typically, a centralized software that is responsible for the building of and maintenance of the network for the data communication between the label management software and the terminal display.[9][10]
  2. Communication station: Responsible for the stability and reliability of transmittance through a long distance from the label management software to the label.[9][10]The wireless communication must support application range, speed, battery life, and reliability. The means of wireless communication can be based on radio, infrared or even visible light communication. Currently, the ESL market leans heavily towards radio frequency based ESL solutions.
  3. Terminal display: Functions as a receiver from the communication station to display the price configured from the label management software.[9][10] The terminal display label will then act based on the instructions that was given in the data packets.[9]

Hardware design[edit]

ESL hardware design generally includes the circuit design of the communication station and the terminal display label. The typical chipset used to perform the basic functional requirement of ESL's is the TI MSP432 or a solution from Silicon Labs. Typical communication between the communication station and the terminal display label is controlled by a RF module, the general protocol for RF module uses CC2500 with a communication distance of upwards to 30 meters.[9] For terminal display, it can be displayed via electronic ink, electronic paper or liquid crystal display.

Software design[edit]

An ESL software API is included in the bluetooth 5.4 specification permits a 7-bit group identifier of 8-bit unique ESL ID's allowing for a total of 32,640 ESL's to be allocated for one bluetooth ESL network.[11] Multiple bluetooth ESL networks would be necessary in the same location to cover typical grocery store ESL applications.[12]

Usage[edit]

Electronic shelf labels are primarily used by retailers who sell their products in stores and are usually attached to the front edge of the retail shelves and display the price of the product.[1] Additional information such as stock levels, expiration dates, or product information may also be displayed as well, depending on the type of ESL.[13]

Benefits[edit]

Automated ESL systems reduce pricing management labor costs, improves pricing accuracy and allows dynamic pricing. Dynamic pricing is the concept in which retailers can fluctuate pricing to match demand, online competition, inventory levels, shelf-life of items, and create promotions.[14] Some advantages of using electronic shelf labels are

  1. Accurate pricing: Prices on shelves are updated on time and on demand to match with price files on the label management software from a link between the in store point of sale processor and the label management software. This will increase pricing accuracy to avoid branding issues revolving around price integrity. As a result, decreasing the lost revenue from undervalued items, as consumers generally alert staffs of overpriced items, and not the inverse.[15]
  2. Save costs: As opposed to traditional pricing labels, whenever prices are changed and updated; employees will no longer require to print out labels and manually replace them in the shelf tags. With ESL, this eliminates the need to visit each shelf and make changes as all changes are made in the label management software and updated to the labels digitally. This saves retailers on the materials and labor in producing and replacing printed tags, and offer the ability to update prices dynamically on demand.[16][17]
  3. Product finder: Retailers are able to integrate each ESL tags with an external application to offer wayfinding capability for their products. A customer can input the product they are looking for either through a developed mobile application from the retailer, or through an external digital signage to direct the customer to the product's location.[18]
  4. In store heat map: Some ESL providers integrate with Bluetooth Low Energy enabled devices to track the movement of consumers and how long they remain at a particular location. This is done by displaying an image of the floor plan of the store on the label management software with a heat map showing locations of hot spots based on the detection of responses from high traffic areas through Bluetooth.[19]
  5. Regulate stock levels: Inventory management is crucial for retailers. Inventory information may be displayed on ESL through connection with the point of sale processor. Additional information the ESL can display is an expected date on when the stock will refill on the shelf. ESL will also be able to display a quick response code to allow consumers to easily find the item online, or for retailers to display relevant product information to their consumers.[20]

Disadvantages[edit]

While there are benefits to ESL, it is not without its flaws. Some disadvantages of using electronic shelf labels are:

  1. Error propagation: As ESL are controlled by a label management software that regulates all ESL within a store or throughout an entire chain of company, any erroneous or undervalued price entered into the label management software will be reflected through the entire retail chain.
  2. Inability to quantify return on investments: Due to the large volume of ESL a retailer will need for their stores, the initial investment cost for a store could be marginally high. This along with the inability to quantify whether consumer experience were improved during shopping due to the implementation of ESL makes it difficult to quantify the return on investment of ESL.[21]

Market trends[edit]

The global ESL market throughout 2027 is forecast to grow more than 16% CAGR.[22][23] The wide range of users ranges from grocery stores, hardware stores, sports equipment, furniture, consumer appliances, and electronic and gadgets. Forecast growth is primarily due to reduction in pricing over time.[24][25]

With the rapid increase in the inclusion of Internet of things technology in the retail industry, over 79% of retailers in the North America alone expect to invest in ESL and people counters. 72% of these retailers in North America have plans to reinvent the supply chain management through adoption of ESL in their stores, thereby accelerating the market growth of ESL. Further studies show that Europe currently dominates the ESL market in terms of size, with over one-third of the total market share in 2017, due to the strong presence of domestic and multinational retailers in the region, Diebold Nixdorf AG, and Displaydata.[26] However the market in APAC is expected to grow at the highest CAGR within the forecast period. The ESL market in the APAC region is segmented into territories with significant market potential, China, Japan, Australia, Singapore, South Korea, and the rest of the region.[27] Additionally, growth focuses on the expansion of large scale retailers in the region.[28] A study led by ABI Research states the global ESL market could reach US$2 billion by 2019(actual achieved marketshare in 2019 of $631 million), but a further study led by Fortune Business Isights expect the ESL market to reach $2.85 billion by 2027.[29][30]

References[edit]

  1. ^ a b Europe, SoluM. "What is an ESL System?". SoluM Europe. Retrieved 2023-06-27.
  2. ^ Park, Jin-Soo; Jang, Byung-Jun (January 2016). "Electronic shelf label system employing a visible light identification link". 2016 IEEE Radio and Wireless Symposium (RWS). pp. 219–222. doi:10.1109/RWS.2016.7444409. ISBN 978-1-4673-9806-0. S2CID 35881432.
  3. ^ Evans, James G.; Shober, R. Anthony; Wilkus, Stephen A.; Wright, Gregory A. (Autumn 1996). "A Low-Cost Radio for an Electronic Price Label System". Bell Labs Technical Journal. 1 (2). Institute of Electrical and Electronics Engineers (IEEE): 203–215. doi:10.1002/bltj.2025. ISSN 1089-7089. S2CID 42370048.
  4. ^ Woodford, Chris. "How do calculators work??". Explain that Stuff. Retrieved 2018-11-27.
  5. ^ a b Wei, Derrick; Petitgrand, Fabien (January 24, 2014). "Wireless Technology for ESL System". Europshop Tradefair. Archived from the original on November 27, 2018. Retrieved November 27, 2018.
  6. ^ Primozic, Ursa (2015-03-05). "Electronic paper explained: what is it and how does it work? - Visionect". Visionect. Retrieved 2018-11-27.
  7. ^ Park, Jin-Soo; Jang, Byung-Jun (January 2016). "Electronic shelf label system employing a visible light identification link". 2016 IEEE Radio and Wireless Symposium (RWS). pp. 219–222. doi:10.1109/RWS.2016.7444409. ISBN 978-1-4673-9806-0. S2CID 35881432.
  8. ^ Ma, Yin-ping (September 2017). "Design of Electronic Shelf Tag System Based on Simpliciti" (PDF). International Journal of Engineering and Applied Sciences. Retrieved November 27, 2018.
  9. ^ a b c d e Zhou, Chun Hui; Mei, Pan; Huang, Li Wen; Liu, Ke Zhong; Wen, Yuan Qiao (September 2013). "An Electronic Shelf Label System Based on WSN". Advanced Materials Research. 765–767: 1718–1721. doi:10.4028/www.scientific.net/AMR.765-767.1718. ISSN 1662-8985. S2CID 56384623.
  10. ^ a b c Europe, SoluM. "What is an ESL System?". SoluM Europe. Retrieved 2023-06-27.
  11. ^ "Bluetooth 5.4 Technical Overview" (PDF).
  12. ^ Malito, Alessandra. "Grocery stores carry 40,000 more items than they did in the 1990s". MarketWatch. Retrieved 2023-06-27.
  13. ^ "The Rise of Electronic Shelf Labels". Retail Intelligence Lab. Retrieved 2018-11-27.
  14. ^ Dilip, Soman; N-Marandi, Sara (2010). Managing Customer Value: One Stage at a Time. Singapore: World Scientific. p. 275. ISBN 9789812838285. Retrieved 15 July 2014.
  15. ^ Woods, J.; White, A.; Roster, J. (February 4, 2003). "Merchandise and Price Optimization Will Justify ESLs" (PDF). Gartner Research. Retrieved November 27, 2018.[permanent dead link]
  16. ^ Smallheer, Jason. "Electronic Shelf Labels; Technology Boosting Sales at USI". Archived from the original on 2018-11-27. Retrieved 2018-11-27.
  17. ^ "Supermarkets examining electronic shelf-edge labeling to cut costs, not for 'surge pricing' | V3". v3.co.uk. Retrieved 2018-11-27.
  18. ^ "Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 1". rfidjournal.com. Archived from the original on March 16, 2016. Retrieved 2018-11-27.
  19. ^ "Displaydata's New Electronic Shelf Label Interacts With Shoppers - 2016-02-16 - Page 2". rfidjournal.com. Archived from the original on April 26, 2016. Retrieved 2018-11-27.
  20. ^ "There's More to Electronic Shelf Labels than Pricing". Supply & Demand Chain Executive. Retrieved 2018-11-27.
  21. ^ Sachdev, Ameet. "Is price right for e-shelf labels?". chicagotribune.com. Retrieved 2018-11-27.
  22. ^ "Electronic Shelf Label (ESL) Market to hit $1bn by 2024: Global Market Insights, Inc". GlobeNewswire News Room. Retrieved 2018-11-26.
  23. ^ "Electronic Shelf Label Market Size, Share, Growth | Global Report, 2030". www.fortunebusinessinsights.com. Retrieved 2023-06-27.
  24. ^ Journal, RFID. "ESLs Are Becoming More Affordable For Retailers - 2006-10-04 - Page 1". rfidjournal.com. Archived from the original on August 25, 2014. Retrieved 2018-11-26.
  25. ^ Europe, SoluM. "Shelf Labeling 101: How Much Do Electronic Price Tags Cost?". SoluM Europe. Retrieved 2023-06-27.
  26. ^ Consulting, ResearchFox. "Electronic Shelf Label (ESL) Market Worth 620 Million USD by 2021". prnewswire.com. Retrieved 2018-11-26.
  27. ^ Markets, Research and. "Electronic Shelf Label Market 2017 - Global Forecast to 2023: Transformation of the Retail Industry From Manual to Automated Operations Present $1.42 Bn Opportunities". GlobeNewswire News Room. Retrieved 2018-11-26.
  28. ^ "Third of retailers expanding through APAC - Inside Retail". Inside Retail. 2018-09-13. Retrieved 2018-11-26.
  29. ^ "Electronic Shelf Labels Revenues to Reach US$2 Billion by 2019".
  30. ^ "Electronic Shelf Label Market Size, Share, Growth | Global Report, 2030". www.fortunebusinessinsights.com. Retrieved 2023-06-27.