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Personalization (broadly known as customization) consists of tailoring a service or a product to accommodate specific individuals, sometimes tied to groups or segments of individuals. A wide variety of organizations use personalization to improve
customer satisfaction Customer satisfaction (often abbreviated as CSAT) is a term frequently used in marketing. It is a measure of how products and services supplied by a company meet or surpass customer expectation. Customer satisfaction is defined as "the number of c ...
, digital sales conversion, marketing results, branding, and improved website metrics as well as for
advertising Advertising is the practice and techniques employed to bring attention to a product or service. Advertising aims to put a product or service in the spotlight in hopes of drawing it attention from consumers. It is typically used to promote a ...
. Personalization is a key element in
social media Social media are interactive media technologies that facilitate the creation and sharing of information, ideas, interests, and other forms of expression through virtual communities and networks. While challenges to the definition of ''social me ...
and
recommender systems A recommender system, or a recommendation system (sometimes replacing 'system' with a synonym such as platform or engine), is a subclass of information filtering system that provide suggestions for items that are most pertinent to a particular ...
. Personalization is affecting every sector of society -- work, leisure, and citizenship.


History of Personalization

The idea of personalization is rooted in ancient rhetoric as part of the practice of an agent or communicator being responsive to the needs of the audience. When industrialization led to the rise of mass communication, the practice of message personalization diminished for a time. But the significant increase in the number of mass media outlets that use advertising as a primary revenue stream, and as they sought to attract customers through buying space and time in forms of entertainment and information, they made efforts to gain knowledge about the specific demographic and psychographic characteristics of readers and viewers.


Digital media and internet

Another aspect of personalization is the increasing prevalence of
open data Open data is data that is openly accessible, exploitable, editable and shared by anyone for any purpose. Open data is licensed under an open license. The goals of the open data movement are similar to those of other "open(-source)" movement ...
on the internet. Many companies make their data available on the internet via APIs, web services, and
open data Open data is data that is openly accessible, exploitable, editable and shared by anyone for any purpose. Open data is licensed under an open license. The goals of the open data movement are similar to those of other "open(-source)" movement ...
standards. One such example is Ordnance Survey Open Data. Data made available in this way is structured to allow it to be inter-connected and re-used by third parties. Data available from a user's
social graph The social graph is a graph that represents social relations between entities. In short, it is a model or representation of a social network, where the word graph has been taken from graph theory. The social graph has been referred to as "th ...
may be accessed by third-party
application software Application may refer to: Mathematics and computing * Application software, computer software designed to help the user to perform specific tasks ** Application layer, an abstraction layer that specifies protocols and interface methods used in a ...
to be suited to fit the personalized web page or
information appliance An information appliance (IA) is an appliance that is designed to easily perform a specific electronic function such as playing music, photography, or editing text. Typical examples are smartphones and personal digital assistants (PDAs). Inf ...
. Current
open data Open data is data that is openly accessible, exploitable, editable and shared by anyone for any purpose. Open data is licensed under an open license. The goals of the open data movement are similar to those of other "open(-source)" movement ...
standards on the internet include: # Attention Profiling Mark-up Language (APML) # DataPortability # OpenID #
OpenSocial OpenSocial is a public specification that defines a component hosting environment (container) and a set of common application programming interfaces (APIs) for web applications. Initially, it was designed for social network applications and d ...


Web pages

Web pages can be personalized based on the characteristics (interests, social category, context, etc.), actions (click on a button, open a link, etc.), intent (make a purchase, check the status of an entity), or any other parameter that can be identified and associated with an individual, therefore providing them with a tailored user experience. Note that the experience is rarely simply the accommodation of the user but a relationship between the user and the desires of the site designers in driving specific actions to achieve objectives (e.g. Increase sales conversion on a page). The term ''customization'' is often used when the site only uses explicit data such as product ratings or user preferences. Technically, web personalization can be achieved by associating a visitor segment with a predefined action. Customizing the user experience based on behavioral, contextual and technical data is proven to have a positive impact on conversion rate optimization efforts. Associated actions can range from changing the content of a webpage, presenting a modal display, presenting interstitials, triggering a personalized email, or even automating a phone call to the user. According to a 2014 study from research firm Econsultancy, less than 30% of
e-commerce E-commerce (electronic commerce) is the activity of electronically buying or selling of products on online services or over the Internet. E-commerce draws on technologies such as mobile commerce, electronic funds transfer, supply chain manage ...
websites have invested in the field of web personalization. However, many companies now offer services for web personalization as well as web and email recommendation systems that are based on personalization or anonymously-collected user behaviors.''Wall Street Journal'', "On the Web's Cutting Edge, Anonymity in Name Only"
August 4, 2010
There are many categories of web personalization including # Behavioral # Contextual # Technical # Historic data # Collaboratively filtered There are several camps in defining and executing web personalization. A few broad methods for web personalization may include: # Implicit # Explicit # Hybrid With implicit personalization, the web personalization is performed based on the different categories mentioned above. It can also be learned from direct interactions with the user based on implicit data, such as items purchased or pages viewed. With explicit personalization, the web page (or information system) is changed by the user using the features provided by the system. Hybrid personalization combines the above two approaches to leverage the ''best of both worlds''. Web personalization can be linked to the notion of Adaptive hypermedia (AH). The main difference is that the former would usually work on what is considered an "open corpus hypermedia", whilst the latter would traditionally work on "closed corpus hypermedia." However, recent research directions in the AH domain take both closed and open corpus into account. Thus, the two fields are closely inter-related. Personalization is also being considered for use in less overtly commercial applications to improve the user experience online. Internet activist
Eli Pariser Eli Pariser (born December 17, 1980) is an author, activist, and entrepreneur. He has stated that his focus is "how to make technology and media serve democracy". He became executive director of MoveOn.org in 2004, where he helped pioneer the pr ...
has documented that search engines like
Google Google LLC () is an American multinational technology company focusing on search engine technology, online advertising, cloud computing, computer software, quantum computing, e-commerce, artificial intelligence, and consumer electronic ...
and
Yahoo! News Yahoo! News is a news website that originated as an internet-based news aggregator by Yahoo!. The site was created by a Yahoo! software engineer named Brad Clawsie in August 1996. Articles originally came from news services such as the Associate ...
give different results to different people (even when logged out). He also points out social media site
Facebook Facebook is an online social media and social networking service owned by American company Meta Platforms. Founded in 2004 by Mark Zuckerberg with fellow Harvard College students and roommates Eduardo Saverin, Andrew McCollum, Dustin Mosk ...
changes user's friend feeds based on what it thinks they want to see. Pariser warns that these algorithms can create a "
filter bubble A filter bubble or ideological frame is a state of intellectual isolationTechnopediaDefinition – What does Filter Bubble mean?, Retrieved October 10, 2017, "....A filter bubble is the intellectual isolation, that can occur when websites make us ...
" that prevents people from encountering a diversity of viewpoints beyond their own, or which only presents facts which confirm their existing views. On an
intranet An intranet is a computer network for sharing information, easier communication, collaboration tools, operational systems, and other computing services within an organization, usually to the exclusion of access by outsiders. The term is used in c ...
or B2E Enterprise Web portals, personalization is often based on user attributes such as department, functional area, or role. The term "customization" in this context refers to the ability of users to modify the page layout or specify what content should be displayed.


Map personalization

Digital web maps are also being personalized.
Google Maps Google Maps is a web mapping platform and consumer application offered by Google. It offers satellite imagery, aerial photography, street maps, 360° interactive panoramic views of streets (Street View), real-time traffic conditions, and rout ...
change the content of the map based on previous searches and other profile information. Technology writer
Evgeny Morozov Evgeny Morozov ( Russian: Eвге́ний Моро́зов; be, Яўгені Марозаў; born in 1984) is an American writer, researcher, and intellectual from Belarus who studies political and social implications of technology. He was name ...
has criticized map personalization as a threat to
public space A public space is a place that is open and accessible to the general public. Roads (including the pavement), public squares, parks, and beaches are typically considered public space. To a limited extent, government buildings which are open to ...
.


Mobile phones

Over time mobile phones have seen an increased emphasis placed on user personalization. Far from the black and white screens and monophonic ringtones of the past, phones now offer interactive wallpapers and MP3
truetone A ringtone, ring tone or ring is the sound made by a telephone to indicate an incoming call. Originally referring to and made by the electromechanical striking of bells, the term now refers to any sound on any device alerting of a new incoming ...
s. In the UK and Asia,
WeeMee A WeeMee is an avatar that can be exported to Facebook, Twitter and e-mail. WeeMees appear primarily on WeeWorld.com where users create homepages that are similar to Facebook which showcases their friends, messages received, and rooms. WeeMees can ...
s have become popular. WeeMees are three-dimensional characters that are used as wallpaper and respond to the tendencies of the user.
Video Graphics Array Video Graphics Array (VGA) is a video display controller and accompanying de facto graphics standard, first introduced with the IBM PS/2 line of computers in 1987, which became ubiquitous in the PC industry within three years. The term can now ...
(VGA) picture quality allows people to change their background with ease without sacrificing quality. All of these services are downloaded through the provider with the goal to make the user feel connected and more enjoyable to use the phone.


Print media and merchandise

In print media, ranging from
magazine A magazine is a periodical publication, generally published on a regular schedule (often weekly or monthly), containing a variety of content. They are generally financed by advertising, purchase price, prepaid subscriptions, or by a combina ...
s to promotional publications, personalization uses databases of individual recipients' information. Not only does the written document address itself by name to the reader, but the advertising is targeted to the recipient's demographics or interests using fields within the database or list, such as "first name", "last name", "company", etc. The term "personalization" should not be confused with variable data, which is a much more granular method of marketing that leverages both images and text with the medium, not just fields within a database. Although personalized children's books are created by companies who are using and leveraging all the strengths of variable data printing (VDP). This allows for full image and text variability within a printed book. With the advent of online 3D printing services such as Shapeways and Ponoko we are seeing personalization enter into the realms of product design.


Promotional merchandise

Promotional items (
mug A mug is a type of cup typically used for drinking hot drinks, such as coffee, hot chocolate, or tea. Mugs usually have handles and hold a larger amount of fluid than other types of cup. Typically, a mug holds approximately of liquid. A mug i ...
s,
T-shirt A T-shirt (also spelled tee shirt), or tee, is a style of fabric shirt named after the T shape of its body and sleeves. Traditionally, it has short sleeves and a round neckline, known as a ''crew neck'', which lacks a collar. T-shirts are general ...
s,
keychain A keychain (also key fob or keyring) is a small ring or chain of metal to which several keys can be attached. The length of a keychain allows an item to be used more easily than if connected directly to a keyring. Some keychains allow one or b ...
s,
ball A ball is a round object (usually spherical, but can sometimes be ovoid) with several uses. It is used in ball games, where the play of the game follows the state of the ball as it is hit, kicked or thrown by players. Balls can also be used fo ...
s etc.) are regularly personalized. Personalized children's storybooks—wherein the child becomes the
protagonist A protagonist () is the main character of a story. The protagonist makes key decisions that affect the plot, primarily influencing the story and propelling it forward, and is often the character who faces the most significant obstacles. If a st ...
, with the name and image of the child personalized—are also popular. Personalized CDs for children also exist. With the advent of
digital printing Digital printing is a method of printing from a digital-based image directly to a variety of media. It usually refers to professional printing where small-run jobs from desktop publishing and other digital sources are printed using large-format ...
, personalized calendars that start in any month, birthday cards, cards, e-cards, posters and photo books can also be obtained.


3D printing

3D printing 3D printing or additive manufacturing is the construction of a three-dimensional object from a CAD model or a digital 3D model. It can be done in a variety of processes in which material is deposited, joined or solidified under computer ...
is a production method that allows to create unique and personalized items on a global scale. Personalized apparel and accessories, such as jewellery, are increasing in popularity. This kind of customization is also relevant in other areas like
consumer electronics Consumer electronics or home electronics are electronic ( analog or digital) equipment intended for everyday use, typically in private homes. Consumer electronics include devices used for entertainment, communications and recreation. Usually ...
and
retail Retail is the sale of goods and services to consumers, in contrast to wholesaling, which is sale to business or institutional customers. A retailer purchases goods in large quantities from manufacturers, directly or through a wholesaler, an ...
. By combining 3D printing with complex software a product can easily be customized by an end-user.


Role of customers


Mass personalization

Mass personalization is defined as custom tailoring by a company in accordance with its end users' tastes and preferences. From a collaborative engineering perspective, mass customization can be viewed as collaborative efforts between customers and manufacturers, who have different sets of priorities and need to jointly search for solutions that best match customers' individual specific needs with manufacturers' customization capabilities. The main difference between mass customization and mass personalization is that customization is the ability of a company to allow its customers to create and choose a product to certain specifications, but does have limits. One example of mass personalization: A website knowing a user's location and buying habits will offer suggestions tailored to that user's demographics. Each user is classified by some relevant trait (location, age, and so forth) and then given personalization aimed at that group. This means that the personalization is not individual to that singular user, it only pinpoints a specific trait that matches them up with a larger group of people.
Behavioral targeting Targeted advertising is a form of advertising, including online advertising, that is directed towards an audience with certain traits, based on the product or person the advertiser is promoting. These traits can either be demographic with a focu ...
represents a concept that is similar to mass personalization.


Predictive personalization

Predictive personalization is defined as the ability to predict customer behavior, needs or wants - and tailor offers and communications very precisely. Social data is one source of providing this predictive analysis, particularly social data that is structured. Predictive personalization is a much more recent means of personalization and can be used well to augment current personalization offerings. Predictive personalization has become plays an especially important role in online grocers, where users, especially recurring clients, have come to expect "smart shopping lists" - algorithm that predict what products they need based on similar customers and past shopping behaviours.


See also


References

{{Reflist


External links


International Institute on Mass Customization & Personalization which organizes MCP, a biannual conference on customization and personalization

User Modeling and User-Adapted Interaction (UMUAI)
''The Journal of Personalization Research'' Human–computer interaction User interface techniques Personas Types of marketing Information retrieval techniques