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Personalization (broadly known as customization) consists of tailoring a service or product to accommodate specific individuals. It is sometimes tied to groups or segments of individuals. Personalization involves collecting data on individuals, including
web browsing history Web browsing history refers to the list of web pages a user has visited, as well as associated metadata Metadata (or metainformation) is "data that provides information about other data", but not the content of the data itself, such as the ...
, web cookies, and location. Various organizations use personalization (along with the opposite mechanism of popularization) to improve
customer satisfaction Customer satisfaction is a term frequently used in marketing to evaluate customer experience. 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 ...
, digital sales conversion,
marketing Marketing is the act of acquiring, satisfying and retaining customers. It is one of the primary components of Business administration, business management and commerce. Marketing is usually conducted by the seller, typically a retailer or ma ...
results, branding, and improved website metrics as well as for
advertising Advertising is the practice and techniques employed to bring attention to a Product (business), product or Service (economics), service. Advertising aims to present a product or service in terms of utility, advantages, and qualities of int ...
. Personalization acts as a key element in
social media Social media are interactive technologies that facilitate the Content creation, creation, information exchange, sharing and news aggregator, aggregation of Content (media), content (such as ideas, interests, and other forms of expression) amongs ...
and
recommender system A recommender system (RecSys), or a recommendation system (sometimes replacing ''system'' with terms such as ''platform'', ''engine'', or ''algorithm'') and sometimes only called "the algorithm" or "algorithm", is a subclass of information fi ...
s. Personalization influences every sector of society — be it work, leisure, or citizenship.


History

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 influenced the rise of
mass communication Mass communication is the process of imparting and exchanging information through mass media to large population segments. It utilizes various forms of media as technology has made the dissemination of information more efficient. Primary examples o ...
, the practice of message personalization diminished for a time. In the recent times, there has been a significant increase in the number of mass media outlets that use advertising as a primary revenue stream. These companies gain knowledge about the specific demographic and
psychographic Psychographics is defined as "market research or statistics classifying population groups according to psychological variables" The term psychographics is derived from the words "psychological" and "demographics" Two common approaches to psychogr ...
characteristics of readers and viewers. After that, this information is used to personalize an audience’s experience and therefore draw customers in through the use of entertainment and information that interests them.


Digital media and the Internet

Another aspect of personalization is the increasing relevance of
open data Open data are data that are openly accessible, exploitable, editable and shareable by anyone for any purpose. Open data are generally licensed under an open license. The goals of the open data movement are similar to those of other "open(-so ...
on the Internet. Many organizations make their data available on the Internet via
API An application programming interface (API) is a connection between computers or between computer programs. It is a type of software interface, offering a service to other pieces of software. A document or standard that describes how to build ...
s, web services, and open data 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 used again by third parties. Data available from a user's
social graph A social graph is a graph that represents social relations between entities. It is a model or representation of a social network. The social graph has been referred to as "the global mapping of everybody and how they're related". The term w ...
may be accessed by third-party
application software Application software is any computer program that is intended for end-user use not operating, administering or programming the computer. An application (app, application program, software application) is any program that can be categorized as ...
so that it fits the personalized
web page A web page (or webpage) is a World Wide Web, Web document that is accessed in a web browser. A website typically consists of many web pages hyperlink, linked together under a common domain name. The term "web page" is therefore a metaphor of pap ...
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 standards on the Internet are: # Attention Profiling Mark-up Language (APML) # DataPortability #
OpenID OpenID is an open standard and decentralized authentication protocol promoted by the non-profit OpenID Foundation. It allows users to be authenticated by co-operating sites (known as relying parties, or RP) using a third-party identity provi ...
# OpenSocial


Websites

Web pages can be personalized based on their users' characteristics (interests, social category, context, etc.), actions (click on a button, open a link, etc.), intents (make a purchase, check the status of an entity), or any other parameter that is prevalent and associated with an individual. This provides a tailored user experience. Note that the experience is not just the accommodation of the user but a relationship between the user and the desires of the site designers in driving specific actions to attain objectives (e.g. Increase sales conversion on a page). The term ''customization'' is often used when the site only uses explicit data which include product ratings or user preferences. Technically, web personalization can be accomplished 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 be anything 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 study conducted in 2014 at the research firm Econsultancy, less than 30% of
e-commerce E-commerce (electronic commerce) refers to commercial activities including the electronic buying or selling products and services which are conducted on online platforms or over the Internet. E-commerce draws on technologies such as mobile co ...
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 system Recommendation may refer to: * European Union recommendation, in international law * Letter of recommendation, in employment or academia * W3C recommendation, in Internet contexts * A computer-generated recommendation created by a recommender ...
s that are based on personalization or anonymously collected user behaviors. There are many categories of web personalization which includes: # Behavioral # Contextual # Technical # Historic data # Collaboratively filtered There are several camps in defining and executing web personalization. A few broad methods for web personalization include: # Implicit # Explicit # Hybrid With implicit personalization, personalization is performed based on data learned from indirect observations of the user. This data can be, for example, items purchased on other sites 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 both explicit user actions on the system and implicit data. Web personalization can be linked to the notion of
adaptive hypermedia Adaptive hypermedia (AH) uses hypermedia which is adaptive according to a '' user model''. In contrast to regular hypermedia, where all users are offered the same set of hyperlinks, adaptive hypermedia (AH) tailors what the user is offered based on ...
(AH). The main difference is that the former would usually work on what is considered "open corpus hypermedia", while 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, making the two fields very inter-related. Personalization is also being considered for use in less open commercial applications to improve the user experience in the online world. 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, MoveOn.org in 2004, where he helped pioneer ...
has documented
personalized search Personalized search is a web search tailored specifically to an individual's interests by incorporating information about the individual beyond the specific query provided. There are two general approaches to Personalization, personalizing search ...
, where
Google Google LLC (, ) is an American multinational corporation and technology company focusing on online advertising, search engine technology, cloud computing, computer software, quantum computing, e-commerce, consumer electronics, and artificial ...
and
Yahoo! News Yahoo News (stylized as Yahoo! News) is a news website that originated as an internet-based news aggregator by Yahoo. The site was created by Yahoo software engineer Brad Clawsie in August 1996. Articles originally came from news services such ...
give different results to different people (even when logged out). He also points out social media site
Facebook Facebook is a social media and social networking service owned by the American technology conglomerate Meta Platforms, Meta. Created in 2004 by Mark Zuckerberg with four other Harvard College students and roommates, Eduardo Saverin, Andre ...
changes user's friend feeds based on what it thinks they want to see. This creates a clear
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 ...
. Websites use a visitor's
location In geography, location or place is used to denote a region (point, line, or area) on Earth's surface. The term ''location'' generally implies a higher degree of certainty than ''place'', the latter often indicating an entity with an ambiguous bou ...
data to adjust content, design, and the entire functionality. 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 ...
or B2E Enterprise Web portals, personalization is often based on user attributes such as department, functional area, or the specified 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 panorama, interactive panoramic views of streets (Google Street View, Street View ...
change the content of the map based on previous searches and profile information. Technology writer Evgeny Morozov 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, pavements, public squares, parks, and beaches are typically considered public space. To a limited extent, government buildings which are open to the public, su ...
.


Mobile phones

Over time mobile phones have seen an increased attention placed on user personalization. Far from the black and white screens and monophonic ringtones of the past, smart phones now offer interactive wallpapers and MP3 truetones. In the UK and Asia, WeeMees have become popular. WeeMees are 3D 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 IBM PC compatible industry within three years. T ...
(VGA) picture quality allows people to change their background without any hassle and without sacrificing quality. All of these services are downloaded by the provider with the goal to make the user feel connected and enhance the experience while using the phone.


Print media and merchandise

In print media, ranging from
magazine A magazine is a periodical literature, periodical publication, print or digital, produced on a regular schedule, that contains any of a variety of subject-oriented textual and visual content (media), content forms. Magazines are generally fin ...
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 detailed method of marketing that leverages both images and text with the medium, not just fields within a database. 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 rise of online 3D printing services including Shapeways and Ponoko, personalization is becoming present in the world of product design.


Promotional merchandise

Promotional items (
mug A mug is a type of cup, a drinking vessel usually intended for hot drinks such as: coffee, hot chocolate, or tea. Mugs usually have handles and hold a larger amount of fluid than other types of cups such as teacups or coffee cups. Typically ...
s,
T-shirt A T-shirt (also spelled tee shirt, or tee for short) 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-shir ...
s,
keychain A keychain () (also keyring) is a small ring or chain of metal to which several keys, or fobs can be attached. The terms keyring and keychain are often used interchangeably to mean both the individual ring, or a combined unit of a ring and fob ...
s,
ball A ball is a round object (usually spherical, but sometimes 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 for s ...
s and more) are personalized on a huge level. 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 ...
, with the name and image of the child personalized—are extremely popular. Personalized CDs for children are also in the market. With the advent of
digital printing Digital printing is a method of printing from a Digital data, 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 usi ...
, personalized calendars that start in any month, birthday cards, cards, e-cards, posters and photo books can also be easily 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, also known as home electronics, are electronic devices intended for everyday household use. Consumer electronics include those used for entertainment, Communication, communications, and recreation. Historically, these prod ...
and
retail Retail is the sale of goods and services to consumers, in contrast to wholesaling, which is the sale to business or institutional customers. A retailer purchases goods in large quantities from manufacturers, directly or through a wholes ...
. 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 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 which, within limits, adheres to their personal specifications. For example, a website aware of its user's location and buying habits will offer suggestions tailored to their demographics. Each user is classified by some relevant trait, like location or age, 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. A related concept is
behavioral targeting Targeted advertising or data-driven marketing 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 ...
, which also involves using user data—such as browsing or purchase history—to deliver personalized content or advertisements. While similar in intent, behavioral targeting is typically associated with advertising practices, whereas mass personalization encompasses a broader range of applications across product and service delivery.


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 to augment current personalization offerings. Predictive personalization has grown to play an especially important role in online grocers, where users, especially recurring clients, have come to expect "smart shopping lists" - mechanisms that predict what products they need based on customers similar to them and their past shopping behaviors.


Personalization and power

The Volume-Control Model offers an analytical framework to understand how personalization helps to gain power. It links between information personalization and the opposite mechanism, information popularization. This model explains how both personalization and popularization are employed together (by tech companies, organizations, governments or even individuals) as complementing mechanisms to gain economic, political, and social power. Among the social implications of information personalization is the emergence of
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 ...
s.


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