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Digital humanities (DH) is an area of scholarly activity at the intersection of
computing Computing is any goal-oriented activity requiring, benefiting from, or creating computer, computing machinery. It includes the study and experimentation of algorithmic processes, and the development of both computer hardware, hardware and softw ...
or digital technologies and the disciplines of the
humanities Humanities are academic disciplines that study aspects of human society and culture, including Philosophy, certain fundamental questions asked by humans. During the Renaissance, the term "humanities" referred to the study of classical literature a ...
. It includes the systematic use of digital resources in the humanities, as well as the analysis of their application. DH can be defined as new ways of doing scholarship that involve collaborative, transdisciplinary, and computationally engaged research, teaching, and publishing. It brings digital tools and methods to the study of the humanities with the recognition that the printed word is no longer the main medium for knowledge production and distribution. By producing and using new applications and techniques, DH makes new kinds of teaching possible, while at the same time studying and critiquing how these impact cultural heritage and digital culture. A distinctive feature of DH is its cultivation of a two-way relationship between the humanities and the digital: the field both employs technology in the pursuit of humanities research and subjects technology to humanistic questioning and interrogation.


Definition

The definition of the digital humanities is being continually reformulated by scholars and practitioners. Since the field is constantly growing and changing, specific definitions can quickly become outdated or unnecessarily limit future potential. The second volume of ''Debates in the Digital Humanities'' (2016) acknowledges the difficulty in defining the field: "Along with the digital archives, quantitative analyses, and tool-building projects that once characterized the field, DH now encompasses a wide range of methods and practices: visualizations of large image sets, 3D modeling of historical artifacts, 'born digital' dissertations,
hashtag activism Hashtag activism refers to the use of social media hashtags for Internet activism. The hashtag has become one of the many ways that social media contributes to civic engagement and social movements. The use of the hashtag on social media provides ...
and the analysis thereof, alternate reality games, mobile makerspaces, and more. In what has been called 'big tent' DH, it can at times be difficult to determine with any specificity what, precisely, digital humanities work entails." Historically, the digital humanities developed out of humanities computing and has become associated with other fields, such as humanistic computing, social computing, and media studies. In concrete terms, the digital humanities embraces a variety of topics, from curating online collections of primary sources (primarily textual) to the
data mining Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and ...
of large cultural data sets to topic modeling. Digital humanities incorporates both digitized (remediated) and
born-digital The term born-digital refers to materials that originate in a Digital data, digital form.NDIIPP"Preserving Digital Culture,"Library of Congress. This is in contrast to digital reformatting, through which analog recording, analog materials become D ...
materials and combines the methodologies from traditional humanities disciplines (such as
rhetoric Rhetoric is the art of persuasion. It is one of the three ancient arts of discourse ( trivium) along with grammar and logic/ dialectic. As an academic discipline within the humanities, rhetoric aims to study the techniques that speakers or w ...
,
history History is the systematic study of the past, focusing primarily on the Human history, human past. As an academic discipline, it analyses and interprets evidence to construct narratives about what happened and explain why it happened. Some t ...
,
philosophy Philosophy ('love of wisdom' in Ancient Greek) is a systematic study of general and fundamental questions concerning topics like existence, reason, knowledge, Value (ethics and social sciences), value, mind, and language. It is a rational an ...
,
linguistics Linguistics is the scientific study of language. The areas of linguistic analysis are syntax (rules governing the structure of sentences), semantics (meaning), Morphology (linguistics), morphology (structure of words), phonetics (speech sounds ...
,
literature Literature is any collection of Writing, written work, but it is also used more narrowly for writings specifically considered to be an art form, especially novels, Play (theatre), plays, and poetry, poems. It includes both print and Electroni ...
,
art Art is a diverse range of cultural activity centered around ''works'' utilizing creative or imaginative talents, which are expected to evoke a worthwhile experience, generally through an expression of emotional power, conceptual ideas, tec ...
,
archaeology Archaeology or archeology is the study of human activity through the recovery and analysis of material culture. The archaeological record consists of Artifact (archaeology), artifacts, architecture, biofact (archaeology), biofacts or ecofacts, ...
,
music Music is the arrangement of sound to create some combination of Musical form, form, harmony, melody, rhythm, or otherwise Musical expression, expressive content. Music is generally agreed to be a cultural universal that is present in all hum ...
, and
cultural studies Cultural studies is an academic field that explores the dynamics of contemporary culture (including the politics of popular culture) and its social and historical foundations. Cultural studies researchers investigate how cultural practices rel ...
) and social sciences, with tools provided by
computing Computing is any goal-oriented activity requiring, benefiting from, or creating computer, computing machinery. It includes the study and experimentation of algorithmic processes, and the development of both computer hardware, hardware and softw ...
(such as
hypertext Hypertext is E-text, text displayed on a computer display or other electronic devices with references (hyperlinks) to other text that the reader can immediately access. Hypertext documents are interconnected by hyperlinks, which are typic ...
,
hypermedia Hypermedia, an extension of hypertext, is a nonlinear medium of information that includes graphics, audio, video, plain text and hyperlinks. This designation contrasts with the broader term ''multimedia'', which may include non-interactive linear ...
, data visualisation,
information retrieval Information retrieval (IR) in computing and information science is the task of identifying and retrieving information system resources that are relevant to an Information needs, information need. The information need can be specified in the form ...
, data mining,
statistics Statistics (from German language, German: ', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a s ...
,
text mining Text mining, text data mining (TDM) or text analytics is the process of deriving high-quality information from text. It involves "the discovery by computer of new, previously unknown information, by automatically extracting information from differe ...
, digital mapping), and digital publishing. Related subfields of digital humanities have emerged like software studies, platform studies, and critical code studies. Fields that parallel the digital humanities include new media studies and information science as well as media theory of composition, game studies, particularly in areas related to digital humanities project design and production, and cultural analytics. Each disciplinary field and each country has its own unique history of digital humanities. Berry and Fagerjord have suggested that a way to reconceptualise digital humanities could be through a "digital humanities stack". They argue that "this type of diagram is common in computation and computer science to show how technologies are 'stacked' on top of each other in increasing levels of abstraction. Here, heyuse the method in a more illustrative and creative sense of showing the range of activities, practices, skills, technologies and structures that could be said to make up the digital humanities, with the aim of providing a high-level map." Indeed, the "diagram can be read as the bottom levels indicating some of the fundamental elements of the digital humanities stack, such as computational thinking and knowledge representation, and then other elements that later build on these." In practical terms, a major distinction within digital humanities is the focus on the data being processed. For processing textual data, digital humanities builds on a long and extensive history of
digital edition A digital edition is an online magazine or online newspaper delivered in electronic form which is formatted identically to the print version. Digital editions are often called digital facsimiles to underline the likeness to the print version. Di ...
,
computational linguistics Computational linguistics is an interdisciplinary field concerned with the computational modelling of natural language, as well as the study of appropriate computational approaches to linguistic questions. In general, computational linguistics ...
and
natural language processing Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
and developed an independent and highly specialized technology stack (largely cumulating in the specifications of the
Text Encoding Initiative The Text Encoding Initiative (TEI) is a text-centric community of practice in the academic field of digital humanities, operating continuously since the 1980s. The community currently runs a mailing list, meetings and conference series, and ma ...
). This part of the field is sometimes thus set apart from Digital Humanities in general as 'digital philology' or 'computational philology'. For the creation and analysis of digital editions of objects or artifacts, digital philologists have access to digital practices, methods, and technologies such as
optical character recognition Optical character recognition or optical character reader (OCR) is the electronics, electronic or machine, mechanical conversion of images of typed, handwritten or printed text into machine-encoded text, whether from a scanned document, a photo ...
that are providing opportunities to adapt the field to the digital age.


History

Digital humanities descends from the field of humanities computing, whose origins reach back to 1940s and 50s, in the pioneering work of Jesuit scholar
Roberto Busa Roberto Busa (November 28, 1913 – August 9, 2011) was an Italian Jesuit priest and one of the pioneers in the usage of computers for linguistic and literary analysis. He was the author of the '' Index Thomisticus'', a complete lemmatization of ...
, which began in 1946, and of English professor Josephine Miles, beginning in the early 1950s. In collaboration with
IBM International Business Machines Corporation (using the trademark IBM), nicknamed Big Blue, is an American Multinational corporation, multinational technology company headquartered in Armonk, New York, and present in over 175 countries. It is ...
, Busa and his team created a computer-generated concordance to
Thomas Aquinas Thomas Aquinas ( ; ; – 7 March 1274) was an Italian Dominican Order, Dominican friar and Catholic priest, priest, the foremost Scholasticism, Scholastic thinker, as well as one of the most influential philosophers and theologians in the W ...
' writings known as the '' Index Thomisticus''. Busa's works have been collected and translated by Julianne Nyhan and Marco Passarotti. Other scholars began using mainframe computers to automate tasks like word-searching, sorting, and counting, which was much faster than processing information from texts with handwritten or typed index cards. Similar first advances were made by Gerhard Sperl in
Austria Austria, formally the Republic of Austria, is a landlocked country in Central Europe, lying in the Eastern Alps. It is a federation of nine Federal states of Austria, states, of which the capital Vienna is the List of largest cities in Aust ...
using computers by Zuse for Digital
Assyriology Assyriology (from Greek , ''Assyriā''; and , ''-logia''), also known as Cuneiform studies or Ancient Near East studies, is the archaeological, anthropological, historical, and linguistic study of the cultures that used cuneiform writing. The fie ...
. In the decades which followed archaeologists, classicists, historians, literary scholars, and a broad array of humanities researchers in other disciplines applied emerging computational methods to transform humanities scholarship. As Tara McPherson has pointed out, the digital humanities also inherit practices and perspectives developed through many artistic and theoretical engagements with electronic screen culture beginning the late 1960s and 1970s. These range from research developed by organizations such as
SIGGRAPH SIGGRAPH (Special Interest Group on Computer Graphics and Interactive Techniques) is an annual conference centered around computer graphics organized by ACM, starting in 1974 in Boulder, CO. The main conference has always been held in North ...
to creations by artists such as Charles and Ray Eames and the members of E.A.T. (Experiments in Art and Technology). The Eames and E.A.T. explored nascent computer culture and intermediality in creative works that dovetailed technological innovation with art. The first specialized journal in the digital humanities was ''Computers and the Humanities'', which debuted in 1966. The Computer Applications and Quantitative Methods in Archaeology (CAA) association was founded in 1973. The Association for Literary and Linguistic Computing (ALLC) and the Association for Computers and the Humanities (ACH) were then founded in 1977 and 1978, respectively. Soon, there was a need for a standardized protocol for tagging digital texts, and the
Text Encoding Initiative The Text Encoding Initiative (TEI) is a text-centric community of practice in the academic field of digital humanities, operating continuously since the 1980s. The community currently runs a mailing list, meetings and conference series, and ma ...
(TEI) was developed. The TEI project was launched in 1987 and published the first full version of the ''TEI Guidelines'' in May 1994. TEI helped shape the field of electronic textual scholarship and led to
Extensible Markup Language Extensible Markup Language (XML) is a markup language and file format for storing, transmitting, and reconstructing data. It defines a set of rules for encoding documents in a format that is both human-readable and machine-readable. The Wor ...
(XML), which is a tag scheme for digital editing. Researchers also began experimenting with databases and hypertextual editing, which are structured around links and nodes, as opposed to the standard linear convention of print. In the nineties, major digital text and image archives emerged at centers of humanities computing in the U.S. (e.g. the ''
Women Writers Project The Women Writers Project, or WWP, is a long-term research and digital publication project within the field of feminist digital humanities that makes texts from early modern women writers in the English language available online through electronic ...
'', the ''Rossetti Archive'', and '' The William Blake Archive''), which demonstrated the sophistication and robustness of text-encoding for literature. The advent of personal computing and the World Wide Web meant that Digital Humanities work could become less centered on text and more on design. The multimedia nature of the internet has allowed Digital Humanities work to incorporate audio, video, and other components in addition to text. The terminological change from "humanities computing" to "digital humanities" has been attributed to John Unsworth, Susan Schreibman, and Ray Siemens who, as editors of the anthology ''A Companion to Digital Humanities'' (2004), tried to prevent the field from being viewed as "mere digitization". Consequently, the hybrid term has created an overlap between fields like
rhetoric Rhetoric is the art of persuasion. It is one of the three ancient arts of discourse ( trivium) along with grammar and logic/ dialectic. As an academic discipline within the humanities, rhetoric aims to study the techniques that speakers or w ...
and composition, which use "the methods of contemporary humanities in studying digital objects", and digital humanities, which uses "digital technology in studying traditional humanities objects". The use of computational systems and the study of computational media within the
humanities, arts and social sciences Humanities, Arts, and Social Sciences (HASS) (or Arts, Humanities and Social Sciences, AHSS), also known as social studies, is a broad term that groups together the Academic discipline, academic disciplines of humanities, The arts, arts and Social ...
more generally has been termed the 'computational turn'. In 2006 the
National Endowment for the Humanities The National Endowment for the Humanities (NEH) is an independent federal agency of the U.S. government, established by thNational Foundation on the Arts and the Humanities Act of 1965(), dedicated to supporting research, education, preserv ...
(NEH) launched the Digital Humanities Initiative (renamed Office of Digital Humanities in 2008), which made widespread adoption of the term "digital humanities" in the United States. Digital humanities emerged from its former niche status and became "big news" at the 2009 MLA convention in Philadelphia, where digital humanists made "some of the liveliest and most visible contributions" and had their field hailed as "the first 'next big thing' in a long time."


Values and methods

Although digital humanities projects and initiatives are diverse, they often reflect common values and methods. These can help in understanding this hard-to-define field. Values * Critical and theoretical * Iterative and experimental * Collaborative and distributed * Multimodal and performative * Open and accessible Methods * Enhanced critical curation * Augmented editions and fluid textuality * Scale: the law of large numbers * Distant/close, macro/micro, surface/depth * Cultural analytics, aggregation, and data-mining * Visualization and data design * Locative investigation and thick mapping * The animated archive * Distributed knowledge production and performative access * Humanities gaming * Code, software, and platform studies * Database documentaries * Repurposable content and remix culture * Pervasive infrastructure * Ubiquitous scholarship In keeping with the value of being open and accessible, many digital humanities projects and journals are
open access Open access (OA) is a set of principles and a range of practices through which nominally copyrightable publications are delivered to readers free of access charges or other barriers. With open access strictly defined (according to the 2001 de ...
and/or under
Creative Commons Creative Commons (CC) is an American non-profit organization and international network devoted to educational access and expanding the range of creative works available for others to build upon legally and to share. The organization has release ...
licensing, showing the field's "commitment to
open standards An open standard is a standard that is openly accessible and usable by anyone. It is also a common prerequisite that open standards use an open license that provides for extensibility. Typically, anybody can participate in their development due to ...
and
open source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use and view the source code, design documents, or content of the product. The open source model is a decentrali ...
." Open access is designed to enable anyone with an internet-enabled device and internet connection to view a website or read an article without having to pay, as well as share content with the appropriate permissions. Digital humanities scholars use computational methods either to answer existing research questions or to challenge existing theoretical paradigms, generating new questions and pioneering new approaches. One goal is to systematically integrate computer technology into the activities of humanities scholars, as is done in contemporary empirical
social sciences Social science (often rendered in the plural as the social sciences) is one of the branches of science, devoted to the study of society, societies and the Social relation, relationships among members within those societies. The term was former ...
. Yet despite the significant trend in digital humanities towards networked and multimodal forms of knowledge, a substantial amount of digital humanities focuses on documents and text in ways that differentiate the field's work from digital research in
media studies Media studies is a discipline and field of study that deals with the content, history, and effects of various media; in particular, the mass media. Media studies may draw on traditions from both the social sciences and the humanities, but it mos ...
, information studies,
communication studies Communication studies (or communication science) is an academic discipline that deals with processes of human communication and behavior, patterns of communication in interpersonal relationships, social interactions and communication in differ ...
, and
sociology Sociology is the scientific study of human society that focuses on society, human social behavior, patterns of Interpersonal ties, social relationships, social interaction, and aspects of culture associated with everyday life. The term sociol ...
. Another goal of digital humanities is to create scholarship that transcends textual sources. This includes the integration of
multimedia Multimedia is a form of communication that uses a combination of different content forms, such as Text (literary theory), writing, Sound, audio, images, animations, or video, into a single presentation. T ...
,
metadata Metadata (or metainformation) is "data that provides information about other data", but not the content of the data itself, such as the text of a message or the image itself. There are many distinct types of metadata, including: * Descriptive ...
, and dynamic environments (see The Valley of the Shadow project at the
University of Virginia The University of Virginia (UVA) is a Public university#United States, public research university in Charlottesville, Virginia, United States. It was founded in 1819 by Thomas Jefferson and contains his The Lawn, Academical Village, a World H ...
, the Vectors Journal of Culture and Technology in a Dynamic Vernacular at
University of Southern California The University of Southern California (USC, SC, or Southern Cal) is a Private university, private research university in Los Angeles, California, United States. Founded in 1880 by Robert M. Widney, it is the oldest private research university in ...
, or Digital Pioneers projects at Harvard). A growing number of researchers in digital humanities are using computational methods for the analysis of large cultural data sets such as the
Google Books Google Books (previously known as Google Book Search, Google Print, and by its code-name Project Ocean) is a service from Google that searches the full text of books and magazines that Google has scanned, converted to text using optical charac ...
corpus.Roth, S. (2014), "Fashionable functions. A Google n-gram view of trends in functional differentiation (1800-2000)", ''International Journal of Technology and Human Interaction'', Band 10, Nr. 2, S. 34-58 (online: http://ssrn.com/abstract=2491422). Examples of such projects were highlighted by the Humanities High Performance Computing competition sponsored by the Office of Digital Humanities in 2008, and also by the Digging Into Data challenge organized in 2009 and 2011 by NEH in collaboration with NSF, and in partnership with
JISC Jisc is a United Kingdom not-for-profit organisation that provides network and IT services and digital resources in support of further and higher education and research, as well as the public sector. Its head office is based in Bristol with ...
in the UK, and
SSHRC The Social Sciences and Humanities Research Council of Canada (SSHRC; , CRSH), often colloquially pronounced 'shirk' (), is a Canadian federal research-funding agency that promotes and supports post-secondary research and training in the humani ...
in Canada. In addition to books, historical newspapers can also be analyzed with big data methods. The analysis of vast quantities of historical newspaper content has showed how periodic structures can be automatically discovered, and a similar analysis was performed on social media. As part of the big data revolution,
gender bias Gender bias is the tendency to prefer one gender over another. It is a form of unconscious bias, or implicit bias, which occurs when one individual unconsciously attributes certain attitudes and stereotypes to another person or group of people ...
, readability, content similarity, reader preferences, and even mood have been analyzed based on
text mining Text mining, text data mining (TDM) or text analytics is the process of deriving high-quality information from text. It involves "the discovery by computer of new, previously unknown information, by automatically extracting information from differe ...
methods over millions of documents and historical documents written in literary Chinese.Bol, P. K., C.-L. Liu, and H. Wang. (2015) "Mining and discovering biographical information in Difangzhi with a language-model-based approach", ''Proceedings of the 2015 International Conference on Digital Humanities''. (https://arxiv.org/abs/1504.02148) Digital humanities is also involved in the creation of software, providing "environments and tools for producing, curating, and interacting with knowledge that is 'born digital' and lives in various digital contexts." In this context, the field is sometimes known as computational humanities.


Tools

Digital humanities scholars use a variety of digital tools for their research, which may take place in an environment as small as a mobile device or as large as a
virtual reality Virtual reality (VR) is a Simulation, simulated experience that employs 3D near-eye displays and pose tracking to give the user an immersive feel of a virtual world. Applications of virtual reality include entertainment (particularly video gam ...
lab. Environments for "creating, publishing and working with digital scholarship include everything from personal equipment to institutes and software to cyberspace." Some scholars use advanced programming languages and databases, while others use less complex tools, depending on their needs. DiRT (Digital Research Tools Directory) offers a registry of digital research tools for scholars. TAPoR (Text Analysis Portal for Research) is a gateway to text analysis and retrieval tools. An accessible, free example of an online textual analysis program is Voyant Tools, which only requires the user to copy and paste either a body of text or a URL and then click the 'reveal' button to run the program. There is also an online list of online or downloadable Digital Humanities tools that are largely free, aimed toward helping students and others who lack access to funding or institutional servers. Free, open source web publishing platforms like
WordPress WordPress (WP, or WordPress.org) is a web content management system. It was originally created as a tool to publish blogs but has evolved to support publishing other web content, including more traditional websites, electronic mailing list, ma ...
and
Omeka Omeka (also known as Omeka Classic) is a free, open-source content management system for online digital collections. As a web application, it allows users to publish and exhibit cultural heritage objects, and extend its functionality with theme ...
are also popular tools.


Projects

Digital humanities projects are more likely than traditional humanities work to involve a team or a lab, which may be composed of faculty, staff, graduate or undergraduate students, information technology specialists, and partners in galleries, libraries, archives, and museums. Credit and authorship are often given to multiple people to reflect this collaborative nature, which is different from the sole authorship model in the traditional humanities (and more like the natural sciences). There are thousands of digital humanities projects, ranging from small-scale ones with limited or no funding to large-scale ones with multi-year financial support. Some are continually updated while others may not be due to loss of support or interest, though they may still remain online in either a
beta version The software release life cycle is the process of developing, testing, and distributing a software product (e.g., an operating system). It typically consists of several stages, such as pre-alpha, alpha, beta, and release candidate, before the fi ...
or a finished form. The following are a few examples of the variety of projects in the field:


Digital archives

The
Women Writers Project The Women Writers Project, or WWP, is a long-term research and digital publication project within the field of feminist digital humanities that makes texts from early modern women writers in the English language available online through electronic ...
(begun in 1988) is a long-term research project to make pre-Victorian women writers more accessible through an electronic collection of rare texts. The Walt Whitman Archive (begun in the 1990s) sought to create a hypertext and scholarly edition of Whitman's works and now includes photographs, sounds, and the only comprehensive current bibliography of Whitman criticism. The Slave Societies Digital Archive (formerly Ecclesiastical and Secular Sources for Slave Societies), directed by Jane Landers and hosted at Vanderbilt University, preserves endangered ecclesiastical and secular documents related to Africans and African-descended peoples in slave societies. This Digital Archive currently holds 500,000 unique images, dating from the 16th to the 20th centuries, and documents the history of between 6 and 8 million individuals. They are the most extensive serial records for the history of Africans in the Atlantic World and also include valuable information on the indigenous, European, and Asian populations who lived alongside them. Another example of a digital humanities project focused on the Americas is at the
National Autonomous University of Mexico The National Autonomous University of Mexico (, UNAM) is a public university, public research university in Mexico. It has several campuses in Mexico City, and many others in various locations across Mexico, as well as a presence in nine countri ...
, which has the digitization of 17th-century manuscripts, an electronic corpus of Mexican history from the 16th to 19th century, and the visualization of pre-Hispanic archaeological sites in 3-D. A rare example of a digital humanities project focused on the cultural heritage of Africa is the Princeton Ethiopian, Eritrean, and Egyptian Miracles of Mary project, which documents African medieval stories, paintings, and manuscripts about the Virgin Mary from the 1300s into the 1900s. The involvement of librarians and archivists plays an important part in digital humanities projects because of the recent expansion of their role so that it now covers
digital curation Digital curation is the selection, Preservation (library and archival science), preservation, maintenance, collection, and archiving of Digital data, digital assets. Digital curation establishes, maintains, and adds value to repositories of digita ...
, which is critical in the preservation, promotion, and access to digital collections, as well as the application of scholarly orientation to digital humanities projects. A specific example involves the case of initiatives where archivists help scholars and academics build their projects through their experience in evaluating, implementing, and customizing metadata schemas for library collections.


Cultural analytics

"Cultural analytics" refers to the use of computational method for exploration and analysis of large visual collections and also contemporary digital media. The concept was developed in 2005 by Lev Manovich who then established the Cultural Analytics Lab in 2007 at Qualcomm Institute at California Institute for Telecommunication and Information (Calit2). The lab has been using methods from the field of computer science called Computer Vision to analyze many types of both historical and contemporary visual media—for example, all covers of ''Time'' magazine published between 1923 and 2009, 20,000 historical art photographs from the collection in Museum of Modern Art (MoMA) in New York, one million pages from Manga books, and 16 million images shared on Instagram in 17 global cities. Cultural analytics also includes using methods from media design and data visualization to create interactive visual interfaces for exploration of large visual collections e.g., Selfiecity and On Broadway. Cultural analytics research is also addressing a number of theoretical questions. How can we "observe" giant cultural universes of both user-generated and professional media content created today, without reducing them to averages, outliers, or pre-existing categories? How can work with large cultural data help us question our stereotypes and assumptions about cultures? What new theoretical cultural concepts and models are required for studying global digital culture with its new mega-scale, speed, and connectivity? The term "cultural analytics" (or "culture analytics") is now used by many other researchers, as exemplified by two academic symposiums, a four-month long research program at UCLA that brought together 120 leading researchers from university and industry labs, an academic peer-review ''Journal of Cultural Analytics: CA'' established in 2016, and academic job listings.


Textual mining, analysis, and visualization

WordHoard (begun in 2004) is a free application that enables scholarly but non-technical users to read and analyze, in new ways, deeply-tagged texts, including the canon of Early Greek epic,
Chaucer Geoffrey Chaucer ( ; – 25 October 1400) was an English poet, author, and civil servant best known for '' The Canterbury Tales''. He has been called the "father of English literature", or, alternatively, the "father of English poetry". He ...
,
Shakespeare William Shakespeare ( 23 April 1564 – 23 April 1616) was an English playwright, poet and actor. He is widely regarded as the greatest writer in the English language and the world's pre-eminent dramatist. He is often called England's natio ...
, and Spenser. The Republic of Letters (begun in 2008) seeks to visualize the social network of Enlightenment writers through an interactive map and visualization tools. Network analysis and data visualization is also used for reflections on the field itself – researchers may produce network maps of social media interactions or infographics from data on digital humanities scholars and projects. Document in Context of its Time (DICT) analysis style and an onlin
demo tool
allow users to discover if the vocabulary used by an author of an input text was frequent at the time of text creation, if the author used anachronisms or neologisms, and enables detecting terms in text that underwent considerable semantic change.


Analysis of macroscopic trends in cultural change

Culturomics is a form of
computational lexicology Computational lexicology is a branch of computational linguistics, which is concerned with the use of computers in the study of lexicon. It has been more narrowly described by some scholars (Amsler, 1980) as the use of computers in the study of '' ...
that studies
human behavior Human behavior is the potential and expressed capacity (Energy (psychological), mentally, Physical activity, physically, and Social action, socially) of human individuals or groups to respond to internal and external Stimulation, stimuli throu ...
and
cultural trends The bandwagon effect is a psychological phenomenon where people adopt certain behaviors, styles, or attitudes simply because others are doing so. More specifically, it is a cognitive bias by which public opinion or behaviours can alter due to ...
through the quantitative analysis of digitized texts. Researchers data mine large
digital archive An archive is an accumulation of historical records or materials, in any medium, or the physical facility in which they are located. Archives contain primary source documents that have accumulated over the course of an individual or organi ...
s to investigate cultural phenomena reflected in language and word usage. The term is an American
neologism In linguistics, a neologism (; also known as a coinage) is any newly formed word, term, or phrase that has achieved popular or institutional recognition and is becoming accepted into mainstream language. Most definitively, a word can be considered ...
first described in a 2010 ''
Science Science is a systematic discipline that builds and organises knowledge in the form of testable hypotheses and predictions about the universe. Modern science is typically divided into twoor threemajor branches: the natural sciences, which stu ...
'' article called ''Quantitative Analysis of Culture Using Millions of Digitized Books'', co-authored by Harvard researchers Jean-Baptiste Michel and Erez Lieberman Aiden. A 2017 study published in the
Proceedings of the National Academy of Sciences of the United States of America ''Proceedings of the National Academy of Sciences of the United States of America'' (often abbreviated ''PNAS'' or ''PNAS USA'') is a peer-reviewed multidisciplinary scientific journal. It is the official journal of the National Academy of Scie ...
compared the trajectory of n-grams over time in both digitised books from the 2010 ''Science'' article with those found in a large corpus of regional newspapers from the United Kingdom over the course of 150 years. The study further went on to use more advanced
natural language processing Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
techniques to discover macroscopic trends in history and culture, including gender bias, geographical focus, technology, and politics, along with accurate dates for specific events. The applications of digital humanities may be used along with other non humanities subject areas such as pure sciences, agriculture, management etc. to produce great variants of practical solutions to solve issues in industry as well as society.


Online publishing

The
Stanford Encyclopedia of Philosophy The ''Stanford Encyclopedia of Philosophy'' (''SEP'') is a freely available online philosophy resource published and maintained by Stanford University, encompassing both an online encyclopedia of philosophy and peer-reviewed original publication ...
(begun in 1995) is a dynamic reference work of terms, concepts, and people from philosophy maintained by scholars in the field. MLA Commons offers an open peer-review site (where anyone can comment) for their ongoing curated collection of teaching artifacts in ''Digital Pedagogy in the Humanities: Concepts, Models, and Experiments'' (2016). The ''Debates in the Digital Humanities'' platform contains volumes of the open-access book of the same title (2012 and 2016 editions) and allows readers to interact with material by marking sentences as interesting or adding terms to a crowdsourced index.


Wikimedia projects

Some research institutions work with the
Wikimedia Foundation The Wikimedia Foundation, Inc. (WMF) is an American 501(c)(3) nonprofit organization headquartered in San Francisco, California, and registered there as foundation (United States law), a charitable foundation. It is the host of Wikipedia, th ...
or volunteers of the community, for example, to make freely licensed media files available via
Wikimedia Commons Wikimedia Commons, or simply Commons, is a wiki-based Digital library, media repository of Open content, free-to-use images, sounds, videos and other media. It is a project of the Wikimedia Foundation. Files from Wikimedia Commons can be used ...
or to link or load data sets with
Wikidata Wikidata is a collaboratively edited multilingual knowledge graph hosted by the Wikimedia Foundation. It is a common source of open data that Wikimedia projects such as Wikipedia, and anyone else, are able to use under the CC0 public domain ...
. Text analysis has been performed on the contribution history of articles on
Wikipedia Wikipedia is a free content, free Online content, online encyclopedia that is written and maintained by a community of volunteers, known as Wikipedians, through open collaboration and the wiki software MediaWiki. Founded by Jimmy Wales and La ...
or its sister projects.


DH-OER

The 'South African Centre for Digital Language Resources' ( SADiLaR ) was set up at a time when a global definition of Open Education Resources (OER) was being drafted and accepted by UNESCO Miao, F, Mishra, S, Orr, D and Janssen, B. 2019. Guidelines on the development of open educational resources policies. UNESCO Publishing. SADiLaR saw this an opportunity to stimulate activism and research around the use and creation of OERs for Digital Humanities. They initiated and launched the Digital Humanities OER ( DH-OER) project to raise consciousness about the costs of materials, foster the adoption of open principles and practices and support the growth of open education resources and digital humanities in South African Higher education institutions. DH-OER began with 26 projects and an introduction to openness in April 2022. It concluded in November 2023, when 16 projects showcased their efforts in a public event.


Criticism

In 2012, Matthew K. Gold identified a range of perceived criticisms of the field of digital humanities: "a lack of attention to issues of race, class, gender, and sexuality; a preference for research-driven projects over pedagogical ones; an absence of political commitment; an inadequate level of diversity among its practitioners; an inability to address texts under copyright; and an institutional concentration in well-funded research universities". Similarly Berry and Fagerjord have argued that a digital humanities should "focus on the need to think critically about the implications of computational imaginaries, and raise some questions in this regard. This is also to foreground the importance of the politics and norms that are embedded in digital technology, algorithms and software. We need to explore how to negotiate between close and distant readings of texts and how micro-analysis and macro-analysis can be usefully reconciled in humanist work." Alan Liu has argued, "while digital humanists develop tools, data, and metadata critically, therefore (e.g., debating the 'ordered hierarchy of content objects' principle; disputing whether computation is best used for truth finding or, as Lisa Samuels and Jerome McGann put it, 'deformance'; and so on) rarely do they extend their critique to the full register of society, economics, politics, or culture." Some of these concerns have given rise to the emergent subfield of Critical Digital Humanities (CDH):
Some key questions include: how do we make the invisible become visible in the study of software? How is knowledge transformed when mediated through code and software? What are the critical approaches to Big Data, visualization, digital methods, etc.? How does computation create new disciplinary boundaries and gate-keeping functions? What are the new hegemonic representations of the digital – 'geons', 'pixels', 'waves', visualization, visual rhetorics, etc.? How do media changes create epistemic changes, and how can we look behind the 'screen essentialism' of computational interfaces? Here we might also reflect on the way in which the practice of making-visible also entails the making-invisible – computation involves making choices about what is to be captured.


Negative publicity

Lauren F. Klein and Gold note that many appearances of the digital humanities in public media are often in a critical fashion. Armand Leroi, writing in ''
The New York Times ''The New York Times'' (''NYT'') is an American daily newspaper based in New York City. ''The New York Times'' covers domestic, national, and international news, and publishes opinion pieces, investigative reports, and reviews. As one of ...
'', discusses the contrast between the algorithmic analysis of themes in literary texts and the work of Harold Bloom, who qualitatively and phenomenologically analyzes the themes of literature over time. Leroi questions whether or not the digital humanities can provide a truly robust analysis of literature and social phenomena or offer a novel alternative perspective on them. The literary theorist
Stanley Fish Stanley Eugene Fish (born April 19, 1938) is an American literary theorist, legal scholar, author and public intellectual. He is the Floersheimer Distinguished Visiting Professor of Law at Yeshiva University's Benjamin N. Cardozo School of La ...
claims that the digital humanities pursue a revolutionary agenda and thereby undermine the conventional standards of "pre-eminence, authority and disciplinary power". However, digital humanities scholars note that "Digital Humanities is an extension of
traditional knowledge Traditional knowledge (TK), indigenous knowledge (IK), folk knowledge, and local knowledge generally refers to knowledge systems embedded in the cultural traditions of regional, indigenous, or local communities. Traditional knowledge includes ...
skills and methods, not a replacement for them. Its distinctive contributions do not obliterate the insights of the past, but add and supplement the humanities' long-standing commitment to scholarly interpretation, informed research, structured argument, and dialogue within communities of practice". Some have hailed the digital humanities as a solution to the apparent problems within the humanities, namely a decline in funding, a repeat of debates, and a fading set of theoretical claims and methodological arguments. Adam Kirsch, writing in the ''New Republic'', calls this the "False Promise" of the digital humanities. While the rest of humanities and many social science departments are seeing a decline in funding or prestige, the digital humanities has been seeing increasing funding and prestige. Burdened with the problems of novelty, the digital humanities is discussed as either a revolutionary alternative to the humanities as it is usually conceived or as simply new wine in old bottles. Kirsch believes that digital humanities practitioners suffer from problems of being marketers rather than scholars, who attest to the grand capacity of their research more than actually performing new analysis and when they do so, only performing trivial parlor tricks of research. This form of criticism has been repeated by others, such as in Carl Staumshein, writing in ''Inside Higher Education'', who calls it a "Digital Humanities Bubble". Later in the same publication, Straumshein alleges that the digital humanities is a 'Corporatist Restructuring' of the Humanities. Some see the alliance of the digital humanities with business to be a positive turn that causes the business world to pay more attention, thus bringing needed funding and attention to the humanities. If it were not burdened by the title of digital humanities, it could escape the allegations that it is elitist and unfairly funded.


Black box

There has also been critique of the use of digital humanities tools by scholars who do not fully understand what happens to the data they input and place too much trust in the "black box" of software that cannot be sufficiently examined for errors.
Johanna Drucker Johanna Drucker (born May 30, 1952) is an American author, book artist, visual theorist, and cultural critic. Her scholarly writing documents and critiques visual language: letterforms, typography, visual poetry, art, and lately, digital art a ...
, a professor at
UCLA The University of California, Los Angeles (UCLA) is a public land-grant research university in Los Angeles, California, United States. Its academic roots were established in 1881 as a normal school then known as the southern branch of the C ...
Department of Information Studies, has criticized the "epistemological fallacies" prevalent in popular visualization tools and technologies (such as
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 ...
's n-gram graph) used by digital humanities scholars and the general public, calling some network diagramming and topic modeling tools "just too crude for humanistic work." The lack of transparency in these programs obscures the subjective nature of the data and its processing, she argues, as these programs "generate standard diagrams based on conventional algorithms for screen display ... mak ngit very difficult for the semantics of the data processing to be made evident." Similar problems can be seen at a lower level, with databases used for digital humanities analysis replicating the biases of the analogue systems of data. As, essentially, "every database is a narrative" visualisations or diagrams often obscure the underlying structures or omissions of data without acknowledging that they are incomplete or present only a particular angle.


Diversity

There has also been some recent controversy among practitioners of digital humanities around the role that race and/or
identity politics Identity politics is politics based on a particular identity, such as ethnicity, Race (human categorization), race, nationality, religion, Religious denomination, denomination, gender, sexual orientation, Socioeconomic status, social background ...
plays. Tara McPherson attributes some of the lack of racial diversity in digital humanities to the modality of
UNIX Unix (, ; trademarked as UNIX) is a family of multitasking, multi-user computer operating systems that derive from the original AT&T Unix, whose development started in 1969 at the Bell Labs research center by Ken Thompson, Dennis Ritchie, a ...
and computers themselves. An open thread on DHpoco.org recently garnered well over 100 comments on the issue of race in digital humanities, with scholars arguing about the amount that racial (and other) biases affect the tools and texts available for digital humanities research. McPherson posits that there needs to be an understanding and theorizing of the implications of digital technology and race, even when the subject for analysis appears not to be about race. Amy E. Earhart criticizes what has become the new digital humanities "canon" in the shift from websites using simple
HTML Hypertext Markup Language (HTML) is the standard markup language for documents designed to be displayed in a web browser. It defines the content and structure of web content. It is often assisted by technologies such as Cascading Style Sheets ( ...
to the usage of the TEI and visuals in textual recovery projects. Works that have been previously lost or excluded were afforded a new home on the internet, but much of the same marginalizing practices found in traditional humanities also took place digitally. According to Earhart, there is a "need to examine the canon that we, as digital humanists, are constructing, a canon that skews toward traditional texts and excludes crucial work by women, people of color, and the LGBTQ community."


Issues of access

Practitioners in digital humanities are also failing to meet the needs of users with disabilities. George H. Williams argues that universal design is imperative for practitioners to increase usability because "many of the otherwise most valuable digital resources are useless for people who are—for example—deaf or hard of hearing, as well as for people who are blind, have low vision, or have difficulty distinguishing particular colors." In order to provide accessibility successfully, and productive universal design, it is important to understand why and how users with disabilities are using the digital resources while remembering that all users approach their informational needs differently.


Cultural criticism

Digital humanities have been criticized for not only ignoring traditional questions of lineage and history in the humanities, but lacking the fundamental cultural criticism that defines the humanities. However, it remains to be seen whether or not the humanities have to be tied to cultural criticism, per se, in order to be the humanities. The sciences might imagine the Digital Humanities as a welcome improvement over the non-quantitative methods of the humanities and social sciences.


Difficulty of evaluation

As the field matures, there has been a recognition that the standard model of academic peer-review of work may not be adequate for digital humanities projects, which often involve website components, databases, and other non-print objects. Evaluation of quality and impact thus require a combination of old and new methods of peer review. One response has been the creation of the ''DHCommons Journal''. This accepts non-traditional submissions, especially mid-stage digital projects, and provides an innovative model of peer review more suited for the multimedia, transdisciplinary, and milestone-driven nature of Digital Humanities projects. Other professional humanities organizations, such as the
American Historical Association The American Historical Association (AHA) is the oldest professional association of historians in the United States and the largest such organization in the world, claiming over 10,000 members. Founded in 1884, AHA works to protect academic free ...
and the
Modern Language Association The Modern Language Association of America, often referred to as the Modern Language Association (MLA), is widely considered the principal professional association in the United States for scholars of language and literature. The MLA aims to "str ...
, have developed guidelines for evaluating academic digital scholarship.


Lack of focus on pedagogy

The 2012 edition of ''Debates in the Digital Humanities'' recognized the fact that pedagogy was the "neglected 'stepchild' of DH" and included an entire section on teaching the digital humanities. Part of the reason is that grants in the humanities are geared more toward research with quantifiable results rather than teaching innovations, which are harder to measure. In recognition of a need for more scholarship on the area of teaching, the edited volume ''Digital Humanities Pedagogy'' was published and offered case studies and strategies to address how to teach digital humanities methods in various disciplines.


See also

*
Cyborg anthropology Cyborg anthropology is a discipline that studies the interaction between humanity and technology from an Anthropology, anthropological perspective. The discipline offers novel insights on new technological advances and their effect on culture and ...
*
Digital anthropology Digital anthropology is the anthropological study of the relationship between humans and digital-era technology. The field is new, and thus has a variety of names with a variety of emphases. These include techno-anthropology, digital ethnogra ...


References


External links


Debates in the Digital Humanities book series

Digital Humanities Quarterly

Intro to Digital Humanities
by UCLA Center for Digital Humanities
CUNY Digital Humanities Resource Guide
by CUNY Digital Humanities Initiative
DH Toychest: Guides and Introductions
curated by DH scholar Alan Liu
How did they make that?
by DH scholar Miriam Posner {{Authority control