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Women in computing were among the first programmers in the early 20th century, and contributed substantially to the industry. As technology and practices altered, the role of women as programmers has changed, and the recorded history of the field has downplayed their achievements. Since the 18th century, women have developed scientific computations, including Nicole-Reine Lepaute's prediction of Halley's Comet, and Maria Mitchell's computation of the motion of
Venus Venus is the second planet from the Sun. It is sometimes called Earth's "sister" or "twin" planet as it is almost as large and has a similar composition. As an interior planet to Earth, Venus (like Mercury) appears in Earth's sky never f ...
. The first
algorithm In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing ...
intended to be executed by a computer was designed by
Ada Lovelace Augusta Ada King, Countess of Lovelace ('' née'' Byron; 10 December 1815 – 27 November 1852) was an English mathematician and writer, chiefly known for her work on Charles Babbage's proposed mechanical general-purpose computer, the ...
who was a pioneer in the field. Grace Hopper was the first person to design a
compiler In computing, a compiler is a computer program that translates computer code written in one programming language (the ''source'' language) into another language (the ''target'' language). The name "compiler" is primarily used for programs that ...
for a
programming language A programming language is a system of notation for writing computer programs. Most programming languages are text-based formal languages, but they may also be graphical. They are a kind of computer language. The description of a programming l ...
. Throughout the 19th and early 20th century, and up to
World War II World War II or the Second World War, often abbreviated as WWII or WW2, was a world war that lasted from 1939 to 1945. It involved the World War II by country, vast majority of the world's countries—including all of the great power ...
, programming was predominantly done by women; significant examples include the Harvard Computers, codebreaking at Bletchley Park and engineering at
NASA The National Aeronautics and Space Administration (NASA ) is an independent agency of the US federal government responsible for the civil space program, aeronautics research, and space research. NASA was established in 1958, succeedi ...
. After the 1960s, the "soft work" that had been dominated by women evolved into modern
software Software is a set of computer programs and associated software documentation, documentation and data (computing), data. This is in contrast to Computer hardware, hardware, from which the system is built and which actually performs the work. ...
, and the importance of women decreased. The gender disparity and the lack of women in computing from the late 20th century onward has been examined, but no firm explanations have been established. Nevertheless, many women continued to make significant and important contributions to the IT industry, and attempts were made to readdress the gender disparity in the industry. In the 21st century, women held leadership roles in multiple tech companies, such as Meg Whitman, president and chief executive officer of
Hewlett Packard Enterprise The Hewlett Packard Enterprise Company (HPE) is an American multinational information technology company based in Spring, Texas, United States. HPE was founded on November 1, 2015, in Palo Alto, California, as part of the splitting of the ...
, and Marissa Mayer, president and CEO of
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and key spokesperson at
Google Google LLC () is an American Multinational corporation, multinational technology company focusing on Search Engine, search engine technology, online advertising, cloud computing, software, computer software, quantum computing, e-commerce, ar ...
.


History


1700s

Nicole-Reine Etable de la Brière Lepaute was one of a team of
human computer The term "computer", in use from the early 17th century (the first known written reference dates from 1613), meant "one who computes": a person performing mathematical calculations, before electronic computers became commercially available. A ...
s who worked with Alexis-Claude Clairaut and Joseph-Jérôme Le Français de Lalande to predict the date of the return of Halley's Comet. They began work on the calculations in 1757, working throughout the day and sometimes during mealtimes. Their methods were followed by successive human computers. They divided large calculations into "independent pieces, assembled the results from each piece into a final product" and then checked for errors. Lepaute continued to work on computing for the rest of her life, working for the Connaissance des Temps and publishing predictions of
solar eclipse A solar eclipse occurs when the Moon passes between Earth and the Sun, thereby obscuring the view of the Sun from a small part of the Earth, totally or partially. Such an alignment occurs during an eclipse season, approximately every six mo ...
s.


1800s

One of the first computers for the American '' Nautical Almanac'' was Maria Mitchel. Her work on the assignment was to compute the motion of the planet
Venus Venus is the second planet from the Sun. It is sometimes called Earth's "sister" or "twin" planet as it is almost as large and has a similar composition. As an interior planet to Earth, Venus (like Mercury) appears in Earth's sky never f ...
. The ''Almanac'' never became a reality, but Mitchell became the first
astronomy Astronomy () is a natural science that studies astronomical object, celestial objects and phenomena. It uses mathematics, physics, and chemistry in order to explain their origin and chronology of the Universe, evolution. Objects of interest ...
professor at Vassar.
Ada Lovelace Augusta Ada King, Countess of Lovelace ('' née'' Byron; 10 December 1815 – 27 November 1852) was an English mathematician and writer, chiefly known for her work on Charles Babbage's proposed mechanical general-purpose computer, the ...
was the first person to publish an
algorithm In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing ...
intended to be executed by the first modern computer, the Analytical Engine created by
Charles Babbage Charles Babbage (; 26 December 1791 – 18 October 1871) was an English polymath. A mathematician, philosopher, inventor and mechanical engineer, Babbage originated the concept of a digital programmable computer. Babbage is considered ...
. As a result, she is often regarded as the first computer programmer. Lovelace was introduced to Babbage's
difference engine A difference engine is an automatic mechanical calculator designed to tabulate polynomial functions. It was designed in the 1820s, and was first created by Charles Babbage. The name, the difference engine, is derived from the method of divided d ...
when she was 17. In 1840, she wrote to Babbage and asked if she could become involved with his first machine. By this time, Babbage had moved on to his idea for the Analytical Engine. A paper describing the Analytical Engine, ''Notions sur la machine analytique'', published by L.F. Menabrea, came to the attention of Lovelace, who not only translated it into English, but corrected mistakes made by Menabrea. Babbage suggested that she expand the translation of the paper with her own ideas, which, signed only with her initials, AAL, "synthesized the vast scope of Babbage's vision." Lovelace imagined the kind of impact of the Analytical Engine might have on society. She drew up explanations of how the engine could handle inputs, outputs, processing and data storage. She also created several proofs to show how the engine would handle calculations of Bernoulli Numbers on its own. The proofs are considered the first examples of a computer program. Lovelace downplayed her role in her work during her life, for example, in signing her contributions with AAL so as not be "accused of bragging." After the
Civil War A civil war or intrastate war is a war between organized groups within the same state (or country). The aim of one side may be to take control of the country or a region, to achieve independence for a region, or to change government polic ...
in the United States, more women were hired as human computers. Many were war widows looking for ways to support themselves. Others were hired when the government opened positions to women because of a shortage of men to fill the roles.
Anna Winlock Anna Winlock (1857–1904) was an American astronomer and human computer, one of the first members of female computer group known as "the Harvard Computers." She made the most complete catalog of stars near the north and south poles of her era. S ...
asked to become a computer for the Harvard Observatory in 1875 and was hired to work for 25 cents an hour. By 1880, Edward Charles Pickering had hired several women to work for him at Harvard because he knew that women could do the job as well as men and he could ask them to volunteer or work for less pay. The women, described as "Pickering's harem" and also as the Harvard Computers, performed clerical work that the male employees and scholars considered to be tedious at a fraction of the cost of hiring a man. The women working for Pickering cataloged around ten thousand stars, discovered the Horsehead Nebula and developed the system to describe stars. One of the "computers," Annie Jump Cannon, could classify stars at a rate of three stars per minute. The work for Pickering became so popular that women volunteered to work for free even when the computers were being paid. Even though they performed an important role, the Harvard Computers were paid less than
factory A factory, manufacturing plant or a production plant is an industrial facility, often a complex consisting of several buildings filled with machinery, where workers manufacture Manufacturing is the creation or production of goods with t ...
workers. By the 1890s, women computers were college graduates looking for jobs where they could use their training in a useful way. Florence Tebb Weldon, was part of this group and provided computations relating to biology and evidence for
evolution Evolution is change in the heritable characteristics of biological populations over successive generations. These characteristics are the expressions of genes, which are passed on from parent to offspring during reproduction. Variation ...
, working with her husband, W.F. Raphael Weldon. Florence Weldon's calculations demonstrated that statistics could be used to support Darwin's theory of evolution. Another human computer involved in biology was Alice Lee, who worked with Karl Pearson. Pearson hired two sisters to work as part-time computers at his Biometrics Lab,
Beatrice Beatrice may refer to: * Beatrice (given name) Places In the United States * Beatrice, Alabama, a town * Beatrice, Humboldt County, California, a locality * Beatrice, Georgia, an unincorporated community * Beatrice, Indiana, an unincorporated ...
and Frances Cave-Brown-Cave.


1910s

During
World War I World War I (28 July 1914 11 November 1918), often abbreviated as WWI, was List of wars and anthropogenic disasters by death toll, one of the deadliest global conflicts in history. Belligerents included much of Europe, the Russian Empire, ...
, Karl Pearson and his Biometrics Lab helped produce
ballistics Ballistics is the field of mechanics concerned with the launching, flight behaviour and impact effects of projectiles, especially ranged weapon munitions such as bullets, unguided bombs, rockets or the like; the science or art of designing ...
calculations for the British Ministry of Munitions. Beatrice Cave-Browne-Cave helped calculate trajectories for bomb shells. In 1916, Cave-Brown-Cave left Pearson's employ and started working full-time for the Ministry. In the United States, women computers were hired to calculate ballistics in 1918, working in a building on the
Washington Mall Washington Mall was an enclosed shopping mall located in South Strabane Township, Washington County, Pennsylvania, just outside the city of Washington, formerly managed by J J Gumberg Co. and now by Oxford Development Company. It is owned by F ...
. One of the women, Elizabeth Webb Wilson, worked as the chief computer. After the war, women who worked as ballistics computers for the U.S. government had trouble finding jobs in computing and Wilson eventually taught high school math.


1920s

In the early 1920s, Iowa State College, professor George Snedecor worked to improve the school's science and engineering departments, experimenting with new punch-card machines and calculators. Snedecor also worked with human calculators most of them women, including Mary Clem. Clem coined the term "zero check" to help identify errors in calculations. The computing lab, run by Clem, became one of the most powerful computing facilities of the time. Women computers also worked at the American Telephone and Telegraph company. These human computers worked with electrical engineers to help figure out how to boost signals with
vacuum tube A vacuum tube, electron tube, valve (British usage), or tube (North America), is a device that controls electric current flow in a high vacuum between electrodes to which an electric voltage, potential difference has been applied. The type kn ...
amplifiers. One of the computers, Clara Froelich, was eventually moved along with the other computers to their own division where they worked with a mathematician, Thornton Fry, to create new computational methods. Froelich studied IBM tabulating equipment and desk calculating machines to see if she could adapt the machine method to calculations.
Edith Clarke Edith Clarke (February 10, 1883 – October 29, 1959) was the first woman to be professionally employed as an electrical engineer in the United States, and the first female professor of electrical engineering in the country. She was the first w ...
was the first woman to earn a degree in electrical engineering and who worked as the first professionally employed electrical engineer in the United States. She was hired by
General Electric General Electric Company (GE) is an American multinational conglomerate founded in 1892, and incorporated in New York state and headquartered in Boston. The company operated in sectors including healthcare, aviation, power, renewable energ ...
as a full engineer in 1923. Clarke also filed a patent in 1921 for a graphical calculator to be used in solving problems in power lines. It was granted in 1925.


1930s

The National Advisory Committee for Aeronautics (NACA) which became
NASA The National Aeronautics and Space Administration (NASA ) is an independent agency of the US federal government responsible for the civil space program, aeronautics research, and space research. NASA was established in 1958, succeedi ...
hired a group of five women in 1935 to work as a computer pool. The women worked on the data coming from
wind tunnel Wind tunnels are large tubes with air blowing through them which are used to replicate the interaction between air and an object flying through the air or moving along the ground. Researchers use wind tunnels to learn more about how an aircraft ...
and flight tests.


1940s

"Tedious" computing and calculating was seen as "women's work" through the 1940s resulting in the term "kilogirl", invented by a member of the Applied Mathematics Panel in the early 1940s. A kilogirl of energy was "equivalent to roughly a thousand hours of computing labor." While women's contributions to the United States war effort during
World War II World War II or the Second World War, often abbreviated as WWII or WW2, was a world war that lasted from 1939 to 1945. It involved the World War II by country, vast majority of the world's countries—including all of the great power ...
was championed in the media, their roles and the work they did was minimized. This included minimizing the complexity, skill and knowledge needed to work on computers or work as human computers. During WWII, women did most of the ballistics computing, seen by male engineers as being below their level of expertise.
Black women Black women are women of sub-Saharan African and Afro-diasporic descent, as well as women of Australian Aboriginal and Melanesian descent. The term 'Black' is a racial classification of people, the definition of which has shifted over time and ...
computers worked as hard (or more often, twice as hard) as their white counterparts, but in segregated situations. By 1943, almost all people employed as computers were women; one report said "programming requires lots of patience, persistence and a capacity for detail and those are traits that many girls have". NACA expanded its pool of women human computers in the 1940s. NACA recognized in 1942 that "the engineers admit themselves that the girl computers do the work more rapidly and accurately than they could." In 1943 two groups, segregated by race, worked on the east and west side of Langley Air Force Base. The black women were the West Area Computers. Unlike their white counterparts, the black women were asked by NACA to re-do college courses they had already passed and many never received promotions. Women were also working on ballistic missile calculations. In 1948, women such as
Barbara Paulson Barbara Jean Paulson (née Lewis; born April 11, 1928) was an American human computer at NASA's Jet Propulsion Laboratory (JPL) and one of the first female scientists employed there. Paulson began working as a mathematician at JPL in 1948, where s ...
were working on the WAC Corporal, determining trajectories the missiles would take after launch. Women worked with
cryptography Cryptography, or cryptology (from grc, , translit=kryptós "hidden, secret"; and ''graphein'', "to write", or ''-logia'', "study", respectively), is the practice and study of techniques for secure communication in the presence of adve ...
and, after some initial resistance, many operated and worked on the Bombe machines.
Joyce Aylard Joyce Ethel Aylard ( Baker, 1925 – 16 October 2022) was a British Cryptanalysis, codebreaker at Eastcote, an outstation of Bletchley Park, during World War II. Aylard was born in 1925, and grew up in Canning Town and Ilford. She was evacuated ...
operated the Bombe machine testing different methods to break the Enigma code. Joan Clarke was a cryptographer who worked with her friend,
Alan Turing Alan Mathison Turing (; 23 June 1912 – 7 June 1954) was an English mathematician, computer scientist, logician, cryptanalyst, philosopher, and theoretical biologist. Turing was highly influential in the development of theoretical c ...
, on the Enigma machine at Bletchley Park. When she was promoted to a higher salary grade, there were no positions in the civil service for a "senior female cryptanalyst," and she was listed as a linguist instead. While Clarke developed a method of increasing the speed of double-encrypted messages, unlike many of the men, her decryption technique was not named after her. Other cryptographers at Bletchley included
Margaret Rock Margaret Rock (7 July 1903 – 26 August 1983) was one of the 8000 women mathematicians who worked in Bletchley Park during World War II. With her maths skills and education, Rock was able to decode the Enigma Machine against the German Army. H ...
,
Mavis Lever Mavis Lilian Batey, MBE (née Lever; 5 May 1921 – 12 November 2013), was a British code-breaker during World War II. She was one of the leading female codebreakers at Bletchley Park. She later became a historian of gardening who campaigne ...
(later Batey), Ruth Briggs and Kerry Howard. In 1941, Batey's work enabled the Allies to break the Italians' naval code before the Battle of Cape Matapan. In the United States, several faster Bombe machines were created. Women, like Louise Pearsall, were recruited from the WAVES to work on code breaking and operate the American Bombe machines. Hedy Lamarr and co-inventor, George Antheil, worked on a frequency hopping method to help the Navy control torpedoes remotely. The Navy passed on their idea, but Lamarr and Antheil received a patent for the work on August 11, 1942. This technique would later be used again, first in the 1950s at Sylvania Electronic Systems Division and is used in everyday technology such as
Bluetooth Bluetooth is a short-range wireless technology standard that is used for exchanging data between fixed and mobile devices over short distances and building personal area networks (PANs). In the most widely used mode, transmission power is limit ...
and
Wi-Fi Wi-Fi () is a family of wireless network protocols, based on the IEEE 802.11 family of standards, which are commonly used for local area networking of devices and Internet access, allowing nearby digital devices to exchange data by radio w ...
. The programmers of the
ENIAC ENIAC (; Electronic Numerical Integrator and Computer) was the first programmable, electronic, general-purpose digital computer, completed in 1945. There were other computers that had these features, but the ENIAC had all of them in one pac ...
computer in 1944, were six female mathematicians; Marlyn Meltzer, Betty Holberton, Kathleen Antonelli, Ruth Teitelbaum, Jean Bartik, and Frances Spence who were human computers at the Moore School's computation lab. Adele Goldstine was their teacher and trainer and they were known as the "ENIAC girls." The women who worked on ENIAC were warned that they would not be promoted into professional ratings which were only for men. Designing the hardware was "men's work" and programming the software was "women's work." Sometimes women were given blueprints and wiring diagrams to figure out how the machine worked and how to program it. They learned how the ENIAC worked by repairing it, sometimes crawling through the computer, and by fixing "bugs" in the machinery. Even though the programmers were supposed to be doing the "soft" work of programming, in reality, they did that and fully understood and worked with the hardware of the ENIAC. When the ENIAC was revealed in 1946, Goldstine and the other women prepared the machine and the demonstration programs it ran for the public. None of their work in preparing the demonstrations was mentioned in the official accounts of the public events. After the demonstration, the university hosted an expensive celebratory dinner to which none of the ENIAC six were invited. In Canada, Beatrice Worsley started working at the
National Research Council of Canada The National Research Council Canada (NRC; french: Conseil national de recherches Canada) is the primary national agency of the Government of Canada dedicated to science and technology research & development. It is the largest federal research ...
in 1947 where she was an aerodynamics research officer. A year later, she started working in the new Computational Centre at the
University of Toronto The University of Toronto (UToronto or U of T) is a public research university in Toronto, Ontario, Canada, located on the grounds that surround Queen's Park. It was founded by royal charter in 1827 as King's College, the first institu ...
. She built a differential analyzer in 1948 and also worked with IBM machines in order to do calculations for Atomic Energy of Canada Limited. She went to study the
EDSAC The Electronic Delay Storage Automatic Calculator (EDSAC) was an early British computer. Inspired by John von Neumann's seminal '' First Draft of a Report on the EDVAC'', the machine was constructed by Maurice Wilkes and his team at the Univer ...
at the
University of Cambridge , mottoeng = Literal: From here, light and sacred draughts. Non literal: From this place, we gain enlightenment and precious knowledge. , established = , other_name = The Chancellor, Masters and Schola ...
in 1949. She wrote the program that was run the first time EDSAC performed its first calculations on May 6, 1949. Grace Hopper was the first person to create a
compiler In computing, a compiler is a computer program that translates computer code written in one programming language (the ''source'' language) into another language (the ''target'' language). The name "compiler" is primarily used for programs that ...
for a
programming language A programming language is a system of notation for writing computer programs. Most programming languages are text-based formal languages, but they may also be graphical. They are a kind of computer language. The description of a programming l ...
and one of the first programmers of the Harvard Mark I computer, an electro-mechanical computer based on Analytical Engine. Hopper's work with computers started in 1943, when she started working at the Bureau of Ordnance's Computation Project at Harvard where she programmed the Harvard Mark I. Hopper not only programmed the computer, but created a 500-page comprehensive manual for it. Even though Hopper created the manual, which was widely cited and published, she was not specifically credited in it. Hopper is often credited with the coining of the term "bug" and " debugging" when a moth caused the Mark II to malfunction. While a moth was found and the process of removing it called "debugging," the terms were already part of the language of programmers.


1950s

Grace Hopper continued to contribute to computer science through the 1950s. She brought the idea of using compilers from her time at Harvard to
UNIVAC UNIVAC (Universal Automatic Computer) was a line of electronic digital stored-program computers starting with the products of the Eckert–Mauchly Computer Corporation. Later the name was applied to a division of the Remington Rand company and ...
which she joined in 1949. Other women who were hired to program UNIVAC included
Adele Mildred Koss Adele Mildred Koss, known as Milly Koss, (born 11 July 1928, died 11 September 2012) was an American computing pioneer. The Association for Women in Computing awarded her an Ada Lovelace Award in 2000. She attended Philadelphia High School for G ...
, Frances E. Holberton, Jean Bartik, Frances Morello and Lillian Jay. To program the UNIVAC, Hopper and her team used the FLOW-MATIC programming language, which she developed. Holberton wrote a code, C-10, that allowed for keyboard inputs into a general-purpose computer. Holberton also developed the Sort-Merge Generator in 1951 which was used on the UNIVAC I. The Sort-Merge Generator marked the first time a computer "used a program to write a program." Holberton suggested that computer housing should be beige or oatmeal in color which became a long-lasting trend. Koss worked with Hopper on various algorithms and a program that was a precursor to a report generator. Klara Dan von Neumann was one of the main programmers of the
MANIAC Maniac (from Greek μανιακός, ''maniakos'') is a pejorative for an individual who experiences the mood known as mania. In common usage, it is also an insult for someone involved in reckless behavior. Maniac may also refer to: Film * ' ...
, a more advanced version of ENIAC. Her work helped the field of meteorology and weather prediction. The NACA, and subsequently NASA, recruited women computers following World War II. By the 1950s, a team was performing mathematical calculations at the Lewis Research Center in Cleveland, Ohio, including Annie Easley, Katherine Johnson and Kathryn Peddrew. At the National Bureau of Standards,
Margaret R. Fox Margaret R. Fox (1916-2006) was an American electronics engineer and computer scientist. She was the Chief of the Office of Computer Information, part of the Institute for Computer Science and Technology of the National Bureau of Standards (now th ...
was hired to work as part of the technical staff of the Electronic Computer Laboratory in 1951. In 1956, Gladys West was hired by the U.S. Naval Weapons Laboratory as a human computer. West was involved in calculations that let to the development of GPS. At Convair Aircraft Corporation, Joyce Currie Little was one of the original programmers for analyzing data received from the wind tunnels. She used punch cards on an IBM 650 which was located in a different building from the wind tunnel. To save time in the physical delivery of the punch cards, she and her colleague, Maggie DeCaro, put on roller skates to get to and from the building faster. In Israel, Thelma Estrin worked on the design and development of WEIZAC, one of the world's first large-scale programmable electronic computers. In the
Soviet Union The Soviet Union,. officially the Union of Soviet Socialist Republics. (USSR),. was a List of former transcontinental countries#Since 1700, transcontinental country that spanned much of Eurasia from 1922 to 1991. A flagship communist state, ...
a team of women helped design and build the first digital computer in 1951. In the UK, Kathleen Booth worked with her husband, Andrew Booth on several computers at Birkbeck College. Kathleen Booth was the programmer and Andrew built the machines. Kathleen developed Assembly Language at this time. Mary Coombs (of England) was employed in 1952 as the first female programmer to work on the
LEO computers The LEO I (Lyons Electronic Office I) was the first computer used for commercial business applications. The prototype LEO I was modelled closely on the Cambridge EDSAC. Its construction was overseen by Oliver Standingford, Raymond Thompson and D ...
, and as such she is recognised as the first female commercial programmer. Ukrainian Kateryna Yushchenko created the Address programming language for the cоmputer "Kyiv" in 1955 and invented indirect addressing of the highest rank, called pointers.


1960s

Milly Koss Adele Mildred Koss, known as Milly Koss, (born 11 July 1928, died 11 September 2012) was an American computing pioneer. The Association for Women in Computing awarded her an Ada Lovelace Award in 2000. She attended Philadelphia High School for Gi ...
who had worked at UNIVAC with Hopper, started work at Control Data Corporation (CDC) in 1965. There she developed algorithms for graphics, including graphic storage and retrieval.
Mary K. Hawes Mary K. Hawes was a computer scientist who identified the need for a common business language in accounting, which led to the development of COBOL. COBOL is short for Common Business Oriented Language. It was written to resemble ordinary English. ...
of Burroughs Corporation set up a meeting in 1959 to discuss the creation a computer language that would be shared between businesses. Six people, including Hopper, attended to discuss the philosophy of creating a common business language (CBL). Hopper became involved in developing
COBOL COBOL (; an acronym for "common business-oriented language") is a compiled English-like computer programming language designed for business use. It is an imperative, procedural and, since 2002, object-oriented language. COBOL is primarily ...
(Common Business Oriented Language) where she innovated new symbolic ways to write computer code. Hopper developed programming language that was easier to read and "self-documenting." After COBOL was submitted to the CODASYL Executive Committee, Betty Holberton did further editing on the language before it was submitted to the
Government Printing Office The United States Government Publishing Office (USGPO or GPO; formerly the United States Government Printing Office) is an agency of the legislative branch of the United States Federal government. The office produces and distributes informati ...
in 1960. IBM were slow to adopt COBOL, which hindered its progress but it was accepted as a standard in 1962, after Hopper had demonstrated the compiler working both on UNIVAC and RCA computers. The development of COBOL led to the generation of compilers and generators, most of which were created or refined by women such as Koss, Nora Moser, Deborah Davidson, Sue Knapp, Gertrude Tierney and Jean E. Sammet. Sammet, who worked at IBM starting in 1961 was responsible for developing the programming language, FORMAC. She published a book, ''Programming Languages: History and Fundamentals'' (1969), which was considered the "standard work on programming languages," according to Denise Gürer It was "one of the most used books in the field," according to ''
The Times ''The Times'' is a British daily national newspaper based in London. It began in 1785 under the title ''The Daily Universal Register'', adopting its current name on 1 January 1788. ''The Times'' and its sister paper '' The Sunday Times'' ...
'' in 1972. Between 1961 and 1963,
Margaret Hamilton Margaret Hamilton may refer to: * Margaret Hamilton (nurse) (1840–1922), American nurse in the Civil War * Maggie Hamilton (1867–1952), Scottish artist * Margaret Hamilton (educator) (1871–1969), American educator * Margaret Hamilton (actre ...
began to study software reliability while she was working at the US SAGE air defense system. In 1965, she was responsible for programming the software for the onboard flight software on the Apollo mission computers. After Hamilton had completed the program, the code was sent to
Raytheon Raytheon Technologies Corporation is an American multinational aerospace and defense conglomerate headquartered in Arlington, Virginia. It is one of the largest aerospace and defense manufacturers in the world by revenue and market capitaliz ...
where "expert seamstresses" called the "Little Old Ladies" actually hardwired the code by threading copper wire through magnetic rings. Each system could store more than 12,000 words that were represented by the copper wires. In 1964, the British
Prime Minister A prime minister, premier or chief of cabinet is the head of the cabinet and the leader of the ministers in the executive branch of government, often in a parliamentary or semi-presidential system. Under those systems, a prime minister is ...
Harold Wilson James Harold Wilson, Baron Wilson of Rievaulx, (11 March 1916 – 24 May 1995) was a British politician who served as Prime Minister of the United Kingdom twice, from October 1964 to June 1970, and again from March 1974 to April 1976. He ...
announced a "White-Hot" revolution in technology, that would give greater prominence to IT work. As women still held most computing and programming positions at this time, it was hoped that it would give them more positive career prospects. In 1965,
Sister Mary Kenneth Keller Mary Kenneth Keller, B.V.M. (December 17, 1913 – January 10, 1985) was an American Catholic religious sister, educator and pioneer in computer science. She was the first person to earn a Ph.D. in computer science in the United States. Keller an ...
became the first American woman to earn a doctorate in computer science. Keller helped develop
BASIC BASIC (Beginners' All-purpose Symbolic Instruction Code) is a family of general-purpose, high-level programming languages designed for ease of use. The original version was created by John G. Kemeny and Thomas E. Kurtz at Dartmouth College ...
while working as a graduate student at
Dartmouth Dartmouth may refer to: Places * Dartmouth, Devon, England ** Dartmouth Harbour * Dartmouth, Massachusetts, United States * Dartmouth, Nova Scotia, Canada * Dartmouth, Victoria, Australia Institutions * Dartmouth College, Ivy League university i ...
, where the university "broke the 'men only' rule" so she could use its computer science center. In 1966, Frances "Fran" Elizabeth Allen who was developing programming language compilers at IBM Research, published a paper entitled "Program Optimization,". It laid the conceptual basis for systematic analysis and transformation of computer programs. This paper introduced the use of graph-theoretic structures to encode program content in order to automatically and efficiently derive relationships and identify opportunities for optimization. Christine Darden began working for NASA's computing pool in 1967 having graduated from the Hampton Institute. Women were involved in the development of Whirlwind, including Judy Clapp. She created the prototype for an air defense system for Whirlwind which used radar input to track planes in the air and could direct aircraft courses. In 1969, Elizabeth "Jake" Feinler, who was working for Stanford, made the first Resource Handbook for
ARPANET The Advanced Research Projects Agency Network (ARPANET) was the first wide-area packet-switched network with distributed control and one of the first networks to implement the TCP/IP protocol suite. Both technologies became the technical foun ...
. This led to the creation of the ARPANET directory, which was built by Feinler with a staff of mostly women. Without the directory, "it was nearly impossible to navigate the ARPANET." By the end of the decade, the general demographics of programmers had shifted away from being predominantly women, as they had before the 1940s. Though women accounted for around 30 to 50 percent of computer programmers during the 1960s, few were promoted to leadership roles and women were paid significantly less than their male counterparts. '' Cosmopolitan'' ran an article in the April 1967 issue about women in programming called "The Computer Girls." Even while magazines such as ''Cosmopolitan'' saw a bright future for women in computers and computer programming in the 1960s, the reality was that women were still being marginalized.


1970s

In the early 1970s, Pam Hardt-English led a group to create a computer network they named Resource One and which was part of a group called Project One. Her idea to connect Bay Area bookstores, libraries and Project One was an early prototype of the
Internet The Internet (or internet) is the global system of interconnected computer networks that uses the Internet protocol suite (TCP/IP) to communicate between networks and devices. It is a ''internetworking, network of networks'' that consists ...
. To work on the project, Hardt-English obtained an expensive SDS-940 computer as a donation from TransAmerica Leasing Corporation in April 1972. They created an electronic library and housed it in a record store called Leopold's in Berkeley. This became the Community Memory database and was maintained by hacker, Jude Milhon. After 1975, the SDS-940 computer was repurposed by Sherry Reson, Mya Shone, Chris Macie and Mary Janowitz to create a social services database and a Social Services Referral Directory. Hard copies of the directory, printed out as a subscription service, were kept at city buildings and libraries. The database was maintained and in use until 2009. In the early 1970s, Elizabeth "Jake" Feinler, who worked on the Resource Directory for ARPANET, and her team created the first WHOIS directory. Feinler set up a server at the Network Information Center (NIC) at Stanford which would work as a directory that could retrieve relevant information about a person or entity. She and her team worked on the creation of domains, with Feinler suggesting that domains be divided by categories based on where the computers were kept. For example, military computers would have the domain of .mil, computers at educational institutions would have .edu. Feinler worked for NIC until 1989. Jean E. Sammet served as the first woman president of the
Association for Computing Machinery The Association for Computing Machinery (ACM) is a US-based international learned society for computing. It was founded in 1947 and is the world's largest scientific and educational computing society. The ACM is a non-profit professional member ...
(ACM), holding the position between 1974 and 1976. Adele Goldberg was one of seven programmers that developed
Smalltalk Smalltalk is an object-oriented, dynamically typed reflective programming language. It was designed and created in part for educational use, specifically for constructionist learning, at the Learning Research Group (LRG) of Xerox PARC by ...
in the 1970s, and wrote the majority of the language's documentation. It was one of the first
object-oriented programming languages Object-oriented programming (OOP) is a programming paradigm based on the concept of " objects", which can contain data and code. The data is in the form of fields (often known as attributes or ''properties''), and the code is in the form of ...
the base of the current graphic user interface, that has its roots in the 1968 The Mother of All Demos by Douglas Engelbart. Smalltalk was used by Apple to launch Apple Lisa in 1983, the first personal computer with a GUI, and a year later its
Macintosh The Mac (known as Macintosh until 1999) is a family of personal computers designed and marketed by Apple Inc. Macs are known for their ease of use and minimalist designs, and are popular among students, creative professionals, and software en ...
. Windows 1.0, based on the same principles, was launched a few months later in 1985. In the late 1970s, women such as Paulson and Sue Finley wrote programs for the Voyager mission. Voyager continues to carry their codes inside its own memory banks as it leaves the
solar system The Solar System Capitalization of the name varies. The International Astronomical Union, the authoritative body regarding astronomical nomenclature, specifies capitalizing the names of all individual astronomical objects but uses mixed "Solar ...
. In 1979, Ruzena Bajcsy founded the General Robotics, Automation, Sensing and Perception (GRASP) Lab at the
University of Pennsylvania The University of Pennsylvania (also known as Penn or UPenn) is a private research university in Philadelphia. It is the fourth-oldest institution of higher education in the United States and is ranked among the highest-regarded universit ...
. In the mid-70s, Joan Margaret Winters began working at IBM as part of a "human factors project," called SHARE. In 1978, Winters was the deputy manager of the project and went on to lead the project between 1983 and 1987. The SHARE group worked on researching how software should be designed to consider human factors. Erna Schneider Hoover developed a computerized switching system for telephone calls that would replace switchboards. Her software patent for the system, issued in 1971, was one of the first software patents ever issued.


1980s

Gwen Bell developed the
Computer Museum A computer museum is devoted to the study of historic computer hardware and software, where a "museum" is a "permanent institution in the service of society and of its development, open to the public, which acquires, conserves, researches, com ...
in 1980. The museum, which collected computer artifacts became a non-profit organization in 1982 and in 1984, Bell moved it to downtown
Boston Boston (), officially the City of Boston, is the capital city, state capital and List of municipalities in Massachusetts, most populous city of the Commonwealth (U.S. state), Commonwealth of Massachusetts, as well as the cultural and financ ...
. Adele Goldberg served as president of ACM between 1984 and 1986. In 1986, Lixia Zhang was the only woman and graduate student to participate in the early Internet Engineering Task Force (IETF) meetings.. Zhang was involved in early Internet development. In 1982, Marsha R. Williams became the first African American woman to earn a Ph.D. in computer science. Sometimes known as the "
Betsy Ross Elizabeth Griscom Ross (née Griscom;Addie Guthrie Weaver, ''"The Story of Our Flag..."'', 2nd Edition, A. G. Weaver, publ., 1898, p. 73 January 1, 1752 – January 30, 1836), also known by her second and third married names, Ashburn an ...
of the personal computer," according to the ''
New York Times ''The New York Times'' (''the Times'', ''NYT'', or the Gray Lady) is a daily newspaper based in New York City with a worldwide readership reported in 2020 to comprise a declining 840,000 paid print subscribers, and a growing 6 million paid ...
'', Susan Kare worked with
Steve Jobs Steven Paul Jobs (February 24, 1955 – October 5, 2011) was an American entrepreneur, industrial designer, media proprietor, and investor. He was the co-founder, chairman, and CEO of Apple; the chairman and majority shareholder of Pixar; ...
to design the original icons for the
Macintosh The Mac (known as Macintosh until 1999) is a family of personal computers designed and marketed by Apple Inc. Macs are known for their ease of use and minimalist designs, and are popular among students, creative professionals, and software en ...
. Kare designed the moving watch, paintbrush and trash can elements that made using a Mac
user-friendly Usability can be described as the capacity of a system to provide a condition for its users to perform the tasks safely, effectively, and efficiently while enjoying the experience. In software engineering, usability is the degree to which a soft ...
. Kare worked for Apple until the mid-1980s, going on to work on icons for Windows 3.0. Other types of computer graphics were being developed by Nadia Magnenat Thalmann in Canada. Thalmann started working on computer animation to develop "realistic virtual actors" first at the
University of Montréal A university () is an institution of higher (or tertiary) education and research which awards academic degrees in several academic disciplines. ''University'' is derived from the Latin phrase ''universitas magistrorum et scholarium'', which rou ...
in 1980 and later in 1988 at the
École Polytechnique Fédérale de Lausanne École may refer to: * an elementary school in the French educational stages normally followed by secondary education establishments (collège and lycée) * École (river), a tributary of the Seine The Seine ( , ) is a river in northern Franc ...
. In the field of
human–computer interaction Human–computer interaction (HCI) is research in the design and the use of computer technology, which focuses on the interfaces between people ( users) and computers. HCI researchers observe the ways humans interact with computers and design ...
(HCI), French computer scientist, Joëlle Coutaz developed the presentation-abstraction-control (PAC) model in 1987. She founded the User Interface group at the Laboratorire de Génie Informatique of IMAG where they worked on different problems relating to user interface and other software tools. As
Ethernet Ethernet () is a family of wired computer networking technologies commonly used in local area networks (LAN), metropolitan area networks (MAN) and wide area networks (WAN). It was commercially introduced in 1980 and first standardized in ...
became the standard for networking computers locally, Radia Perlman, who worked at Digital Equipment Corporation (DEC), was asked to "fix" limitations that Ethernet imposed on large network traffic. In 1985, Perlman came up with a way to route information packets from one computer to another in an "infinitely scalable" way that allowed large networks like the Internet to function. Her solution took less than a few days to design and write up. The name of the algorithm she created is the Spanning Tree Protocol. In 1988,
Stacy Horn Stacy Horn (born June 3, 1956 in Norfolk, Virginia) is an American author, businesswoman and occasional journalist. She grew up on Long Island, New York and received a B.F.A. from Tufts University and the School of the Museum of Fine Arts. She rec ...
, who had been introduced to
bulletin board system A bulletin board system (BBS), also called computer bulletin board service (CBBS), is a computer server running software that allows users to connect to the system using a terminal program. Once logged in, the user can perform functions such ...
s (BBS) through The WELL, decided to create her own online community in New York, which she called the East Coast Hang Out (ECHO). Horn invested her own money and pitched the idea for ECHO to others after bankers refused to hear her business plan. Horn built her BBS using
UNIX Unix (; trademarked as UNIX) is a family of multitasking, multiuser 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 ...
, which she and her friends taught to one another. Eventually ECHO moved an office in Tribeca in the early 1990s and started getting press attention. ECHO's users could post about topics that interested them, and chat with one another, and were provided email accounts. Around half of ECHO's users were women. ECHO was still online as of 2018. Europe was somewhat behind other countries in developing an Internet infrastructure. A project was developed in the mid-1980s to create an academic network in Europe using the Open System Interconnection (OSI) standards.
Borka Jerman Blažič Borka Jerman Blažič (born ) is a Slovenian Internet pioneer, and the President of the Internet Society - Slovenia. She is also a computer networks scientist, founder and first general secretary of the Yugoslavian Network for the Academic and Edu ...
, a
Yugoslavia Yugoslavia (; sh-Latn-Cyrl, separator=" / ", Jugoslavija, Југославија ; sl, Jugoslavija ; mk, Југославија ;; rup, Iugoslavia; hu, Jugoszlávia; rue, label= Pannonian Rusyn, Югославия, translit=Juhoslavij ...
n computer scientist was invited to work on the project. She was involved in establishing a Yugoslav Research and Academic Network (YUNAC) in 1989 and registered the domain of
.yu .yu was the Internet country code top-level domain (ccTLD) that was assigned to SFR Yugoslavia in 1989 and was mainly used by the Federal Republic of Yugoslavia and its successor states after 1994. After Serbia and Montenegro acquired separate ...
for the country. Computer and video games became popular in the 1980s, but many were primarily action-oriented and not designed from a woman's point of view. Stereotypical characters such as the damsel in distress featured prominently and consequently were not inviting towards women. Dona Bailey designed '' Centipede'', where the player shoots insects, as a reaction to such games, later saying "It didn't seem bad to shoot a bug". Carol Shaw, considered to be the first modern female games designer, released a 3D version of tic-tac-toe for the
Atari 2600 The Atari 2600, initially branded as the Atari Video Computer System (Atari VCS) from its release until November 1982, is a home video game console developed and produced by Atari, Inc. Released in September 1977, it popularized microprocess ...
in 1980. Roberta Williams and her husband Ken, founded Sierra Online and pioneered the graphic adventure game format in '' Mystery House'' and the '' King's Quest'' series. The games had a friendly graphical user interface and introduced humor and puzzles. Cited as an important game designer, her influence spread from Sierra to other companies such as
LucasArts Lucasfilm Games (known as LucasArts between 1990 and 2021) is an American video game licensor that is part of Lucasfilm. It was founded in May 1982 by George Lucas as a video game development group alongside his film company; as part of a large ...
and beyond. Brenda Laurel worked on porting games from arcade versions to the Atari 400 and Atari 800 computers in the late 1970s and early 1980s. She then went to work for
Activision Activision Publishing, Inc. is an American video game publisher based in Santa Monica, California. It serves as the publishing business for its parent company, Activision Blizzard, and consists of several subsidiary studios. Activision is one ...
, writing the manual for '' Maniac Mansion''. 1984 was the year of Women Into Science and Engineering (WISE). A 1984 report by Ebury Publishing reported that in a typical family, only 5% of mothers and 19% of daughters were using a computer at home, compared to 25% of fathers and 51% of sons. To counteract this, the company launched a series of software titles designed towards women and publicised in '' Good Housekeeping''. Anita Borg, who had been noticing that women were under-represented in computer science, founded an email support group,
Systers Systers, founded by Anita Borg, is an international electronic mailing list for technical women in computing. The Syster community strives to increase the number of women in computer science and improve work environments for women. The mailing list ...
, in 1987.


1990s

By the 1990s, computing was dominated by men. The proportion of female computer science graduates peaked in 1984 around 37 per cent, and then steadily declined. Although the end of the 20th century saw an increase in women scientists and engineers, this did not hold true for computing, which stagnated. Despite this, they were very involved in working on hypertext and hypermedia projects in the late 1980s and early 1990s. A team of women at Brown University, including Nicole Yankelovich and
Karen Catlin Karen Smith Catlin (born 1963) is an American tech executive and advocate for inclusive workplaces. She most recently served as a vice president in the Office of the CTO at Adobe Systems. She is a frequent speaker at technology events. From 1 ...
, developed Intermedia and invented the anchor link.
Apple An apple is an edible fruit produced by an apple tree (''Malus domestica''). Apple trees are cultivated worldwide and are the most widely grown species in the genus '' Malus''. The tree originated in Central Asia, where its wild ances ...
partially funded their project and incorporated their concepts into Apple
operating system An operating system (OS) is system software that manages computer hardware, software resources, and provides common daemon (computing), services for computer programs. Time-sharing operating systems scheduler (computing), schedule tasks for ef ...
s.
Sun Microsystems Sun Microsystems, Inc. (Sun for short) was an American technology company that sold computers, computer components, software, and information technology services and created the Java programming language, the Solaris operating system, ZFS, ...
Sun Link Service was developed by Amy Pearl.
Janet Walker Janet Walker is a Chartered Arbitrator with offices in Toronto, Canada (Toronto Arbitration Chambers), London, England (Atkin Chambers) and Sydney, Australia (Sydney Arbitration Chambers). She is a Canadian scholar and author in the fields of P ...
developed the first system to use bookmarks when she created the
Symbolics Document Examiner Symbolics Document Examiner is a powerful and early hypertext system developed at Symbolics (a manufacturer of high-end workstations) by Janet Walker in 1985. The Symbolics Document Examiner was first used for a hypertext implementation of the Symbo ...
. In 1989, Wendy Hall created a
hypertext Hypertext is 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 typicall ...
project called Microcosm, which was based on digitized
multimedia Multimedia is a form of communication that uses a combination of different content forms such as text, audio, images, animations, or video into a single interactive presentation, in contrast to tradi ...
material found in the Mountbatten archive. Cathy Marshall worked on the NoteCards system at Xerox PARC. NoteCards went on to influence Apple's HyperCard. As the Internet became the
World Wide Web The World Wide Web (WWW), commonly known as the Web, is an information system enabling documents and other web resources to be accessed over the Internet. Documents and downloadable media are made available to the network through web se ...
, developers like Hall adapted their programs to include Web viewers. Her Microcosm was especially adaptable to new technologies, including animation and 3-D models. In 1994, Hall helped organize the first conference for the Web. Sarah Allen, the co-founder of After Effects, co-founded a commercial software company called CoSA in 1990. In 1995, she started working on the Shockwave team for Macromedia where she was the lead developer of the Shockwave Mulituser Server, the Flash Media Server and Flash video. Following the increased popularity of the Internet in the 1990s, online spaces were set up to cater for women, including the online community
Women's WIRE Women's WIRE (later Women.com) was the first online space and the first Internet company to target women. It was founded in California first as simply WIRE in 1992, an acronym that stood for Women's Information Resource & Exchange, and could be acc ...
and the technical and support forum LinuxChix. Women's WIRE, launched by Nancy Rhine and Ellen Pack in October 1993, was the first Internet company to specifically target this demographic. A conference for women in computer-related jobs, the Grace Hopper Celebration of Women in Computing, was first launched in 1994 by Anita Borg. Game designer Brenda Laurel started working at Interval Research in 1992, and began to think about the differences in the way girls and boys experienced playing video games. After interviewing around 1,000 children and 500 adults, she determined that games weren't designed with girls' interests in mind. The girls she spoke with wanted more games with open worlds and characters they could interact with. Her research led to Interval Research giving Laurel's research team their own company in 1996, Purple Moon. Also in 1996, Mattel's game, ''
Barbie Fashion Designer ''Barbie Fashion Designer'' is a dress-up computer game developed by Digital Domain and published by Mattel Media for Microsoft Windows and Mac OS in 1996. The game allows players to design clothing and style outfits. Players can then print off the ...
'', became the first best-selling game for girls. Purple Moon's first two games based on a character called Rockett, made it to the 100 best-selling games in the years they were released. In 1999, Mattel bought out Purple Moon.
Jaime Levy Jaime Levy is an American author, lecturer, interface designer, and user experience strategist. She first became known for her new media projects in the 1990s. Her best-known projects include the floppy disk distributed with Billy Idol’s a ...
created the one of the first e-Zines in the early 1990s, starting with ''CyberRag'', which included articles, games and animations loaded onto diskettes that anyone with a Mac could access. Later, she renamed the
zine A zine ( ; short for '' magazine'' or '' fanzine'') is a small-circulation self-published work of original or appropriated texts and images, usually reproduced via a copy machine. Zines are the product of either a single person or of a very s ...
to ''Electronic Hollywood.'' Billy Idol commissioned Levy to create a disk for his album, ''
Cyberpunk Cyberpunk is a subgenre of science fiction in a dystopian Futurism, futuristic setting that tends to focus on a "combination of low-life, lowlife and high tech", featuring futuristic technological and scientific achievements, such as artificial in ...
''. She was hired to be the creative director of the online magazine, ''
Word A word is a basic element of language that carries an objective or practical meaning, can be used on its own, and is uninterruptible. Despite the fact that language speakers often have an intuitive grasp of what a word is, there is no consen ...
'', in 1995. Cyberfeminists, VNS Matrix, made up of
Josephine Starrs Josephine Starrs (born 1955) is an Australian artist who creates socially engaged art focusing on human relationships to new technologies, nature and climate change. Her video and new media work has been exhibited in Australia and at internation ...
, Juliane Pierce, Francesca da Rimini and
Virginia Barratt Virginia Barratt (born 1959) is an Australian researcher, artist, writer and performer. She is currently writing a PhD at Western Sydney University in the Writing and Society Centre. Barratt's doctoral research focuses on panic, affect and deter ...
, created art in the early 1990s linking computer technology and women's bodies. In 1997, there was a gathering of cyberfeminists in Kassel, called the First Cyberfeminist International. In China, Hu Qiheng, was the leader of the team who installed the first TCP/IP connection for China, connecting to the Internet on April 20, 1994. In 1995, Rosemary Candlin went to write software for CERN in
Geneva Geneva ( ; french: Genève ) frp, Genèva ; german: link=no, Genf ; it, Ginevra ; rm, Genevra is the second-most populous city in Switzerland (after Zürich) and the most populous city of Romandy, the French-speaking part of Switzerland. Situ ...
. In the early 1990s,
Nancy Hafkin Nancy Jane Hafkin is a pioneer of networking and development information and electronic communications in Africa, spurring the Pan African Development Information System (PADIS) of the United Nations Economic Commission for Africa (UNECA) from 1 ...
was an important figure in working with the Association for Progressive Communications (APC) in enabling email connections in 10 African countries. Starting in 1999,
Anne-Marie Eklund Löwinder Monika Ann-Mari (''Anne-Marie'') Eklund Löwinder (''Amel''), born 26 September 1957 in Stockholm, is a Swedish Internet expert. Biography She is the Chief Information Security Officer at IIS, The Internet Foundation in Sweden. She also serves on ...
began to work with
Domain Name System Security Extensions The Domain Name System Security Extensions (DNSSEC) are a suite of extension specifications by the Internet Engineering Task Force (IETF) for securing data exchanged in the Domain Name System (DNS) in Internet Protocol (IP) networks. The protoc ...
(DNSSEC) in Sweden. She later made sure that the domain,
.se .se, formerly branded as .SE, is the Internet country code top-level domain ( ccTLD) for Sweden Sweden, formally the Kingdom of Sweden,The United Nations Group of Experts on Geographical Names states that the country's formal name is ...
, was the world's first top level domain name to be signed with DNSSEC. In the late 1990s, research by Jane Margolis led Carnegie Mellon to try to correct the male-female imbalance in computer science. From the late 1980s until the mid-1990s, Misha Mahowald developed several key foundations of the field of Neuromorphic engineering, while working at the
California Institute of Technology The California Institute of Technology (branded as Caltech or CIT)The university itself only spells its short form as "Caltech"; the institution considers other spellings such a"Cal Tech" and "CalTech" incorrect. The institute is also occasional ...
and later at the
ETH Zurich (colloquially) , former_name = eidgenössische polytechnische Schule , image = ETHZ.JPG , image_size = , established = , type = Public , budget = CHF 1.896 billion (2021) , rector = Günther Dissertori , president = Joël Mesot , a ...
. More than 20 years after her untimely death, the Misha Mahowald Prize was named after her to recognize excellence in the field which she helped to create.


2000s

In the 21st century, several attempts have been made to reduce the gender disparity in IT and get more women involved in computing again. A 2001 survey found that while both sexes use computers and the internet in equal measure, women were still five times less likely to choose it as a career or study the subject beyond standard secondary education. Journalist
Emily Chang Emily Chang may refer to: * Emily Chang (actress) (born 1980), American actress * Emily Chang (journalist) Emily Hsiu-Ching Chang (; born August 11, 1980) is an American journalist, executive producer, and author. Chang was the anchor and execut ...
said a key problem has been personality tests in job interviews and the belief that good programmers are introverts, which tends to self-select the stereotype of an asocial white male nerd. In 2004, the National Center for Women & Information Technology was established by Lucy Sanders to address the gender gap. Carnegie Mellon University has made a concerted attempt to increase gender diversity in the computer science field, by selecting students based on a wide criteria including leadership ability, a sense of "giving back to the community" and high attainment in maths and science, instead of traditional computer programming expertise. As well as increase the intake of women into CMU, the programme produced better quality students because of the increased diversity making a stronger team.


2010s

Despite the pioneering work of some designers, video games are still considered biased towards men. A 2013 survey by the International Game Developers Association revealed only 22% of game designers are women, although this is substantially higher than figures in previous decades. Working to bring inclusion to the world of open source project development, Coraline Ada Ehmke drafted the Contributor Covenant in 2014. By 2018, over 40,000 software projects have started using the Contributor Covenant, including TensorFlow, Vue and
Linux Linux ( or ) is a family of open-source Unix-like operating systems based on the Linux kernel, an operating system kernel first released on September 17, 1991, by Linus Torvalds. Linux is typically packaged as a Linux distribution, which i ...
. In 2014, Danielle George, professor at the
School of Electrical and Electronic Engineering, University of Manchester The Department of Electrical and Electronic Engineering (EEE) at the University of Manchester was formed at the merger of the Victoria University of Manchester and UMIST in 2005, formed largely from the former UMIST department of the same name. The ...
spoke at the Royal Institution Christmas Lectures on the subject of "how to hack your home", describing simple experiments involving computer hardware and demonstrating a giant game of Tetris by remote controlling lights in an office building. In 2017, Michelle Simmons founded the first
quantum computing Quantum computing is a type of computation whose operations can harness the phenomena of quantum mechanics, such as superposition, interference, and entanglement. Devices that perform quantum computations are known as quantum computers. Thou ...
company in Australia. The team, which has made "great strides" in 2018, plans to develop a 10- qubit prototype silicon quantum integrated circuit by 2022. In the same year,
Doina Precup Doina Precup is a Romanian researcher currently living in Montreal, Canada. She specializes in artificial intelligence (AI). Precup is associate dean of research at the faculty of science at McGill University, Canada research chair in machine lea ...
became the head of
DeepMind DeepMind Technologies is a British artificial intelligence subsidiary of Alphabet Inc. and research laboratory founded in 2010. DeepMind was acquired by Google in 2014 and became a wholly owned subsidiary of Alphabet Inc, after Google's restru ...
Montreal, working on
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machine A machine is a physical system using Power (physics), power to apply Force, forces and control Motion, moveme ...
.
Xaviera Kowo The given name Xaviera (, , , ; french: Xavière ; es, Javiera ; eu, Xabiera )"Xaviera"
''Behind the Name.com. is a fe ...
is a programmer from Cameroon, who won the Margaret award, for programming a robot which processes waste in 2022.


Gender gap in computing

While computing began as a field heavily dominated by women, this changed in western countries shortly after World War II. In the US, recognising software development was a significant expense, companies wanted to hire an "ideal programmer". Psychologists William Cannon and Dallis Perry were hired to develop an aptitude test for programmers, and from an industry that was more than 50% women they selected 1400 people, 1200 of whom were male. This paper was highly influential and claimed to have "trained the industry" in hiring programmers, with a heavy focus on introverts and men. In Britain, following the war, women programmers were selected for redundancy and forced retirement, leading to the country losing its position as computer science leader by 1974. Popular theories are favoured about the lack of women in computer science, which discount historical and social circumstances. In 1992, John Gray's '' Men Are from Mars, Women Are from Venus'' theorised that men and women tend to differ in ways of thinking, leading to them approaching technology and computing in different ways. A significant issue is that women find themselves working in an environment that is largely unpleasant, so they decline to continue in those careers. A further issue is that if a class of computer scientists contains few women, those few can be singled out, leading to isolation and feelings of non-belonging, which can culminate in leaving the area. The gender disparity in IT is not global. The ratio of female to male computer scientists is significantly higher in India compared to the West, and in 2015, over half of internet entrepreneurs in China were women. In Europe, Bulgaria and Romania have the highest rates of women going into computer programming. In government universities in Saudi Arabia in 2014, Arab women made up 59% of students enrolled in computer science. It has been suggested there is a greater gap in countries where people of both sexes are treated more equally, contradicting any theories that society in general is to blame for any disparity. However, the ratio of African American female computer scientists in the US is significantly lower than the global average. In IT-based organisations, the ratio of men to women can vary between roles; for example, while most software developers at InfoWatch are male, half of usability designers and 80% of project managers are female. In 1991,
Massachusetts Institute of Technology The Massachusetts Institute of Technology (MIT) is a Private university, private Land-grant university, land-grant research university in Cambridge, Massachusetts. Established in 1861, MIT has played a key role in the development of modern t ...
undergraduate Ellen Spertus wrote an essay "Why Are There So Few Women in Computer Science?", examining inherent sexism in IT, which was responsible for a lack of women in computing. She subsequently taught computer science at Mills College, Oakland in order to increase interest in IT for women. A key problem is a lack of female role models in the IT industry, alongside computer programmers in fiction and the media generally being male. The
University of Southampton , mottoeng = The Heights Yield to Endeavour , type = Public research university , established = 1862 – Hartley Institution1902 – Hartley University College1913 – Southampton University Coll ...
's Wendy Hall has said the attractiveness of computers to women decreased significantly in the 1980s when they "were sold as toys for boys", and believes the cultural stigma has remained ever since, and may even be getting worse. Kathleen Lehman, project manager of the BRAID Initiative at
UCLA The University of California, Los Angeles (UCLA) is a public university, public Land-grant university, land-grant research university in Los Angeles, California. UCLA's academic roots were established in 1881 as a Normal school, teachers colle ...
has said a problem is that typically women aim for perfection and feel disillusioned when code does not compile, whereas men may simply treat it as a learning experience. A report in the '' Daily Telegraph'' suggested that women generally prefer people-facing jobs, which many computing and IT positions do not have, while men prefer jobs geared towards objects and tasks. One issue is that the history of computing has focused on the hardware, which was a male dominated field, despite software being written predominantly by women in the early to mid 20th century. In 2013, a
National Public Radio National Public Radio (NPR, stylized in all lowercase) is an American privately and state funded nonprofit media organization headquartered in Washington, D.C., with its NPR West headquarters in Culver City, California. It differs from othe ...
report said 20% of computer programmers in the US are female. There is no general consensus for any key reason there are less women in computing. In 2017, an engineer was fired from
Google Google LLC () is an American Multinational corporation, multinational technology company focusing on Search Engine, search engine technology, online advertising, cloud computing, software, computer software, quantum computing, e-commerce, ar ...
after claiming there was a biological reason for a lack of female computer scientists. Dame Stephanie Shirley using the name
Steve Shirley Dame Vera Stephanie "Steve" Shirley (previously Brook, née Buchthal; born 16 September 1933) is an information technology pioneer, businesswoman and philanthropist (naturalised British in 1951). Early life Shirley was born as Vera Buch ...
addressed some of the problems facing women in computing in the UK by setting up the software company Freelance Programmers (later F.I, then Xansa now Steria Sopra) offering the chance for women to work from home and part-time work


Awards

The
Association for Computing Machinery The Association for Computing Machinery (ACM) is a US-based international learned society for computing. It was founded in 1947 and is the world's largest scientific and educational computing society. The ACM is a non-profit professional member ...
Turing Award The ACM A. M. Turing Award is an annual prize given by the Association for Computing Machinery (ACM) for contributions of lasting and major technical importance to computer science. It is generally recognized as the highest distinction in compu ...
, sometimes referred to as the "Nobel Prize" of computing, was named in honor of Alan Turing. This award has been won by three women between 1966 and 2015. * 2006 – Frances "Fran" Elizabeth Allen * 2008 – Barbara Liskov * 2012 –
Shafi Goldwasser en, Shafrira Goldwasser , name = Shafi Goldwasser , image = Shafi Goldwasser.JPG , caption = Shafi Goldwasser in 2010 , birth_place = New York City, New York, U.S. , birth_date = , death_dat ...
The British Computer Society Information Retrieval Specialist Group (BCS IRSG) in conjunction with the British Computer Society created an award in 2008 to commemorate the achievements of Karen Spärck Jones, a Professor Emerita of Computers and Information at the
University of Cambridge , mottoeng = Literal: From here, light and sacred draughts. Non literal: From this place, we gain enlightenment and precious knowledge. , established = , other_name = The Chancellor, Masters and Schola ...
and one of the most remarkable women in computer science. The KSJ award has been won by four women between 2009 and 2017: *2009 – Mirella Lapata *2012 – Diane Kelly (computer scientist), Diane Kelly *2015 – Emine Yilmaz *2016 – Jaime Teevan


Organizations

Several important groups have been established to encourage women in the IT industry. The Association for Women in Computing was one of the first and is dedicated to promoting the advancement of women in computing professions. The CRA-W: Committee on the Status of Women in Computing Research established in 1991 focused on increasing the number of women in Computer Science and Engineering (CSE) research and education at all levels. AnitaB.org runs the Grace Hopper Celebration of Women in Computing yearly conference. The National Center for Women & Information Technology is a nonprofit that aims to increase the number of women in technology and computing. The Women in Technology International (WITI) is a global organization dedicated to the advancement of women in business and technology. The Arab Women in Computing has many chapters across the world and focuses on encouraging women to work with technology and provides networking opportunities between industry experts and academicians and university students. Some major societies and groups have offshoots dedicated to women. The ACM-W, Association for Computing Machinery's Council on Women in Computing (ACM-W) has over 36,000 members. BCSWomen is a women-only specialist group of the British Computer Society, founded in 2001. In Ireland, the charity Teen Turn run after school training and work placements for girls, and Women in Technology and Science (WITS) advocate for the inclusion and promotion of women within STEM industries. The Women's Technology Empowerment Centre (W.TEC) is a non-profit organisation focused on providing technology education and mentoring to Nigerian women and girls. Black Girls Code is a non-profit focused on providing technology education to young African-American women. Other organisations dedicated to women in IT include Girl Develop It, a nonprofit organization that provides affordable programs for adult women interested in learning web and software development in a judgment-free environment, Girl Geek Dinners, an International group for women of all ages, Girls Who Code: a national non-profit organization dedicated to closing the gender gap in technology, LinuxChix, a women-oriented community in the Open-source software, open source movement and
Systers Systers, founded by Anita Borg, is an international electronic mailing list for technical women in computing. The Syster community strives to increase the number of women in computer science and improve work environments for women. The mailing list ...
, a moderated listserv dedicated to mentoring women in the IT industry.


See also

* African-American women in computer science * * List of female mathematicians * List of female scientists * List of organizations for women in science * List of prizes, medals, and awards for women in science * List of women in the video game industry * Timeline of women in computing * Women and video games * Women in computing in Canada * Women in engineering * Women in science * Women in the workforce * Women in venture capital


References

Citations Sources * * * * * * * * * * * * * * * * * * * * *


Further reading

* * * * * * * Priyamvada Natarajan, Natarajan, Priyamvada, "Calculating Women" (review of Margot Lee Shetterly, ''Hidden Figures: The American Dream and the Untold Story of the Black Women Mathematicians Who Helped Win the Space Race'', William Morrow; Dava Sobel, ''The Glass Universe: How the Ladies of the Harvard Observatory Took the Measure of the Stars'', Viking; and Nathalia Holt, ''Rise of the Rocket Girls: The Women Who Propelled Us, from Missiles to the Moon to Mars'', Little, Brown), ''The New York Review of Books'', vol. LXIV, no. 9 (May 25, 2017), pp. 38–39. * *


External links


Carnegie Mellon Project on Gender and Computer Science

National Center for Women & Information Technology
US
Equate Scotland

Institute for Women in Trades, Technology and Science

MNT – Mulheres na Tecnologia
Brazil
Resources related to Women in Computing
US
Society for Canadian Women in Science and Technology

Women in Science, Engineering, and Technology
UK
Women's Engineering Society
UK
When Women Stopped Coding
{{DEFAULTSORT:Women In Computing Women in computing, History of computer science