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The presence of women in science spans the earliest times of the history of science wherein they have made significant contributions. Historians with an interest in gender
 and science have researched the scientific endeavors and 
accomplishments of women, the barriers they have faced, and the 
strategies implemented to have their work peer-reviewed and accepted in major scientific journals and other publications. The historical, critical, and sociological study of these issues has become an academic discipline in its own right. 
The involvement of women in the field of medicine occurred in several early civilizations, and the study of natural philosophy in ancient Greece was open to women. Women contributed to the proto-science of alchemy in the first or second centuries AD. During the Middle Ages, religious convents
 were an important place of education for women, and some of these 
communities provided opportunities for women to contribute to scholarly 
research. The 11th century saw the emergence of the first universities; women were, for the most part, excluded from university education. Outside academia, botany was the science that benefitted most from contributions of women in early modern times. The attitude toward educating women in medical fields appears to have been more liberal in Italy
 than in other places. The first known woman to earn a university chair 
in a scientific field of studies was eighteenth-century Italian 
scientist Laura Bassi.
Gender roles were largely deterministic in the eighteenth century and women made substantial advances in science.
 During the nineteenth century, women were excluded from most formal 
scientific education, but they began to be admitted into learned 
societies during this period. In the later nineteenth century, the rise 
of the women's college provided jobs for women scientists and opportunities for education.
Marie Curie, a physicist and chemist who conducted pioneering research on radioactive decay, was the first woman to receive a Nobel Prize in Physics and became the first person to receive a second Nobel Prize in Chemistry.
 Forty women have been awarded the Nobel Prize between 1901 and 2010. 
Seventeen women have been awarded the Nobel Prize in physics, chemistry,
 physiology or medicine.
History
Cross-cultural perspectives
In
 the 1970s and 1980s, many books and articles about women scientists 
were appearing; virtually all of the published sources ignored women of color and women outside of Europe and North America. The formation of the Kovalevskaia Fund in 1985 and the Organization for Women in Science for the Developing World
 in 1993 gave more visibility to previously marginalized women 
scientists, but even today there is a dearth of information about 
current and historical women in science in developing countries. 
According to academic Ann Hibner Koblitz:
Most work on women scientists has focused on the personalities and scientific subcultures of Western Europe and North America, and historians of women in science have implicitly or explicitly assumed that the observations made for those regions will hold true for the rest of the world.
Koblitz has said that these generalizations about women in science often do not hold up cross-culturally:  
A scientific or technical field that might be considered 'unwomanly' in one country in a given period may enjoy the participation of many women in a different historical period or in another country. An example is engineering, which in many countries is considered the exclusive domain of men, especially in usually prestigious subfields such as electrical or mechanical engineering. There are exceptions to this, however. In the former Soviet Union all subspecialties of engineering had high percentages of women, and at the Universidad Nacional de Ingeniería of Nicaragua, women made up 70% of engineering students in 1990.
Ancient history
The involvement of women in the field of medicine has been recorded in several early civilizations. An ancient Egyptian physician, Merit-Ptah (c. 2700 BC), described in an inscription as "chief physician", is the earliest known female scientist named in the history of science. Agamede was cited by Homer as a healer in ancient Greece before the Trojan War (c. 1194–1184 BC). Agnodice was the first female physician to practice legally in fourth century BC Athens.
The study of natural philosophy in ancient Greece was open to women. Recorded examples include Aglaonike, who predicted eclipses; and Theano, mathematician and physician, who was a pupil (possibly also wife) of Pythagoras, and one of a school in Crotone founded by Pythagoras, which included many other women. A passage in Pollux speaks about those who invented the process of coining money mentioning Pheidon and Demodike from Cyme, wife of the Phrygian king, Midas, and daughter of King Agamemnon of Cyme. A daughter of a certain Agamemnon, king of Aeolian Cyme, married a Phrygian king called Midas. This link may have facilitated the Greeks "borrowing" their alphabet from the Phrygians because the Phrygian letter shapes are closest to the inscriptions from Aeolis.
During the period of the Babylonian civilization, around 1200 B.C., two perfumeresses named Tapputi-Belatekallim
 and -ninu (first half of her name unknown) were able to obtain the 
essences from plants by using extraction and distillation procedures. During the Egyptian dynasty, women were involved in applied chemistry, such as the making of beer and the preparation of medicinal compounds.  Women have been recorded to have made major contributions to alchemy. Many of which lived in Alexandria around the 1st or 2nd centuries AD, where the gnostic tradition led to female contributions being valued. The most famous of the women alchemist, Mary the Jewess, is credited with inventing several chemical instruments, including the double boiler (bain-marie); the improvement or creation of distillation equipment of that time. Such distillation equipment were called kerotakis (simple still) and the tribikos (a complex distillation device).
Hypatia of Alexandria (c. 350–415 AD), daughter of Theon of Alexandria, was a teacher at the Neoplatonic School in Alexandria teaching astronomy, philosophy, and mathematics. She is recognized to be the first known female mathematician in history through her contributions to mathematics. Hypatia is credited with writing three major treatises on geometry, algebra and astronomy; as well as the invention of a hydrometer, an astrolabe, and an instrument for distilling water. There is even evidence that Hypatia gave public lectures and may have held some sort of public office in Alexandria. She died in 415 AD at the hands of Christian Zealots, known as Parabalani, who stripped her, dismembered her, and the pieces of her body burned. Some scholars say her death marked the end of women in science for hundreds of years.
Medieval Europe
Hildegard of Bingen
The early parts of the European Middle Ages, also known as the Dark Ages, were marked by the decline of the Roman Empire. The Latin West
 was left with great difficulties that affected the continent's 
intellectual production dramatically. Although nature was still seen as a
 system that could be comprehended in the light of reason, there was 
little innovative scientific inquiry.
 The Arabic world deserves credit for preserving scientific 
advancements. Arabic scholars produced original scholarly work and 
generated copies of manuscripts from Classical periods.
 During this period, Christianity underwent a period of resurgence, and 
Western civilization was bolstered as a result. This phenomenon was, in 
part, due to monasteries and nunneries that nurtured the skills of 
reading and writing, and the monks and nuns who collected and copied 
important writings produced by scholars of the past.
Female physician caring for a patient
As it mentioned before, convents
 were an important place of education for women during this period, for 
the monasteries and nunneries encourage the skills of reading and 
writing, and some of these communities provided opportunities for women 
to contribute to scholarly research. An example is the German abbess Hildegard of Bingen
 (1098–1179 A.D), a famous philosopher and botanists, known for her 
prolific writings include treatments of various scientific subjects, 
including medicine, botany and natural history (c.1151–58). Another famous German abbess was Hroswitha of Gandersheim (935–1000 A.D.)
 that also helped encourage women to be intellectual. However, with the 
growth in number and power of nunneries, the all-male clerical hierarchy
 was not welcomed toward it, and thus it stirred up conflict by having 
backlash against women's advancement. That impacted many religious 
orders closed on women and disbanded their nunneries, and overall 
excluding women from the ability to learn to read and write. With that, 
the world of science became closed off to women, limiting women's 
influence in science.
Entering the 11th century, the first universities emerged. Women were, for the most part, excluded from university education. However, there were some exceptions. The Italian University of Bologna allowed women to attend lectures from its inception, in 1088.
The attitude to educating women in medical fields in Italy 
appears to have been more liberal than in other places. The physician, Trotula di Ruggiero, is supposed to have held a chair at the Medical School of Salerno in the 11th century, where she taught many noble Italian women, a group sometimes referred to as the "ladies of Salerno". Several influential texts on women's medicine, dealing with obstetrics and gynecology, among other topics, are also often attributed to Trotula.
Dorotea Bucca was another distinguished Italian physician. She held a chair of philosophy and medicine at the University of Bologna for over forty years from 1390. Other Italian women whose contributions in medicine have been recorded include Abella, Jacobina Félicie, Alessandra Giliani, Rebecca de Guarna, Margarita, Mercuriade (fourteenth century), Constance Calenda, Calrice di Durisio (15th century), Constanza, Maria Incarnata and Thomasia de Mattio.[27][30]
Despite the success of some women, cultural biases affecting 
their education and participation in science were prominent in the 
Middle Ages. For example, Saint Thomas Aquinas, a Christian scholar, wrote, referring to women, "She is mentally incapable of holding a position of authority."[1]
Scientific Revolutions of 1600s and 1700s
Margaret Cavendish,
 a seventeenth-century aristocrat, took part in some of the most 
important scientific debates of that time. She was, however, not 
inducted into the English Royal Society, although she was once allowed to attend a meeting. She wrote a number of works on scientific matters, including Observations upon Experimental Philosophy (1666) and Grounds of Natural Philosophy.
 In these works she was especially critical of the growing belief that 
humans, through science, were the masters of nature. The 1666 work 
attempted to heighten female interest in science. The observations 
provided a critique of the experimental science of Bacon and criticized 
microscopes as imperfect machines.[31]
In Germany, the tradition of female participation in craft 
production enabled some women to become involved in observational 
science, especially astronomy. Between 1650 and 1710, women were 14% of German astronomers.[32] The most famous female astronomer in Germany was Maria Winkelmann.
 She was educated by her father and uncle and received training in 
astronomy from a nearby self-taught astronomer. Her chance to be a 
practising astronomer came when she married Gottfried Kirch, Prussia's foremost astronomer. She became his assistant at the astronomical observatory operated in Berlin by the Academy of Science.
 She made original contributions, including the discovery of a comet. 
When her husband died, Winkelmann applied for a position as assistant 
astronomer at the Berlin Academy – for which she had experience. As a 
woman – with no university degree – she was denied the post. Members of 
the Berlin Academy feared that they would establish a bad example by hiring a woman. "Mouths would gape", they said.[33]
Winkelmann's problems with the Berlin Academy reflect the 
obstacles women faced in being accepted in scientific work, which was 
considered to be chiefly for men. No woman was invited to either the Royal Society of London nor the French Academy of Sciences
 until the twentieth century. Most people in the seventeenth century 
viewed a life devoted to any kind of scholarship as being at odds with 
the domestic duties women were expected to perform.
A founder of modern botany and zoology, the German Maria Sibylla Merian (1647–1717), spent her life investigating nature. When she was thirteen, Sibylla began growing caterpillars and studying their metamorphosis into butterflies. She kept a "Study Book" which recorded her investigations into natural philosophy. In her first publication, The New Book of Flowers, she used imagery to catalog the lives of plants and insects. After her husband died, and her brief stint of living in Siewert, she and her daughter journeyed to Paramaribo for two years to observe insects, birds, reptiles, and amphibians.[34] She returned to Amsterdam and published The Metamorphosis of the Insects of Suriname, which "revealed to Europeans for the first time the astonishing diversity of the rain forest."[35][36] She was a botanist and entomologist
 who was known for her artistic illustrations of plants and insects. 
Uncommon for that era, she traveled to South America and Surinam, where,
 assisted by her daughters, she illustrated the plant and animal life of
 those regions.[37]
Overall, the Scientific Revolution
 did little to change people's ideas about the nature of women – more 
specifically – their capacity to contribute to science just as men do. 
According to Jackson Spielvogel,
 'Male scientists used the new science to spread the view that women 
were by nature inferior and subordinate to men and suited to play a 
domestic role as nurturing mothers. The widespread distribution of books
 ensured the continuation of these ideas'.[38]
Eighteenth century
Laura Bassi, the first woman to earn a professorship in physics at a university in Europe
Although women excelled in many scientific areas during the 
eighteenth century, they were discouraged from learning about plant 
reproduction. Carl Linnaeus'
 system of plant classification based on sexual characteristics drew 
attention to botanical licentiousness, and people feared that women 
would learn immoral lessons from nature's example. Women were often 
depicted as both innately emotional and incapable of objective 
reasoning, or as natural mothers reproducing a natural, moral society.[39]
The eighteenth century was characterized by three divergent views
 towards woman: that women were mentally and socially inferior to men, 
that they were equal but different, and that women were potentially 
equal in both mental ability and contribution to society.[40] While individuals such as Jean-Jacques Rousseau
 believed women's roles were confined to motherhood and service to their
 male partners, the Enlightenment was a period in which women 
experienced expanded roles in the sciences.[41]
The rise of salon culture in Europe brought philosophers and 
their conversation to an intimate setting where men and women met to 
discuss contemporary political, social, and scientific topics.[42]
 While Jean-Jacques Rousseau attacked women-dominated salons as 
producing ‘effeminate men’ that stifled serious discourse, salons were 
characterized in this era by the mixing of the sexes.[43]
Lady Mary Wortley Montagu defied convention by introducing smallpox inoculation through variolation to Western medicine after witnessing it during her travels in the Ottoman Empire.[44][45] In 1718 Wortley Montague had her son inoculated[45] and when in 1721 a smallpox epidemic struck England, she had her daughter inoculated.[46] This was the first such operation done in Britain.[45] She persuaded Caroline of Ansbach to test the treatment on prisoners.[46] Princess Caroline subsequently inoculated her two daughters in 1722.[45] Under a pseudonym, Wortley Montague published an article describing and advocating in favor of inoculation in September 1722.[47]
After publicly defending forty nine theses[48] in the Palazzo Pubblico, Laura Bassi was awarded a doctorate of Philosophy in 1732 at the University of Bologna.[49] Thus, Bassi became the second woman in the world to earn a philosophy doctorate after Elena Cornaro Piscopia in 1678, 54 years prior. She subsequently defended twelve additional theses at the Archiginnasio, the main building of the University of Bologna which allowed her to petition for a teaching position at the university.[49]
 In 1732 the university granted Bassi's professorship in philosophy, 
making her a member of the Academy of the Sciences and the first woman 
to earn a professorship in physics at a university in Europe[49]
 But the university held the value that women were to lead a private 
life and from 1746 to 1777 she gave only one formal dissertation per 
year ranging in topic from the problem of gravity to electricity.[48]
 Because she could not lecture publicly at the university regularly, she
 began conducting private lessons and experiments from home in the year 
of 1749.[48]
 However, due to her increase in responsibilities and public appearances
 on behalf of the university, Bassi was able to petition for regular pay
 increases, which in turn was used to pay for her advanced equipment. 
Bassi earned the highest salary paid by the University of Bologna of 
1,200 lire.[50]
 In 1776, at the age of 65, she was appointed to the chair in 
experimental physics by the Bologna Institute of Sciences with her 
husband as a teaching assistant.[48]
According to Britannica, Maria Gaetana Agnesi is "considered to be the first woman in the Western world to have achieved a reputation in mathematics."[51] She is credited as the first woman to write a mathematics handbook, the Instituzioni analitiche ad uso della gioventù italiana,
 (Analytical Institutions for the Use of Italian Youth). Published in 
1748 it "was regarded as the best introduction extant to the works of Euler."[52][53]
 The goal of this work was, according to Agnesi herself, to give a 
systematic illustration of the different results and theorems of infinitesimal calculus.[54]
 In 1750 she became the second woman to be granted a professorship at a 
European university. Also appointed to the University of Bologna she 
never taught there.[52][55]
The German Dorothea Erxleben was instructed in medicine by her father from an early age[56] and Bassi's university professorship inspired Erxleben to fight for her right to practise medicine. In 1742 she published a tract arguing that women should be allowed to attend university.[57] After being admitted to study by a dispensation of Frederick the Great,[56] Erxleben received her M.D. from the University of Halle in 1754.[57] She went on to analyse the obstacles preventing women from studying, among them housekeeping and children.[56] She became the first female medical doctor in Germany.[58]
Émilie du Châtelet in her writings criticizes John Locke's philosophy and emphasizes the necessity of the verification of knowledge.
In 1741–42 Charlotta Frölich became the first woman to be published by the Royal Swedish Academy of Sciences with three books in agricultural science. In 1748 Eva Ekeblad became the first woman inducted into that academy.[59] In 1746 Ekeblad had written to the academy about her discoveries of how to make flour and alcohol out of potatoes.[60][61]
 Potatoes had been introduced into Sweden in 1658 but had been 
cultivated only in the greenhouses of the aristocracy. Ekeblad's work 
turned potatoes into a staple food in Sweden, and increased the supply 
of wheat, rye and barley
 available for making bread, since potatoes could be used instead to 
make alcohol. This greatly improved the country's eating habits and 
reduced the frequency of famines.[61] Ekeblad also discovered a method of bleaching cotton textile and yarn with soap in 1751,[60] and of replacing the dangerous ingredients in cosmetics of the time by using potato flour in 1752.[61]
Émilie du Châtelet, a close friend of Voltaire, was the first scientist to appreciate the significance of kinetic energy, as opposed to momentum. She repeated and described the importance of an experiment originally devised by Willem 's Gravesande
 showing the impact of falling objects is proportional not to their 
velocity, but to the velocity squared. This understanding is considered 
to have made a profound contribution to Newtonian mechanics.[62] In 1749 she completed the French translation of Newton's Philosophiae Naturalis Principia Mathematica (the Principia), including her derivation of the notion of conservation of energy from its principles of mechanics. Published ten years after her death, her translation and commentary of the Principia contributed to the completion of the scientific revolution in France and to its acceptance in Europe.[63]
Marie-Anne Pierrette Paulze and her husband Antoine Lavoisier rebuilt the field of chemistry, which had its roots in alchemy and at the time was a convoluted science dominated by George Stahl’s theory of phlogiston.
 Paulze accompanied Lavoisier in his lab, making entries into lab 
notebooks and sketching diagrams of his experimental designs. The 
training she had received allowed her to accurately and precisely draw 
experimental apparatuses, which ultimately helped many of Lavoisier's 
contemporaries to understand his methods and results. Paulze translated 
various works about phlogiston into French. One of her most important 
translation was that of Richard Kirwan's Essay on Phlogiston and the Constitution of Acids,
 which she both translated and critiqued, adding footnotes as she went 
along and pointing out errors in the chemistry made throughout the 
paper.[64] Paulze was instrumental in the 1789 publication of Lavoisier's Elementary Treatise on Chemistry,
 which presented a unified view of chemistry as a field. This work 
proved pivotal in the progression of chemistry, as it presented the idea
 of conservation of mass as well as a list of elements and a new system 
for chemical nomenclature. She also kept strict records of the procedures followed, lending validity to the findings Lavoisier published.
Science personified as a woman, illuminating nature with her light. Museum ticket from late eighteenth century
The astronomer Caroline Herschel was born in Hanover but moved to England where she acted as an assistant to her brother, William Herschel.
 Throughout her writings, she repeatedly made it clear that she desired 
to earn an independent wage and be able to support herself. When the 
crown began paying her for her assistance to her brother in 1787, she 
became the first woman to do so at a time when even men rarely received 
wages for scientific enterprises—to receive a salary for services to 
science.[65] During 1786–97 she discovered eight comets, the first on 1 August 1786. She had unquestioned priority as discoverer of five of the comets[65][66] and rediscovered Comet Encke in 1795.[67] Five of her comets were published in Philosophical Transactions,
 a packet of paper bearing the superscription, "This is what I call the 
Bills and Receipts of my Comets" contains some data connected with the 
discovery of each of these objects. William was summoned to Windsor Castle to demonstrate Caroline's comet to the royal family.[68] Caroline Herschel is often credited as the first woman to discover a comet; however, Maria Kirch
 discovered a comet in the early 1700s, but is often overlooked because 
at the time, the discovery was attributed to her husband, Gottfried Kirch.[69]
Early nineteenth century
The Young Botanist, 1835
Science remained a largely amateur profession during the early part 
of the nineteenth century. Botany was considered a popular and 
fashionable activity, and one particularly suitable to women. In the 
later eighteenth and early nineteenth centuries, it was one of the most 
accessible areas of science for women in both England and North America.[70][71][72]
However, as the nineteenth century progressed, botany and other 
sciences became increasingly professionalized, and women were 
increasingly excluded.  Women's contributions were limited by their 
exclusion from most formal scientific education, but began to be 
recognized through their occasional admittance into learned societies 
during this period.[72][70]
Scottish scientist Mary Fairfax Somerville carried out experiments in magnetism, presenting a paper entitled 'The Magnetic Properties of the Violet Rays of the Solar Spectrum' to the Royal Society in 1826, the second woman to do so. She also wrote several mathematical, astronomical, physical and geographical texts, and was a strong advocate for women's education. In 1835, she and Caroline Herschel were the first two women elected as Honorary Members of the Royal Astronomical Society.[73]
English mathematician Ada, Lady Lovelace, a pupil of Somerville, corresponded with Charles Babbage about applications for his analytical engine. In her notes (1842–3) appended to her translation of Luigi Menabrea's
 article on the engine, she foresaw wide applications for it as a 
general-purpose computer, including composing music. She has been 
credited as writing the first computer program, though this has been 
disputed.[74]
In Germany, institutes for "higher" education of women (Höhere Mädchenschule, in some regions called Lyzeum) were founded at the beginning of the century.[75] The Deaconess Institute at Kaiserswerth was established in 1836 to instruct women in nursing. Elizabeth Fry visited the institute in 1840 and was inspired to found the London Institute of Nursing, and Florence Nightingale studied there in 1851.[76]
In the US, Maria Mitchell made her name by discovering a comet in 1847, but also contributed calculations to the Nautical Almanac produced by the United States Naval Observatory. She became the first woman member of the American Academy of Arts and Sciences in 1848 and of the American Association for the Advancement of Science in 1850.
Other notable female scientists during this period include:[13]
- in Britain, Mary Anning (paleontologist), Anna Atkins (botanist), Janet Taylor (astronomer)
 - in France, Marie-Sophie Germain (mathematician), Jeanne Villepreux-Power (marine biologist)
 
Late 19th century in western Europe
The
 latter part of the 19th century saw a rise in educational opportunities
 for women. Schools aiming to provide education for girls similar to 
that afforded to boys were founded in the UK, including the North London Collegiate School (1850), Cheltenham Ladies' College (1853) and the Girls' Public Day School Trust schools (from 1872). The first UK women's university college, Girton, was founded in 1869, and others soon followed: Newnham (1871) and Somerville (1879).
The Crimean War (1854–6) contributed to establishing nursing as a profession, making Florence Nightingale
 a household name. A public subscription allowed Nightingale to 
establish a school of nursing in London in 1860, and schools following 
her principles were established throughout the UK.[76] Nightingale was also a pioneer in public health as well as a statistician.
James Barry became the first British woman to gain a medical qualification in 1812, passing as a man. Elizabeth Garrett Anderson was the first openly female Briton to qualify medically, in 1865. With Sophia Jex-Blake, American Elizabeth Blackwell and others, Garret Anderson founded the first UK medical school to train women, the London School of Medicine for Women, in 1874.
Annie Scott Dill Maunder
Annie Scott Dill Maunder was a pioneer in astronomical photography, especially of sunspots. A mathematics graduate of Girton College, Cambridge, she was first hired (in 1890) to be an assistant to Edward Walter Maunder, discoverer of the Maunder Minimum, the head of the solar department at Greenwich Observatory. They worked together to observe sunspots
 and to refine the techniques of solar photography. They married in 
1895. Annie's mathematical skills made it possible to analyse the years 
of sunspot data that Maunder had been collecting at Greenwich. She also 
designed a small, portable wide-angle camera with a 1.5-inch-diameter 
(38 mm) lens. In 1898, the Maunders traveled to India, where Annie took 
the first photographs of the sun's corona during a solar eclipse. By 
analysing the Cambridge records for both sunspots and geomagnetic storm,
 they were able to show that specific regions of the sun's surface were 
the source of geomagnetic storms and that the sun did not radiate its 
energy uniformly into space, as William Thomson, 1st Baron Kelvin had declared.[77]
In Prussia
 women could go to university from 1894 and were allowed to receive a 
PhD. In 1908 all remaining restrictions for women were terminated.
Alphonse Rebière published a book in 1897, in France, entitled Les Femmes dans la science (Women in Science) which listed the contributions and publications of women in science.[78]
- in Britain, Hertha Marks Ayrton (mathematician, engineer), Margaret Huggins (astronomer), Beatrix Potter (mycologist)
 - in France, Dorothea Klumpke-Roberts (American-born astronomer)
 - in Germany, Amalie Dietrich (naturalist), Agnes Pockels (physicist)
 - in Russia and Sweden, Sofia Kovalevskaya (mathematician)
 
Late nineteenth-century Russians
In the second half of the 19th century, a large proportion of the most successful women in the STEM fields were Russians.  Although many women received advanced training in medicine in the 1870s,[80]
 in other fields women were barred and had to go to western 
Europe—mainly Switzerland—in order to pursue scientific studies.  In her
 book about these "women of the [eighteen] sixties" (шестидесятницы), as
 they were called, Ann Hibner Koblitz writes:[81]:11
To a large extent, women's higher education in continental Europe was pioneered by this first generation of Russian women. They were the first students in Zürich, Heidelberg, Leipzig, and elsewhere. Theirs were the first doctorates in medicine, chemistry, mathematics, and biology.
Among the successful scientists were Nadezhda Suslova (1843–1918), the first woman in the world to obtain a medical doctorate fully equivalent to men's degrees; Maria Bokova-Sechenova
 (1839–1929), a pioneer of women's medical education who received two 
doctoral degrees, one in medicine in Zürich and one in physiology in 
Vienna; Iulia Lermontova
 (1846–1919), the first woman in the world to receive a doctoral degree 
in chemistry; the marine biologist Sofia Pereiaslavtseva (1849–1903), 
director of the Sevastopol Biological Station and winner of the Kessler 
Prize of the Russian Society of Natural Scientists;  and the 
mathematician Sofia Kovalevskaia
 (1850–1891), the first woman in 19th century Europe to receive a 
doctorate in mathematics and the first to become a university professor 
in any field.[81]
Late nineteenth century in the United States
Influential female scientists born in the 19th century: Ada Lovelace, Marie Curie, Maria Montessori, and Emmy Noether
In the later nineteenth century the rise of the women's college provided jobs for women scientists, and opportunities for education.
Women's colleges produced a disproportionate number of women who went on for PhDs in science. 
Many coeducational
 colleges and universities also opened or started to admit women during 
this period; such institutions included just over 3000 women in 1875, by
 1900 numbered almost 20,000.[79]
An example is Elizabeth Blackwell, who became the first certified female doctor in the US when she graduated from Geneva Medical College in 1849.[82] With her sister, Emily Blackwell, and Marie Zakrzewska, Blackwell founded the New York Infirmary for Women and Children
 in 1857 and the first women's medical college in 1868, providing both 
training and clinical experience for women doctors. She also published 
several books on medical education for women.
In 1876, Elizabeth Bragg became the first woman to graduate with a civil engineering degree in the United States, from the University of California, Berkeley.[83]
Early twentieth century
Europe before World War II
Marie Skłodowska-Curie,
 the first woman to win a Nobel prize in 1903 (physics), went on to 
become a double Nobel prize winner in 1911, both for her work on radiation.
 She was the first person to win two Nobel prizes, a feat accomplished 
by only three others since then. She also was the first woman to teach 
at Sorbonne University in Paris, France.[84]
Alice Perry is understood to be the first woman to graduate with a degree in civil engineering in the then United Kingdom of Great Britain and Ireland, in 1906 at Queen's College, Galway, Ireland.[85]
Lise Meitner
 played a major role in the discovery of nuclear fission. As head of the
 physics section at the Kaiser Wilhelm Institute in Berlin she 
collaborated closely with the head of chemistry Otto Hahn on atomic physics until forced to flee Berlin in 1938. In 1939, in collaboration with her nephew Otto Frisch, Meitner derived the theoretical explanation for an experiment performed by Hahn and Fritz Strassman in Berlin, thereby demonstrating the occurrence of nuclear fission.
 The possibility that Fermi's bombardment of uranium with neutrons in 
1934 had instead produced fission by breaking up the nucleus into 
lighter elements, had actually first been raised in print in 1934, by 
chemist Ida Noddack (co-discover of the element rhenium),
 but this suggestion had been ignored at the time, as no group made a 
concerted effort to find any of these light radioactive fission 
products.
Maria Montessori was the first woman in Southern Europe to qualify as a physician.[86]
 She developed an interest in the diseases of children and believed in 
the necessity of educating those recognized to be ineducable. In the 
case of the latter she argued for the development of training for 
teachers along Froebelian lines and developed the principle that was also to inform her general educational program,
 which is the first the education of the senses, then the education of 
the intellect. Montessori introduced a teaching program that allowed 
defective children to read and write. She sought to teach skills not by 
having children repeatedly try it, but by developing exercises that 
prepare them.[87]
Emmy Noether revolutionized abstract algebra, filled in gaps in relativity, and was responsible for a critical theorem about conserved quantities in physics. One notes that the Erlangen program attempted to identify invariants under a group of transformations. On 16 July 1918, before a scientific organization in Göttingen, Felix Klein read a paper written by Emmy Noether, because she was not allowed to present the paper herself. In particular, in what is referred to in physics as Noether's theorem, this paper identified the conditions under which the Poincaré group of transformations (now called a gauge group) for general relativity defines conservation laws.[88]
 Noether's papers made the requirements for the conservation laws 
precise. Among mathematicians, Noether is best known for her fundamental
 contributions to abstract algebra, where the adjective noetherian is nowadays commonly used on many sorts of objects.
Mary Cartwright was a British mathematician who was the first to analyze a dynamical system with chaos.[89]  Inge Lehmann, a Danish seismologist, first suggested in 1936 that inside the Earth's molten core there may be a solid inner core.[90] Women such as Margaret Fountaine continued to contribute detailed observations and illustrations in botany, entomology, and related observational fields. Joan Beauchamp Procter, an outstanding herpetologist, was the first woman Curator of Reptiles for the Zoological Society of London at London Zoo.
Florence Sabin was an American
 medical scientist. Sabin was the first woman faculty member at Johns 
Hopkins in 1902, and the first woman full-time professor there in 1917.[91] Her scientific and research experience is notable. Sabin published over 100 scientific papers and multiple books.[91]
United States before World War II
Women moved into science in significant numbers by 1900, helped by 
the women's colleges and by opportunities at some of the new 
universities. Margaret Rossiter's books Women Scientists in America: Struggles and Strategies to 1940 and Women Scientists in America: Before Affirmative Action 1940–1972 provide an overview of this period, stressing the opportunities women found in separate women's work in science.[92][93]
In 1892, Ellen Swallow Richards called for the "christening of a new science" – "oekology"
 (ecology) in a Boston lecture. This new science included the study of 
"consumer nutrition" and environmental education. This interdisciplinary
 branch of science was later specialized into what is currently known as
 ecology, while the consumer nutrition focus split off and was 
eventually relabeled as home economics.,[94][95] which provided another avenue for women to study science. Richards helped to form the American Home Economics Association, which published a journal, the Journal of Home Economics,
 and hosted conferences. Home economics departments were formed at many 
colleges, especially at land grant institutions. In her work at MIT, 
Ellen Richards also introduced the first biology course in its history 
as well as the focus area of sanitary engineering.
Women also found opportunities in botany and embryology. In psychology, women earned doctorates but were encouraged to specialize in educational and child psychology and to take jobs in clinical settings, such as hospitals and social welfare agencies.
In 1901, Annie Jump Cannon first noticed that it was a star's temperature that was the principal distinguishing feature among different spectra.[dubious ]
 This led to re-ordering of the ABC types by temperature instead of 
hydrogen absorption-line strength. Due to Cannon's work, most of the 
then-existing classes of stars were thrown out as redundant. Afterward, 
astronomy was left with the seven primary classes recognized today, in order: O, B, A, F, G, K, M;[96] that has since been extended.
Henrietta Swan Leavitt made fundamental contributions to astronomy.[97]
Henrietta Swan Leavitt first published her study of variable stars in 1908. This discovery became known as the "period-luminosity relationship" of Cepheid variables.[98] Our picture of the universe was changed forever, largely because of Leavitt's discovery.
The accomplishments of Edwin Hubble,
 renowned American astronomer, were made possible by Leavitt's 
groundbreaking research and Leavitt's Law. "If Henrietta Leavitt had 
provided the key to determine the size of the cosmos, then it was Edwin 
Powell Hubble who inserted it in the lock and provided the observations 
that allowed it to be turned", wrote David H. and Matthew D.H. Clark in 
their book Measuring the Cosmos.[99]
Hubble often said that Leavitt deserved the Nobel for her work.[100] Gösta Mittag-Leffler of the Swedish Academy of Sciences had begun paperwork on her nomination in 1924, only to learn that she had died of cancer three years earlier[101] (the Nobel prize cannot be awarded posthumously).
In 1925, Harvard graduate student Cecilia Payne-Gaposchkin demonstrated for the first time from existing evidence on the spectra of stars that stars were made up almost exclusively of hydrogen and helium, one of the most fundamental theories in stellar astrophysics.[96][98]
Canadian born Maud Menten worked in the US and Germany.  Her most famous work was on enzyme kinetics together with Leonor Michaelis, based on earlier findings of Victor Henri.  This resulted in the Michaelis–Menten equations. Menten also invented the azo-dye coupling reaction for alkaline phosphatase, which is still used in histochemistry. She characterised bacterial toxins from B. paratyphosus, Streptococcus scarlatina and Salmonella ssp., and conducted the first electrophoretic separation of proteins in 1944. She worked on the properties of hemoglobin, regulation of blood sugar level, and kidney function.
World War II brought some new opportunities. The Office of Scientific Research and Development, under Vannevar Bush,
 began in 1941 to keep a registry of men and women trained in the 
sciences. Because there was a shortage of workers, some women were able 
to work in jobs they might not otherwise have accessed. Many women 
worked on the Manhattan Project or on scientific projects for the United States military services. Women who worked on the Manhattan Project included Leona Woods Marshall, Katharine Way, and Chien-Shiung Wu.
Women in other disciplines looked for ways to apply their expertise to the war effort. Three nutritionists, Lydia J. Roberts, Hazel K. Stiebeling, and Helen S. Mitchell, developed the Recommended Dietary Allowance
 in 1941 to help military and civilian groups make plans for group 
feeding situations. The RDAs proved necessary, especially, once foods 
began to be rationed. Rachel Carson worked for the United States Bureau of Fisheries,
 writing brochures to encourage Americans to consume a wider variety of 
fish and seafood. She also contributed to research to assist the Navy in
 developing techniques and equipment for submarine detection.
Women in psychology formed the National Council of Women Psychologists, which organized projects related to the war effort. The NCWP elected Florence Laura Goodenough president. In the social sciences, several women contributed to the Japanese Evacuation and Resettlement Study, based at the University of California. This study was led by sociologist Dorothy Swaine Thomas,
 who directed the project and synthesized information from her 
informants, mostly graduate students in anthropology. These included Tamie Tsuchiyama, the only Japanese-American woman to contribute to the study, and Rosalie Hankey Wax.
In the United States Navy, female scientists conducted a wide range of research. Mary Sears, a planktonologist, researched military oceanographic techniques as head of the Hydgrographic Office's Oceanographic Unit. Florence van Straten, a chemist, worked as an aerological engineer. She studied the effects of weather on military combat. Grace Hopper, a mathematician, became one of the first computer programmers for the Mark I computer. Mina Spiegel Rees, also a mathematician, was the chief technical aide for the Applied Mathematics Panel of the National Defense Research Committee.
Gerty Cori
 was a biochemist who discovered the mechanism by which glycogen, a 
derivative of glucose, is transformed in the muscles to form lactic 
acid, and is later reformed as a way to store energy. For this discovery
 she and her colleagues were awarded the Nobel prize in 1947, making her
 the third woman and the first American woman to win a Nobel Prize in 
science. She was the first woman ever to be awarded the Nobel Prize in 
Physiology or Medicine. Cori is among several scientists whose works are
 commemorated by a U.S. postage stamp.[102]
Later 20th century
At
 the Saving the Web: The Ethics and Challenges of Preserving What's on 
the Internet at Room LJ-119, Thomas Jefferson Building, Library of 
Congress, at the Kluge Center, on June 14, 15, and 16 2016, Dame Wendy Hall
At
 the Saving the Web: The Ethics and Challenges of Preserving What's on 
the Internet at Room LJ-119, Thomas Jefferson Building, Library of 
Congress, at the Kluge Center, on June 14, 15, and 16 2016, Ms. Allison 
Hegal, a computer scientist and data scientist.
Nina Byers
 notes that before 1976, fundamental contributions of women to physics 
were rarely acknowledged. Women worked unpaid or in positions lacking 
the status they deserved. That imbalance is gradually being redressed.
In the early 1980s, Margaret Rossiter presented two concepts for 
understanding the statistics behind women in science as well as the 
disadvantages women continued to suffer. She coined the terms 
"hierarchical segregation" and "territorial segregation." The former 
term describes the phenomenon in which the further one goes up the chain
 of command in the field, the smaller the presence of women. The latter 
describes the phenomenon in which women "cluster in scientific 
disciplines."
A recent book titled Athena Unbound provides a life-course
 analysis (based on interviews and surveys) of women in science from 
early childhood interest, through university, graduate school and the 
academic workplace. The thesis of this book is that "Women face a 
special series of gender related barriers to entry and success in 
scientific careers that persist, despite recent advances".
The L'Oréal-UNESCO Awards for Women in Science
 were set up in 1998, with prizes alternating each year between the 
materials science and life sciences. One award is given for each 
geographical region of Africa and the Middle East, Asia-Pacific, Europe,
 Latin America and the Caribbean, and North America. By 2017, these 
awards had recognised almost 100 laureates from 30 countries.  Two of 
the laureates have gone on to win the Nobel Prize, Ada Yonath (2008) and Elizabeth Blackburn
 (2009). Fifteen promising young researchers also receive an 
International Rising Talent fellowship each year within this programme.
Europe after World War II
South-African born physicist and radiobiologist Tikvah Alper(1909–95),
 working in the UK, developed many fundamental insights into biological 
mechanisms, including the (negative) discovery that the infective agent 
in scrapie could not be a virus or other eukaryotic structure.
French virologist Françoise Barré-Sinoussi
 performed some of the fundamental work in the identification of the 
human immunodeficiency virus (HIV) as the cause of AIDS, for which she 
shared the 2008 Nobel Prize in Physiology or Medicine.
In July 1967, Jocelyn Bell Burnell discovered evidence for the first known radio pulsar, which resulted in the 1974 Nobel Prize in Physics for her supervisor. She was president of the Institute of Physics from October 2008 until October 2010.
Astrophysicist Margaret Burbidge was a member of the B2FH
 group responsible for originating the theory of stellar 
nucleosynthesis, which explains how elements are formed in stars. She 
has held a number of prestigious posts, including the directorship of 
the Royal Greenwich Observatory.
Mary Cartwright was a mathematician and student of G. H. Hardy. Her work on nonlinear differential equations was influential in the field of dynamical systems.
Rosalind Franklin was a crystallographer, whose work helped to elucidate the fine structures of coal, graphite, DNA and viruses. In 1953, the work she did on DNA allowed Watson and Crick
 to conceive their model of the structure of DNA. Her photograph of DNA 
gave Watson and Crick a basis for their DNA research, and they were 
awarded the Nobel Prize without giving due credit to Franklin, who had 
died of cancer in 1958.
Jane Goodall
 is a British primatologist considered to be the world's foremost expert
 on chimpanzees and is best known for her over 55-year study of social 
and family interactions of wild chimpanzees. She is the founder of the Jane Goodall Institute and the Roots & Shoots programme.
Dorothy Hodgkin
 analyzed the molecular structure of complex chemicals by studying 
diffraction patterns caused by passing X-rays through crystals. She won 
the 1964 Nobel prize for chemistry for discovering the structure of vitamin B12, becoming the third woman to win the prize for chemistry.
Irène Joliot-Curie, daughter of Marie Curie, won the 1935 Nobel Prize for chemistry with her husband Frédéric Joliot for their work in radioactive isotopes leading to nuclear fission. This made the Curies the family with the most Nobel laureates to date.
Palaeoanthropologist Mary Leakey discovered the first skull of a fossil ape on Rusinga Island and also a noted robust Australopithecine.
Italian neurologist Rita Levi-Montalcini received the 1986 Nobel Prize in Physiology or Medicine for the discovery of Nerve growth factor (NGF). She was appointed a Senator for Life in the Italian Senate in 2001 and is the oldest Nobel laureate ever to have lived.
Zoologist Anne McLaren conducted studied in genetics which led to advances in in vitro fertilization. She became the first female officer of the Royal Society in 331 years.
Christiane Nüsslein-Volhard
 received the Nobel Prize in Physiology or Medicine in 1995 for research
 on the genetic control of embryonic development. She also started the 
Christiane Nüsslein-Volhard Foundation (Christiane Nüsslein-Volhard 
Stiftung), to aid promising young female German scientists with 
children. 
Bertha Swirles was a theoretical physicist who made a number of contributions to early quantum theory. She co-authored the well-known textbook Methods of Mathematical Physics with her husband Sir Harold Jeffreys. 
Bessa Vugo was a physiologist and collaborator of Jacques Monod, whose work helped to understand the structure of taste buds, and some psychological aspects of taste.
United States after World War II
Kay McNulty, Betty Jennings, Betty Snyder, Marlyn Wescoff, Fran Bilas and Ruth Lichterman were six of the original programmers for the ENIAC, the first general purpose electronic computer.
Linda B. Buck is a neurobiologist who was awarded the 2004 Nobel Prize in Physiology or Medicine along with Richard Axel for their work on olfactory receptors.
Biologist and activist Rachel Carson published Silent Spring, a work on the dangers of pesticides, in 1962.
Eugenie Clark,
 popularly known as The Shark Lady, was an American ichthyologist known 
for her research on poisonous fish of the tropical seas and on the 
behavior of sharks.
Ann Druyan is an American writer, lecturer and producer specializing in cosmology and popular science. Druyan has credited her knowledge of science to the 20 years she spent studying with her late husband, Carl Sagan, rather than formal academic training. She was responsible for the selection of music on the Voyager Golden Record for the Voyager 1 and Voyager 2 exploratory missions. Druyan also sponsored the Cosmos 1 spacecraft.
Gertrude B. Elion was an American biochemist and pharmacologist, awarded the Nobel Prize in Physiology or Medicine in 1988 for her work on the differences in biochemistry between normal human cells and pathogens. 
Sandra Moore Faber, with Robert Jackson, discovered the Faber–Jackson relation between luminosity and stellar dispersion velocity in elliptical galaxies. She also headed the team which discovered the Great Attractor, a large concentration of mass which is pulling a number of nearby galaxies in its direction. 
Zoologist Dian Fossey worked with gorillas in Africa from 1967 until her murder in 1985.
Astronomer Andrea Ghez received a MacArthur "genius grant" in 2008 for her work in surmounting the limitations of earthbound telescopes.
Maria Goeppert-Mayer
 was the second female Nobel Prize winner in Physics, for proposing the 
nuclear shell model of the atomic nucleus. Earlier in her career, she 
had worked in unofficial or volunteer positions at the university where 
her husband was a professor. Goeppert-Mayer is one of several scientists
 whose works are commemorated by a U.S. postage stamp.
Sulamith Low Goldhaber and her husband Gerson Goldhaber formed a research team on the K meson and other high-energy particles in the 1950s.
Carol Greider and the Australian born Elizabeth Blackburn,
 along with Jack W. Szostak, received the 2009 Nobel Prize in Physiology
 or Medicine for the discovery of how chromosomes are protected by 
telomeres and the enzyme telomerase.
Rear Admiral Grace Murray Hopper developed the first computer compiler while working for the Eckert Mauchly Computer Corporation, released in 1952.
Deborah S. Jin's team at JILA, in Boulder, Colorado in 2003 produced the first fermionic condensate, a new state of matter.
Stephanie Kwolek, a researcher at DuPont, invented poly-paraphenylene terephthalamide – better known as Kevlar. 
Lynn Margulis is a biologist best known for her work on endosymbiotic theory, which is now generally accepted for how certain organelles were formed.
Barbara McClintock's studies of maize genetics demonstrated genetic transposition in the 1940s and 1950s. She dedicated her life to her research, and she was awarded the Nobel Prize in Physiology or Medicine in 1983. McClintock is one of several scientists whose works are commemorated by a U.S. postage stamp.
Nita Ahuja
 is a renowned surgeon-scientist known for her work on CIMP in cancer, 
she is currently the Chief of surgical oncology at Johns Hopkins 
Hospital. First woman ever to be the Chief of this prestigious 
department.
Carolyn Porco is a planetary scientist best known for her work on the Voyager program and the Cassini–Huygens mission to Saturn. She is also known for her popularization of science, in particular space exploration. 
Physicist Helen Quinn, with Roberto Peccei, postulated Peccei-Quinn symmetry. One consequence is a particle known as the axion, a candidate for the dark matter that pervades the universe. Quinn was the first woman to receive the Dirac Medal and the first to receive the Oskar Klein Medal.
Lisa Randall is a theoretical physicist and cosmologist, best known for her work on the Randall–Sundrum model. She was the first tenured female physics professor at Princeton University.
Sally Ride
 was an astrophysicist and the first American woman, and then-youngest 
American, to travel to outer space. Ride wrote or co-wrote several books
 on space aimed at children, with the goal of encouraging them to study 
science. Ride participated in the Gravity Probe B (GP-B) project, which provided more evidence that the predictions of Albert Einstein's general theory of relativity are correct.
Through her observations of galaxy rotation curves, astronomer Vera Rubin discovered the Galaxy rotation problem, now taken to be one of the key pieces of evidence for the existence of dark matter. She was the first female allowed to observe at the Palomar Observatory. 
Sara Seager
 is a Canadian-American astronomer who is currently a professor at the 
Massachusetts Institute of Technology and known for her work on 
extrasolar planets.
Astronomer Jill Tarter
 is best known for her work on the search for extraterrestrial 
intelligence. Tarter was named one of the 100 most influential people in
 the world by Time Magazine in 2004. She is the former director of SETI.
Rosalyn Yalow
 was the co-winner of the 1977 Nobel Prize in Physiology or Medicine 
(together with Roger Guillemin and Andrew Schally) for development of 
the radioimmunoassay (RIA) technique.
Australia after World War II
- Amanda Barnard, an Australia-based theoretical physicist specializing in nanomaterials, winner of the Malcolm McIntosh Prize for Physical Scientist of the Year.
 - Isobel Bennett, was one of the first women to go to Macquarie Island with the Australian National Antarctic Research Expeditions (ANARE). She is one of Australia's best known marine biologists.
 - Dorothy Hill, an Australian geologist who became the first female Professor at an Australian university.
 - Ruby Payne-Scott, was an Australian who was an early leader in the fields of radio astronomy and radiophysics. She was one of the first radio astronomers and the first woman in the field.
 - Penny Sackett, an astronomer who became the first female Chief Scientist of Australia in 2008. She is a US-born Australian citizen.
 - Fiona Stanley, winner of the 2003 Australian of the Year award, is an epidemiologist noted for her research into child and maternal health, birth disorders, and her work in the public health field.
 - Michelle Simmons, winner of the 2018 Australian of the Year award, is a quantum physicist known for her research and leadership on atomic-scale silicon quantum devices.
 
Israel after World War II
- Ada Yonath, the first woman from the Middle East to win a Nobel prize in the sciences, was awarded the Nobel Prize in Chemistry in 2009 for her studies on the structure and function of the ribosome.
 
Latin America
Maria Nieves Garcia-Casal, the first scientist and nutritionist woman from Latin America to lead the Latin America Society of Nutrition.
Nobel laureates
The Nobel Prize and Prize in Economic Sciences have been awarded to women 49 times between 1901 and 2017. One woman,
 Marie Sklodowska-Curie, has been honored twice, with the 1903 Nobel 
Prize in Physics and the 1911 Nobel Prize in Chemistry. This means that 
48 women in total have been awarded the Nobel Prize between 1901 and 
2010. 18 women have been awarded the Nobel Prize in physics, chemistry, 
physiology or medicine.
Chemistry
- 2018 – Frances Arnold
 - 2009 – Ada E. Yonath
 - 1964 – Dorothy Crowfoot Hodgkin
 - 1935 – Irène Joliot-Curie
 - 1911 – Marie Sklodowska-Curie
 
Physics
- 2018 – Donna Strickland
 - 1963 – Maria Goeppert-Mayer
 - 1903 – Marie Sklodowska-Curie
 
Physiology or Medicine
- 2015 – Youyou Tu
 - 2014 – May-Britt Moser
 - 2009 – Elizabeth H. Blackburn
 - 2009 – Carol W. Greider
 - 2008 – Françoise Barré-Sinoussi
 - 2004 – Linda B. Buck
 - 1995 – Christiane Nüsslein-Volhard
 - 1988 – Gertrude B. Elion
 - 1986 – Rita Levi-Montalcini
 - 1983 – Barbara McClintock
 - 1977 – Rosalyn Yalow
 - 1947 – Gerty Cori
 - ......
 
Fields Medal
- Maryam Mirzakhani (12 May 1977 – 14 July 2017), the first and the only woman thus far to have won the prize, was an Iranian mathematician and a professor of mathematics at Stanford University.
 
Statistics
Statistics are used to indicate disadvantages faced by women in 
science, and also to track positive changes of employment opportunities 
and incomes for women in science.
Situation in the 1990s
Women
 appear to do less well than men (in terms of degree, rank, and salary) 
in the fields that have been traditionally dominated by women, such as nursing. In 1991 women attributed 91% of the PhDs in nursing, and men held 4% of full professorships in nursing. In the field of psychology, where women earn the majority of PhDs, women do not fill the majority of high rank positions in that field.
Women's lower salaries in the scientific community are also 
reflected in statistics. According to the data provided in 1993, the 
median salaries of female scientists and engineers with doctoral degrees
 were 20% less than men. This data can be explained
 as there was less participation of women in high rank scientific 
fields/positions and a female majority in low-paid fields/positions. 
However, even with men and women in the same scientific community field,
 women are typically paid 15–17% less than men. In addition to the gender gap, there were also salary differences between ethnicity: African-American women with more years of experiences earn 3.4% less than European-American women with similar skills, while Asian women engineers out-earn both Africans and Europeans.
Women are also under-represented in the sciences as compared to 
their numbers in the overall working population. Within 11% of 
African-American women in the workforce, 3% are employed as scientists 
and engineers. Hispanics made up 8% of the total workers in the US, 3% of that number are scientists and engineers. Native Americans participation cannot be statistically measured.
Women tend to earn less than men in almost all industries, including government and academia. Women are less likely to be hired in highest-paid positions. The data showing the differences in salaries, ranks, and overall success between the genders is often claimed
 to be a result of women's lack of professional experience. The rate of 
women's professional achievement is increasing. In 1996, the salaries 
for women in professional fields increased from 85% to 95% relative to 
men with similar skills and jobs. Young women between the age of 27 and 
33 earned 98%, nearly as much as their male peers.
 In the total workforce of the United States, women earn 74% as much as 
their male counterparts (in the 1970s they made 59% as much as their 
male counterparts).
Claudia Goldin, Harvard concludes in A Grand Gender Convergence: Its Last Chapter
 – "The gender gap in pay would be considerably reduced and might vanish
 altogether if firms did not have an incentive to disproportionately 
reward individuals who labored long hours and worked particular hours."
Research on women's participation in the "hard" sciences such as physics and computer science
 speaks of the "leaky pipeline" model, in which the proportion of women 
"on track" to potentially becoming top scientists fall off at every step
 of the way, from getting interested in science and maths in elementary 
school, through doctorate, postdoctoral, and career steps.  The leaky 
pipeline also applies in other fields.  In biology, for instance, women in the United States have been getting Masters degrees in the same numbers as men for two decades, yet fewer women get PhDs; and the numbers of women principal investigators have not risen.
What may be the cause of this "leaky pipeline" of women in the sciences?
 It is important to look at factors outside of academia that are 
occurring in women's lives at the same time they are pursuing their 
continued education and career search.  The most outstanding factor that
 is occurring at this crucial time is family formation. As women are 
continuing their academic careers, they are also stepping into their new
 role as a wife and mother.  These traditionally require at large time 
commitment and presence outside work.  These new commitments do not fare
 well for the person looking to attain tenure. That is why women 
entering the family formation period of their life are 35% less likely 
to pursue tenure positions after receiving their PhD's than their male 
counterparts.
In the UK, women occupied over half the places in science-related
 higher education courses (science, medicine, maths, computer science 
and engineering) in 2004/5. However, gender differences varied from subject to subject: women substantially outnumbered men in biology and medicine, especially nursing, while men predominated in maths, physical sciences, computer science and engineering. 
In the US, women with science or engineering doctoral degrees 
were predominantly employed in the education sector in 2001, with 
substantially fewer employed in business or industry than men.  According to salary figures reported in 1991, women earn anywhere between 83.6 percent to 87.5 percent that of a man's salary.
  An even greater disparity between men and women is the ongoing trend 
that women scientists with more experience are not as well-compensated 
as their male counterparts.  The salary of a male engineer continues to 
experience growth as he gains experience whereas the female engineer 
sees her salary reach a plateau.
Women, in the United States and many European countries, who succeed in science tend to be graduates of single-sex schools.  Women earn 54% of all bachelor's degrees in the United States and 50% of those are in science.  9% of US physicists are women.
Overview of situation in 2013
The
 leaky pipeline, share of women in higher education and research 
worldwide, 2013. Source: UNESCO Science Report: towards 2030, Figure 
3.3, data from UNESCO Institute for Statistics.
In 2013, women accounted for 53% of the world's graduates at the 
bachelor's and master's level and 43% of successful PhD candidates but 
just 28% of researchers. Women graduates are consistently highly 
represented in the life sciences, often at over 50%. However, their 
representation in the other fields is inconsistent. In North America and
 much of Europe, few women graduate in physics, mathematics and computer
 science but, in other regions, the proportion of women may be close to 
parity in physics or mathematics. In engineering and computer sciences, 
women consistently trail men, a situation that is particularly acute in 
many high-income countries.
Share
 of women in selected South African institutions in 2011. Source: UNESCO
 Science Report: towards 2030, based on a 2011 study by the Academy of 
Sciences of South Africa on the Participation of Girls and Women in the 
National STI System in South Africa.
Women in decision-making
Each
 step up the ladder of the scientific research system sees a drop in 
female participation until, at the highest echelons of scientific 
research and decision-making, there are very few women left. In 2015, 
the EU Commissioner for Research, Science and Innovation Carlos Moedas 
called attention to this phenomenon, adding that the majority of 
entrepreneurs in science and engineering tended to be men. In Germany, 
the coalition agreement signed in 2013 introduces a 30% quota for women 
on company boards of directors.
Each
 step up the ladder of the scientific research system sees a drop in 
female participation until, at the highest echelons of scientific 
research and decision-making, there are very few women left. In 2015, 
the EU Commissioner for Research, Science and Innovation Carlos Moedas 
called attention to this phenomenon, adding that the majority of 
entrepreneurs in science and engineering tended to be men. In Germany, 
the coalition agreement signed in 2013 introduces a 30% quota for women 
on company boards of directors.
Although data for most countries are limited, we know that women 
made up 14% of university chancellors and vice-chancellors at Brazilian 
public universities in 2010 and 17% of those in South Africa in 2011.
 In Argentina, women make up 16% of directors and vice-directors of 
national research centres and, in Mexico, 10% of directors of scientific
 research institutes at the National Autonomous University of Mexico.
 In the US, numbers are slightly higher at 23%. In the EU, less than 16%
 of tertiary institutions were headed by a woman in 2010 and just 10% of
 universities. At the main tertiary institution for the English-speaking
 Caribbean, the University of the West Indies, women represented 51% of 
lecturers but only 32% of senior lecturers and 26% of full professors in
 2011. Two reviews of national academies of science produce similarly 
low numbers,
 with women accounting for more than 25% of members in only a handful of
 countries, including Cuba, Panama and South Africa. The figure for 
Indonesia was 17%.
Women in life sciences
In
 life sciences, women researchers have achieved parity (45–55% of 
researchers) in many countries. In some, the balance even now tips in 
their favour. Six out of ten researchers are women in both medical and 
agricultural sciences in Belarus and New Zealand, for instance. More 
than two-thirds of researchers in medical sciences are women in El 
Salvador, Estonia, Kazakhstan, Latvia, the Philippines, Tajikistan, 
Ukraine and Venezuela.
There has been a steady increase in female graduates in 
agricultural sciences since the turn of the century. In sub-Saharan 
Africa, for instance, numbers of female graduates in agricultural 
science have been increasing steadily, with eight countries reporting a 
share of women graduates of 40% or more: Lesotho, Madagascar, 
Mozambique, Namibia, Sierra Leone, South Africa, Swaziland and Zimbabwe.
 The reasons for this surge are unclear, although one explanation may 
lie in the growing emphasis on national food security and the food 
industry. Another possible explanation is that women are highly 
represented in biotechnology. For example, in South Africa, women were 
underrepresented in engineering (16%) in 2004 and in ‘natural scientific
 professions’ (16%) in 2006 but made up 52% of employees working in 
biotechnology-related companies.
Women play an increasing role in environmental sciences and 
conservation biology. In fact, women played a foremost role in the 
development of these disciplines. Silent Spring
 by Rachel Carson proved an important impetus to the conservation 
movement and the later banning of chemical pesticides. Women played an 
important role in conservation biology including the famous work of Dian
 Fossey, who published the famous Gorillas in the Mist and Jane Goodall
 who studied primates in East Africa. Today women make up an increasing 
proportion of roles in the active conservation sector. A recent survey 
of those working in the Wildlife Trusts in the U.K., the leading 
conservation organisation in England, found that there are nearly as 
many women as men in practical conservation roles.
Women
 are consistently underrepresented in engineering and related fields. In
 Israel, for instance, where 28% of senior academic staff are women, 
there are proportionately many fewer in engineering (14%), physical 
sciences (11%), mathematics and computer sciences (10%) but dominate 
education (52%) and paramedical occupations (63%). In Japan and the 
Republic of Korea, women represent just 5% and 10% of engineers.
For women who are pursuing STEM major careers, these individuals 
often face gender disparities in the work field, especially in regards 
to science and engineering. It has become more common for women to 
pursue undergraduate degrees in science, but are continuously 
discredited in salary rates and higher ranking positions. For example, 
men show a greater likelihood of being selected for an employment 
position than a woman.
In Europe and North America, the number of female graduates in 
engineering, physics, mathematics and computer science is generally low.
 Women make up just 19% of engineers in Canada, Germany and the US and 
22% in Finland, for example. However,  50% of engineering graduates are 
women in Cyprus, 38% in Denmark and 36% in the Russian Federation, for 
instance.
In many cases, engineering has lost ground to other sciences, 
including agriculture. The case of New Zealand is fairly typical. Here, 
women jumped from representing 39% to 70% of agricultural graduates 
between 2000 and 2012, continued to dominate health (80–78%) but ceded 
ground in science (43–39%) and engineering (33–27%).
In a number of developing countries, there is a sizable 
proportion of women engineers. At least three out of ten engineers are 
women, for instance, in Costa Rica, Vietnam and the United Arab Emirates
 (31%), Algeria (32%), Mozambique (34%), Tunisia (41%) and Brunei 
Darussalam (42%). In Malaysia (50%)  and Oman (53%), women are on a par 
with men. Of the 13 sub-Saharan countries reporting data, seven have 
observed substantial increases (more than 5%) in women engineers since 
2000, namely: Benin, Burundi, Eritrea, Ethiopia, Madagascar, Mozambique 
and Namibia.
Of the seven Arab countries reporting data, four observe a steady
 percentage or an increase in female engineers (Morocco, Oman, Palestine
 and Saudi Arabia). In the United Arab Emirates, the government has made
 it a priority to develop a knowledge economy, having recognized the 
need for a strong human resource base in science, technology and 
engineering. With just 1% of the labour force being Emirati, it is also 
concerned about the low percentage of Emirati citizens employed in key 
industries. As a result, it has introduced policies promoting the 
training and employment of Emirati citizens, as well as a greater 
participation of Emirati women in the labour force. Emirati female 
engineering students have said that they are attracted to a career in 
engineering for reasons of financial independence, the high social 
status associated with this field, the opportunity to engage in creative
 and challenging projects and the wide range of career opportunities.
An analysis of computer science shows a steady decrease in female
 graduates since 2000 that is particularly marked in high-income 
countries. Between 2000 and 2012, the share of women graduates in 
computer science slipped in Australia, New Zealand, the Republic of 
Korea and USA. In Latin America and the Caribbean, the share of women 
graduates in computer science dropped by between 2 and 13 percentage 
points over this period for all countries reporting data.
There are exceptions. In Denmark, the proportion of female 
graduates in computer science increased from 15% to 24% between 2000 and
 2012 and Germany saw an increase from 10% to 17%. These are still very 
low levels. Figures are higher in many emerging economies. In Turkey, 
for instance, the proportion of women graduating in computer science 
rose from a relatively high 29% to 33% between 2000 and 2012.
The Malaysian information technology (IT) sector is made up 
equally of women and men, with large numbers of women employed as 
university professors and in the private sector. This is a product of 
two historical trends: the predominance of women in the Malay 
electronics industry, the precursor to the IT industry, and the national
 push to achieve a ‘pan-Malayan’ culture beyond the three ethnic groups 
of Indian, Chinese and Malay. Government support for the education of 
all three groups is available on a quota basis and, since few Malay men 
are interested in IT, this leaves more room for women. Additionally, 
families tend to be supportive of their daughters’ entry into this 
prestigious and highly remunerated industry, in the interests of upward 
social mobility. Malaysia's push to develop an endogenous research culture should deepen this trend.
In India, the substantial increase in women undergraduates in 
engineering may be indicative of a change in the ‘masculine’ perception 
of engineering in the country. It is also a product of interest on the 
part of parents, since their daughters will be assured of employment as 
the field expands, as well as an advantageous marriage. Other factors 
include the ‘friendly’ image of engineering in India and the easy access
 to engineering education resulting from the increase in the number of 
women's engineering colleges over the last two decades.
Share
 of female researchers by country, 2013 or closest year. Source: UNESCO 
Science Report: towards 2030, data from UNESCO Institute for Statistics.
Regional trends as of 2013
The
 global figures mask wide disparities from one region to another. In 
Southeast Europe, for instance, women researchers have obtained parity 
and, at 44%, are on the verge of doing so in Central Asia and Latin 
America and the Caribbean. In the European Union, on the other hand, 
just one in three (33%) researchers is a woman, compared to 37% in the 
Arab world. Women are also better represented in sub-Saharan Africa 
(30%) than in South Asia (17%).
There are also wide intraregional disparities. Women make up 52% 
of researchers in the Philippines and Thailand, for instance, and are 
close to parity in Malaysia and Vietnam, yet only one in three 
researchers is a woman in Indonesia and Singapore. In Japan and the 
Republic of Korea, two countries characterized by high researcher 
densities and technological sophistication, as few as 15% and 18% of 
researchers respectively are women. These are the lowest ratios among 
members of the Organisation for Economic Co-operation and Development.
 The Republic of Korea also has the widest gap among OECD members in 
remuneration between men and women researchers (39%). There is also a 
yawning gap in Japan (29%).
Latin America and the Caribbean
Latin
 America has some of the world's highest rates of women studying 
scientific fields; it also shares with the Caribbean one of the highest 
proportions of female researchers: 44%. Of the 12 countries reporting 
data for the years 2010–2013, seven have achieved gender parity, or even
 dominate research: Bolivia (63%), Venezuela (56%), Argentina (53%), 
Paraguay (52%), Uruguay (49%), Brazil (48%) and Guatemala (45%). Costa 
Rica is on the cusp (43%). Chile has the lowest score among countries 
for which there are recent data (31%). The Caribbean paints a similar 
picture, with Cuba having achieved gender parity (47%) and Trinidad and 
Tobago on 44%. Recent data on women's participation in industrial 
research are available for those countries with the most developed 
national innovation systems, with the exception of Brazil and Cuba: 
Uruguay (47%), Argentina (29%), Colombia and Chile (26%).
As in most other regions, the great majority of health graduates 
are women (60–85%). Women are also strongly represented in science. More
 than 40% of science graduates are women in each of Argentina, Colombia,
 Ecuador, El Salvador, Mexico, Panama and Uruguay. The Caribbean paints a
 similar picture, with women graduates in science being on a par with 
men or dominating this field in Barbados, Cuba, Dominican Republic and 
Trinidad and Tobago.
In engineering, women make up over 30% of the graduate population
 in seven Latin American countries (Argentina, Colombia, Costa Rica, 
Honduras, Panama and Uruguay) and one Caribbean country, the Dominican 
Republic. There has been a decrease in the number of women engineering 
graduates in Argentina, Chile and Honduras.
The participation of women in science has consistently dropped 
since the turn of the century. This trend has been observed in all 
sectors of the larger economies: Argentina, Brazil, Chile and Colombia. 
Mexico is a notable exception, having recorded a slight increase. Some 
of the decrease may be attributed to women transferring to agricultural 
sciences in these countries. Another negative trend is the drop in 
female doctoral students and in the labour force. Of those countries 
reporting data, the majority signal a significant drop of 10–20 
percentage points in the transition from master's to doctoral graduates.
Eastern Europe, West and Central Asia
Most
 countries in Eastern Europe, West and Central Asia have attained gender
 parity in research (Armenia, Azerbaijan, Georgia, Kazakhstan, Mongolia 
and Ukraine) or are on the brink of doing so (Kyrgyzstan and 
Uzbekistan). This trend is reflected in tertiary education, with some 
exceptions in engineering and computer science. Although Belarus and the
 Russian Federation have seen a drop over the past decade, women still 
represented 41% of researchers in 2013. In the former Soviet states, 
women are also very present in the business enterprise sector: Bosnia 
and Herzegovina (59%), Azerbaijan (57%), Kazakhstan (50%), Mongolia 
(48%), Latvia (48%), Serbia (46%), Croatia and Bulgaria (43%), Ukraine 
and Uzbekistan (40%), Romania and Montenegro (38%), Belarus (37%), 
Russian Federation (37%).
One in three researchers is a woman in Turkey (36%) and 
Tajikistan (34%). Participation rates are lower in Iran (26%) and Israel
 (21%), although Israeli women represent 28% of senior academic staff. 
At university, Israeli women dominate medical sciences (63%) but only a 
minority study engineering (14%), physical sciences (11%), mathematics 
and computer science (10%). There has been an interesting evolution in 
Iran. Whereas the share of female PhD graduates in health remained 
stable at 38–39% between 2007 and 2012, it rose in all three other broad
 fields. Most spectacular was the leap in female PhD graduates in 
agricultural sciences from 4% to 33% but there was also a marked 
progression in science (from 28% to 39%) and engineering (from 8% to 
16%).
Southeast Europe
With
 the exception of Greece, all the countries of Southeast Europe were 
once part of the Soviet bloc. Some 49% of researchers in these countries
 are women (compared to 37% in Greece in 2011). This high proportion is 
considered a legacy of the consistent investment in education by the 
Socialist governments in place until the early 1990s, including that of 
the former Yugoslavia. Moreover, the participation of female researchers
 is holding steady or increasing in much of the region, with 
representation broadly even across the four sectors of government, 
business, higher education and non-profit. In most countries, women tend
 to be on a par with men among tertiary graduates in science. Between 
70% and 85% of graduates are women in health, less than 40% in 
agriculture and between 20% and 30% in engineering. Albania has seen a 
considerable increase in the share of its women graduates in engineering
 and agriculture.
European Union
Women
 make up 33% of researchers overall in the European Union (EU), slightly
 more than their representation in science (32%). Women constitute 40% 
of researchers in higher education, 40% in government and 19% in the 
private sector, with the number of female researchers increasing faster 
than that of male researchers. The proportion of female researchers has 
been increasing over the last decade, at a faster rate than men (5.1% 
annually over 2002–2009 compared with 3.3% for men), which is also true 
for their participation among scientists and engineers (up 5.4% annually
 between 2002 and 2010, compared with 3.1% for men).
Despite these gains, women's academic careers in Europe remain 
characterized by strong vertical and horizontal segregation. In 2010, 
although female students (55%) and graduates (59%) outnumbered male 
students, men outnumbered women at the PhD and graduate levels (albeit 
by a small margin). Further along in the research career, women 
represented 44% of grade C academic staff, 37% of grade B academic staff
 and 20% of grade A academic staff.11 These trends are intensified in 
science, with women making up 31% of the student population at the 
tertiary level to 38% of PhD students and 35% of PhD graduates. At the 
faculty level, they make up 32% of academic grade C personnel, 23% of 
grade B and 11% of grade A. The proportion of women among full 
professors is lowest in engineering and technology, at 7.9%. With 
respect to representation in science decision-making, in 2010 15.5% of 
higher education institutions were headed by women and 10% of 
universities had a female rector.
Membership on science boards remained predominantly male as well,
 with women making up 36% of board members. The EU has engaged in a 
major effort to integrate female researchers and gender research into 
its research and innovation strategy since the mid-2000s. Increases in 
women's representation in all of the scientific fields overall indicates
 that this effort has met with some success; however, the continued lack
 of representation of women at the top level of faculties, management 
and science decision making indicate that more work needs to be done. 
The EU is addressing this through a gender equality strategy and 
crosscutting mandate in Horizon 2020, its research and innovation funding programme for 2014–2020.
Australia, New Zealand and USA
In
 2013, women made up the majority of PhD graduates in fields related to 
health in Australia (63%), New Zealand (58%) and the United States of 
America (73%). The same can be said of agriculture, in New Zealand's 
case (73%). Women have also achieved parity in agriculture in Australia 
(50%) and the United States (44%). Just one in five women graduate in 
engineering in the latter two countries, a situation that has not 
changed over the past decade. In New Zealand, women jumped from 
constituting 39% to 70% of agricultural graduates (all levels) between 
2000 and 2012 but ceded ground in science (43–39%), engineering (33–27%)
 and health (80–78%). As for Canada, it has not reported 
sex-disaggregated data for women graduates in science and engineering in
 recent years. Moreover, none of the four countries mentioned here have 
reported recent data on the share of female researchers.
South Asia
South
 Asia is the region where women make up the smallest proportion of 
researchers: 17%. This is 13 percentage points below sub-Saharan Africa.
 Of those countries in South Asia reporting data for 2009–2013, Nepal 
has the lowest representation of all (in head counts), at 8% (2010), a 
substantial drop from 15% in 2002. In 2013, only 14% of researchers (in 
full-time equivalents) were women in the region's most populous country,
 India, down slightly from 15% in 2009. The percentage of female 
researchers is highest in Sri Lanka (39%), followed by Pakistan: 24% in 
2009, 31% in 2013. There are no recent data available for Afghanistan or
 Bangladesh.
Share
 of women among researchers employed in the business enterprise sector, 
2013 or closest year. Source: UNESCO Science Report: towards 2030, 
Figure 3.4, data from UNESCO Institute for Statistics.
Women are most present in the private non-profit sector – they make 
up 60% of employees in Sri Lanka – followed by the academic sector: 30% 
of Pakistani and 42% of Sri Lankan female researchers. Women tend to be 
less present in the government sector and least likely to be employed in
 the business sector, accounting for 23% of employees in Sri Lanka, 11% 
in India and just 5% in Nepal. Women have achieved parity in science in 
both Sri Lanka and Bangladesh but are less likely to undertake research 
in engineering. They represent 17% of the research pool in Bangladesh 
and 29% in Sri Lanka. Many Sri Lankan women have followed the global 
trend of opting for a career in agricultural sciences (54%) and they 
have also achieved parity in health and welfare. In Bangladesh, just 
over 30% choose agricultural sciences and health, which goes against the
 global trend. Although Bangladesh still has progress to make, the share
 of women in each scientific field has increased steadily over the past 
decade.
Southeast Asia
Southeast
 Asia presents a different picture entirely, with women basically on a 
par with men in some countries: they make up 52% of researchers in the 
Philippines and Thailand, for example. Other countries are close to 
parity, such as Malaysia and Vietnam, whereas Indonesia and Singapore 
are still around the 30% mark. Cambodia trails its neighbours at 20%. 
Female researchers in the region are spread fairly equally across the 
sectors of participation, with the exception of the private sector, 
where they make up 30% or less of researchers in most countries.
The proportion of women tertiary graduates reflects these trends,
 with high percentages of women in science in Brunei Darussalam, 
Malaysia, Myanmar and the Philippines (around 60%) and a low of 10% in 
Cambodia. Women make up the majority of graduates in health sciences, 
from 60% in Laos to 81% in Myanmar – Vietnam being an exception at 42%. 
Women graduates are on a par with men in agriculture but less present in
 engineering: Vietnam (31%), the Philippines (30%) and Malaysia (39%); 
here, the exception is Myanmar, at 65%. In the Republic of Korea, women 
make up about 40% of graduates in science and agriculture and 71% of 
graduates in health sciences but only 18% of female researchers overall.
 This represents a loss in the investment made in educating girls and 
women up through tertiary education, a result of traditional views of 
women's role in society and in the home. Kim and Moon (2011) remark on 
the tendency of Korean women to withdraw from the labour force to take 
care of children and assume family responsibilities, calling it a 
‘domestic brain drain’.
Women remain very much a minority in Japanese science (15% in 
2013), although the situation has improved slightly (13% in 2008) since 
the government fixed a target in 2006 of raising the ratio of female 
researchers to 25%. Calculated on the basis of the current number of 
doctoral students, the government hopes to obtain a 20% share of women 
in science, 15% in engineering and 30% in agriculture and health by the 
end of the current Basic Plan for Science and Technology in 2016.
 In 2013, Japanese female researchers were most common in the public 
sector in health and agriculture, where they represented 29% of 
academics and 20% of government researchers. In the business sector, 
just 8% of researchers were women (in head counts), compared to 25% in 
the academic sector. In other public research institutions, women 
accounted for 16% of researchers. One of the main thrusts of Abenomics,
 Japan's current growth strategy, is to enhance the socio-economic role 
of women. Consequently, the selection criteria for most large university
 grants now take into account the proportion of women among teaching 
staff and researchers.
The low ratio of women researchers in Japan and the Republic of 
Korea, which both have some of the highest researcher densities in the 
world, brings down Southeast Asia's average to 22.5% for the share of 
women among researchers in the region.
Arab States
At
 37%, the share of female researchers in the Arab States compares well 
with other regions. The countries with the highest proportion of female 
researchers are Bahrain and Sudan at around 40%. Jordan, Libya, Oman, 
Palestine and Qatar have percentage shares in the low twenties. The 
country with the lowest participation of female researchers is Saudi 
Arabia, even though they make up the majority of tertiary graduates, but
 the figure of 1.4% covers only the King Abdulaziz City for Science and 
Technology. Female researchers in the region are primarily employed in 
government research institutes, with some countries also seeing a high 
participation of women in private nonprofit organizations and 
universities. With the exception of Sudan (40%) and Palestine (35%), 
fewer than one in four researchers in the business enterprise sector is a
 woman; for half of the countries reporting data, there are barely any 
women at all employed in this sector.
Despite these variable numbers, the percentage of female 
tertiary-level graduates in science and engineering is very high across 
the region, which indicates there is a substantial drop between 
graduation and employment and research. Women make up half or more than 
half of science graduates in all but Sudan and over 45% in agriculture 
in eight out of the 15 countries reporting data, namely Algeria, Egypt, 
Jordan, Lebanon, Sudan, Syria, Tunisia and the United Arab Emirates. In 
engineering, women make up over 70% of graduates in Oman, with rates of 
25–38% in the majority of the other countries, which is high in 
comparison to other regions.
The participation of women is somewhat lower in health than in 
other regions, possibly on account of cultural norms restricting 
interactions between males and females. Iraq and Oman have the lowest 
percentages (mid-30s), whereas Iran, Jordan, Kuwait, Palestine and Saudi
 Arabia are at gender parity in this field. The United Arab Emirates and
 Bahrain have the highest rates of all: 83% and 84%.
Once Arab women scientists and engineers graduate, they may come 
up against barriers to finding gainful employment. These include a 
misalignment between university programmes and labour market demand – a 
phenomenon which also affects men –, a lack of awareness about what a 
career in their chosen field entails, family bias against working in 
mixed-gender environments and a lack of female role models.
One of the countries with the smallest female labour force is 
developing technical and vocational education for girls as part of a 
wider scheme to reduce dependence on foreign labour. By 2017, the 
Technical and Vocational Training Corporation of Saudi Arabia is to have
 constructed 50 technical colleges, 50 girls’ higher technical 
institutes and 180 industrial secondary institutes. The plan is to 
create training placements for about 500 000 students, half of them 
girls. Boys and girls will be trained in vocational professions that 
include information technology, medical equipment handling, plumbing, 
electricity and mechanics.
Sub-Saharan Africa
Just
 under one in three (30%) researchers in sub-Saharan Africa is a woman. 
Much of sub-Saharan Africa is seeing solid gains in the share of women 
among tertiary graduates in scientific fields. In two of the top four 
countries for women's representation in science, women graduates are 
part of very small cohorts, however: they make up 54% of Lesotho's 47 
tertiary graduates in science and 60% of those in Namibia's graduating 
class of 149. South Africa and Zimbabwe, which have larger graduate 
populations in science, have achieved parity, with 49% and 47% 
respectively. The next grouping clusters seven countries poised at 
around 35–40% (Angola, Burundi, Eritrea, Liberia, Madagascar, Mozambique
 and Rwanda). The rest are grouped around 30% or below (Benin, Ethiopia,
 Ghana, Swaziland and Uganda). Burkina Faso ranks lowest, with women 
making up 18% of its science graduates.
Female representation in engineering is fairly high in 
sub-Saharan Africa in comparison with other regions. In Mozambique and 
South Africa, for instance, women make up more than 34% and 28% of 
engineering graduates, respectively. Numbers of female graduates in 
agricultural science have been increasing steadily across the continent,
 with eight countries reporting the share of women graduates of 40% or 
more (Lesotho, Madagascar, Mozambique, Namibia, Sierra Leone, South 
Africa, Swaziland and Zimbabwe). In health, this rate ranges from 26% 
and 27% in Benin and Eritrea to 94% in Namibia.
Of note is that women account for a relatively high proportion of
 researchers employed in the business enterprise sector in South Africa 
(35%), Kenya (34%), Botswana
 and Namibia (33%) and Zambia (31%). Female participation in industrial 
research is lower in Uganda (21%), Ethiopia (15%) and Mali (12%).
Lack of agency and representation of women in science
Social pressures that repress femininity
Beginning in the late twentieth century
 to present day, more and more women are becoming involved in science. 
However, women often find themselves at odds with expectations held 
towards them in relation to their scientific studies. For example, in 
1968 James Watson questioned scientist Rosalind Franklin's place in the 
industry. He claimed that "the best place for a feminist was in another 
person's lab", most often a male's research lab. Women were and still are often critiqued of their overall presentation. In Franklin's situation, she was seen as lacking femininity for she failed to wear lipstick or revealing clothing.
 Women believed that in order to gain recognition, they needed to hide 
their feminine qualities, to thus appear more masculine.  For example, 
women in the sixties often wore male clothing, which often did not fit 
for the pant's inseam was sized for a man and not a woman's leg. This 
conformity had little benefit besides men demoralizing them for lack of 
femininity.
Since most of their colleagues in science are men, women also 
find themselves left out of opportunities to discuss possible research 
opportunities outside of the laboratory. In Londa Schiebinger's book, Has Feminism Changed Science?,
 she mentions that men would have discussed their research outside of 
the lab, but this conversation is preceded by talk of sports or other 
“masculine” topics that excluded women from the conversation.
 Consequently, this act of excluding women from the after-hours work 
discussions produced a more separate work environment between the men 
and the women in science; as women then would converse with other women 
in science about their current findings and theories. Ultimately, the 
women's work was devalued as a male scientist was not involved in the 
overall research and analysis.
According to Oxford University Press, the inequality toward women
 is “endorsed within cultures and entrenched within institutions [that] 
hold power to reproduce that inequality”.
 There are various gendered barriers in social networks that prevent 
women from working in male-dominated fields and top management jobs. 
Social networks are based on the cultural beliefs such as schemas and 
stereotypes.
 According to social psychology studies, top management jobs are more 
likely to have incumbent schemas that favor “an achievement-oriented 
aggressiveness and emotional toughness that is distinctly male in 
character”.
 Gender stereotypes of feminine style set by men assume women to be 
conforming and submissive to male culture creating a sense of 
unqualified women for top management jobs. However, when the women try 
to prove their competence and power, they often faced obstacles. They 
are likely to be seen as dislikable and untrustworthy even when they 
excel at “masculine” tasks. In addition, women's achievements are likely to be dismissed or discredited.
 These “untrustworthy, dislikable women” could have very well been 
denied achievement from the fear men held of a woman overtaking his 
management position. Social networks and gender stereotypes produce many
 injustices that women have to experience in their workplace, as well 
as, the various obstacles they encounter when trying to advance in 
male-dominated and top management jobs. Women in professions like 
science, technology, and other related industries are likely to 
encounter these gendered barriers in their careers.
 Based on the meritocratic explanations of gender inequality, “as long 
as the people accept the mechanisms that produce unequal outcomes,” all 
the outcomes will be legitimated in the society.
 When women try to deny the stereotypes and the discriminations by 
becoming “competent, integrated, well-liked”, the society is more likely
 to look at these impressions as selfishness or “being a whiner”.
 However, there have been positive attempts to reduce gender 
discrimination in the public domain. For example, in the United States, 
Title IX of the Education Amendments of 1972 provides opportunities for 
women to achieve to a wide range of education programs and activities by
 prohibiting sex discrimination.
 The law states "No person in the United States shall, on the basis of 
sex, be excluded from participation in, be denied the benefits of, or be
 subject to discrimination under any educational program or activity 
receiving federal financial assistance."
 Although, even with laws prohibiting gender discrimination, society and
 social institutions continue to minimize women's competencies and 
accomplishments, especially, in the workforce by dismissing or 
discrediting their achievements as stated above.
Underrepresentation of queer women in STEM fields
Cisgender
 heterosexual women are underrepresented in STEM fields and there has 
been a push to encourage more women to join the sciences.
 Due to the lack of data and statistics of LGBTQ members involvement in 
the STEM field, it illustrates that lesbian, bisexual, and transgender 
women are even more repressed and underrepresented than their straight 
female peers. Reasons for underrepresentation of queer women in STEM fields include lack of role models in the desire of some transgender girls and women to adopt traditional heteronormative gender roles,
 employment discrimination, and the possibility of sexual harassment in 
the workplace. Historically, women who have accepted STEM research 
positions for the government or the military remained in the closet due 
to lack of federal protections or the fact that LGBT expression was 
criminalized in their country.  A notable example is Sally Ride, a physicist, the first American female astronaut, and a lesbian.
 Sally Ride chose not to reveal her sexuality until after her death in 
2012; she purposefully revealed her sexual orientation in her obituary.
 She has been known as the first female (and youngest) American to enter
 space, as well as, starting her own company, Sally Ride Science, that 
encourages young girls to enter the STEM field. She chose to keep her 
sexuality to herself because she was familiar with “the male-dominated” 
NASA's anti-homosexual policies at the time of her space travel.
 Sally Ride's legacy continues as her company is still working to 
increase young girls and women's participation in the STEM fields.
In a nationwide study of LGBTQA employees in STEM fields in the 
United States, queer women in engineering, earth sciences, and 
mathematics reported that they were less likely to be out in the 
workplace.
 In general, LGBTQA people in this survey reported that, when more 
female-identified people worked in their labs, the more accepting and 
safe the work environment.
 In another study of over 30,000 LGBT employees in STEM-related federal 
agencies in the United States, queer women in these agencies reported 
feeling isolated in the workplace and having to work harder than their 
cisgender male colleagues. This isolation and overachievement remained 
constant as they earned supervisory positions and worked their way up 
the ladder.
 Queer women in physics, particularly trans women in physics programs 
and labs, felt the most isolated and perceived the most hostility.
Organizations such as Lesbians Who Tech, National Organization of Gay and Lesbian Scientists and Technical Professionals (NOGLSTP), Out in Science, Technology, Engineering and Mathematics (OSTEM), Pride in STEM, and House of STEM
 currently provide networking and mentoring opportunities for queer 
girls and women interested in or currently working in STEM fields. These
 organizations also advocate for the rights of queer women in STEM in 
education and the workplace.
Reasons why women are disadvantaged in science
Margaret Rossiter,
 an American historian of science, offered three concepts to explain the
 reasons behind the data in statistics and how these reasons 
disadvantaged women in the science industry. The first concept is 
hierarchical segregation.
 This is a well-known phenomenon in society, that the higher the level 
and rank of power and prestige, the smaller the population of females 
participating. The hierarchical differences point out that there are 
fewer women participating at higher levels of both academia and 
industry. Based on data collected in 1982, women earn 54 percent of all 
bachelor's degrees in the United States, with 50 percent of these in 
science. The source also indicated that this number increased almost 
every year.
 There are fewer women at the graduate level; they earn 40 percent of 
all doctorates, with 31 percent of these in science and engineering.
The second concept included in Rossiter's explanation of women in science is territorial segregation.
 The term refers to how female employment is often clustered in specific
 industries or categories in industries. Women stayed at home or took 
employment in feminine fields while men left the home to work. Although 
nearly half of the civilian work force is female, women still comprise 
the majority of low-paid jobs or jobs that society considered feminine. 
Statistics show that 60 percent of white professional women are nurses, 
daycare workers, or schoolteachers.
 Territorial disparities in science are often found between the 1920s 
and 1930s, when different fields in science were divided between men and
 women. Men dominated the chemistry, physics, and engineering, while 
women dominated the fields of botany, zoology, and psychology. The 
fields in which the majority of women are concentrated are known as the 
"soft" sciences and tend to have relatively low salaries.
Researchers collected the data on many differences between women 
and men in science. Rossiter found that in 1966, thirty-eight percent of
 female scientists held master's degrees compared to twenty-six percent 
of male scientists; but large proportions of female scientists were in 
environmental and nonprofit organizations.
 During the late 1960s and 1970s, equal-rights legislation made the 
number of female scientists rise dramatically. The statistics from National Science Board (NSB) present the change at that time.
 The number of science degrees awarded to woman rose from seven percent 
in 1970 to twenty-four percent in 1985. In 1975 only 385 women received 
bachelor's degrees in engineering compared to 11,000 women in 1985, 
indicating the importance of legislation to the representation of women 
in science.
 Elizabeth Finkel claims that even if the number of women participating 
in scientific fields increases, the opportunities are still limited.
 Jabos, who worked for NSB, reported the pattern of women in receiving 
doctoral degrees in science: even though the numbers of female 
scientists with higher-level degrees increased, they still were 
consistently in a minority.
 Another reporter, Harriet Zuckerman, claims that when woman and man 
have similar abilities for a job, the probability of the woman getting 
the job is lower.
 Elizabeth Finkel agrees, saying, "In general, while woman and men seem 
to be completing doctorate with similar credentials and experience, the 
opposition and rewards they find are not comparable. Women tend to be 
treated with less salary and status, many policy makers notice this 
phenomenon and try to rectify the unfair situation for women 
participating in scientific fields."
Contemporary advocacy and developments of women in science
Efforts to increase participation
A
 number of organizations have been set up to combat the stereotyping 
that may encourage girls away from careers in these areas.  In the UK The WISE Campaign (Women into Science, Engineering and Construction) and the UKRC
 (The UK Resource Centre for Women in SET) are collaborating to ensure 
industry, academia and education are all aware of the importance of 
challenging the traditional approaches to careers advice and recruitment
 that mean some of the best brains in the country are lost to science.  
The UKRC 
and other women's networks provide female role models, resources and 
support for activities that promote science to girls and women. The Women's Engineering Society, a professional association in the UK, has been supporting women in engineering and science since 1919.  In computing, the British Computer Society group BCSWomen is active in encouraging girls to consider computing careers, and in supporting women in the computing workforce.
In the United States, the Association for Women in Science is one of the most prominent organization for professional women in science.  In 2011, the Scientista Foundation
 was created to empower pre-professional college and graduate women in 
science, technology, engineering and mathematics (STEM), to stay in the 
career track.  There are also several organizations focused on 
increasing mentorship from a younger age. One of the best known groups 
is Science Club for Girls,
 which pairs undergraduate mentors with high school and middle school 
mentees. The model of that pairs undergraduate college mentors with 
younger students is quite popular. In addition, many young women are 
creating programs to boost participation in STEM at a younger level, 
either through conferences or competitions. 
In efforts to make women scientists more visible to the general public, the Grolier Club in New York
 hosted a "landmark exhibition" titled "Extraordinary Women in Science 
& Medicine: Four Centuries of Achievement", showcasing the lives and
 works of 32 women scientists in 2003. The National Institute for Occupational Safety and Health (NIOSH) developed a video series highlighting the stories of female researchers at NIOSH.
  Each of the women featured in the videos share their journey into 
science, technology, engineering, or math (STEM), and offers 
encouragement to aspiring scientists.
  NIOSH also partners with external organizations in efforts to 
introduce individuals to scientific disciplines and funds several 
science-based training programs across the country.
Women scientists in the media
In 2013, journalist Christie Aschwanden
 noted that a type of media coverage of women scientists that "treats 
its subject's sex as her most defining detail" was still prevalent. She 
proposed a checklist, the "Finkbeiner test", to help avoid this approach. It was cited in the coverage of a much-criticized 2013 New York Times obituary of rocket scientist Yvonne Brill that began with the words: "She made a mean beef stroganoff".
Notable controversies and developments
A study conducted at Lund University in 2010 and 2011 analysed the genders of invited contributors to News & Views in Nature and Perspectives in Science.  It found that 3.8% of the Earth and environmental science contributions to News & Views were written by women even while the field was estimated to be 16–20% female in the United States.  Nature
 responded by suggesting that, worldwide, a significantly lower number 
of Earth scientists were women, but nevertheless committed to address 
any disparity.
In 2012, a journal article published in Proceedings of the National Academy of Sciences (PNAS) reported a gender bias among science faculty.
  Faculty were asked to review a resume from a hypothetical student and 
report how likely they would be to hire or mentor that student, as well 
as what they would offer as starting salary.  Two resumes were 
distributed randomly to the faculty, only differing in the names at the 
top of the resume (John or Jennifer).  The male student was rated as 
significantly more competent, more likely to be hired, and more likely 
to be mentored.  The median starting salary offered to the male student 
was greater than $3,000 over the starting salary offered to the female 
student.  Both male and female faculty exhibited this gender bias.  This
 study suggests bias may partly explain the persistent deficit in the 
number of women at the highest levels of scientific fields.  Another 
study reported that men are favored in some domains, such as biology 
tenure rates, but that the majority of domains were gender-fair; the 
authors interpreted this to suggest that the under-representation of 
women in the professorial ranks was not solely caused by sexist hiring, 
promotion, and remuneration.
 In April 2015 Williams and Ceci published a set of five national 
experiments showing that hypothetical female applicants were favored by 
faculty for assistant professorships over identically-qualified men by a
 ratio of 2 to 1.
In 2014, a controversy over the depiction of pinup women on Rosetta project scientist Matt Taylor's shirt during a press conference raised questions of sexism within the European Space Agency.
 The shirt, which featured cartoon women with firearms, led to an 
outpouring of criticism and an apology after which Taylor "broke down in
 tears."
In 2015, stereotypes about women in science were directed at 
Fiona Ingleby, research fellow in evolution, behavior, and environment 
at the University of Sussex, and Megan Head, postdoctoral researcher at the Australian National University,
 when they submitted a paper analyzing the progression of PhD graduates 
to postdoctoral positions in the life sciences to the journal PLOS ONE.  The authors received an email on March 27 informing them that their paper had been rejected due to its poor quality.
  The email included comments from an anonymous reviewer, which included
 the suggestion that male authors be added in order to improve the 
quality of the science and serve as a means of ensuring that incorrect 
interpretations of the data are not included.  Ingleby posted excerpts from the email on Twitter on April 29 bringing the incident to the attention of the public and media.
  The editor was dismissed from the journal and the reviewer was removed
 from the list of potential reviewers.  A spokesman from PLOS apologized
 to the authors and said they would be given the opportunity to have the
 paper reviewed again.
On June 9, 2015, Nobel prize winning biochemist Tim Hunt spoke at the World Conference of Science Journalists in Seoul.
  Prior to applauding the work of women scientists, he described 
emotional tension, saying "you fall in love with them, they fall in love
 with you, and when you criticise them they cry."  Initially, his remarks were widely condemned and he was forced to resign from his position at University College London.
  However, multiple conference attendees gave accounts, including a 
partial transcript and a partial recording, maintaining that his 
comments were understood to be satirical before being taken out of 
context by the media.
In 2016 an article published in JAMA Dermatology
 reported a significant and dramatic downward trend in the number of 
NIH-funded woman investigators in the field of dermatology and that the 
gender gap between male and female NIH-funded dermatology investigators 
was widening.  The article concluded that this disparity was likely due 
to a lack of institutional support for women investigators.
Problematic public statements
In January 2005, Harvard University President Lawrence Summers
 sparked controversy at a National Bureau of Economic Research (NBER) 
Conference on Diversifying the Science & Engineering Workforce. Dr. 
Summers offered his explanation for the shortage of women in senior 
posts in science and engineering. He made comments suggesting the lower 
numbers of women in high-level science positions may in part be due to 
innate differences in abilities or preferences between men and women. 
Making references to the field and behavioral genetics, he noted the 
generally greater variability among men (compared to women) on tests of 
cognitive abilities,
 leading to proportionally more men than women at both the lower and 
upper tails of the test score distributions. In his discussion of this, 
Summers said that "even small differences in the standard deviation 
[between genders] will translate into very large differences in the 
available pool substantially out [from the mean]". Summers concluded his discussion by saying:
So my best guess, to provoke you, of what's behind all of this is that the largest phenomenon, by far, is the general clash between people's legitimate family desires and employers' current desire for high power and high intensity, that in the special case of science and engineering, there are issues of intrinsic aptitude, and particularly of the variability of aptitude, and that those considerations are reinforced by what are in fact lesser factors involving socialization and continuing discrimination.
Despite
 his protégée, Sheryl Sandberg, defending Summers’ actions and Summers 
offering his own apology repeatedly, the Harvard Graduate School of Arts
 and Sciences passed a motion of “lack of confidence” in the leadership 
of Summers who had allowed tenure offers to women plummet after taking 
office in 2001.
 The year before he became president, Harvard extended 13 of its 36 
tenure offers to women and by 2004 those numbers had dropped to 4 of 32 
with several departments lacking even a single tenured female professor.
 This controversy is speculated to have significantly contributed to 
Summers resignation from his position at Harvard the following year.

