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Analyzing the verbs that followed male and female pronouns in 100K stories, the following patterns were observed: 1. Women are more likely to be in the role of victims- "she screams", "she cries", or "she pleads." Men tend to be the aggressor: "he kidnaps" or "he beats". Not all male-oriented terms are negative- many, like "he saves"/"he rescues" are distinctly positive- but almost all are active rather than receptive. 2. There's an old stereotype (that's appeared in works like Game of Thrones and Sherlock Holmes) that "poison is a woman's weapon", and this is supported in our analysis. Female characters are more likely to "poison", "stab", or "kick"; male characters are more likely to "beat", "strangle", or simply "murder" or "kill". Men are moderately more likely to "steal", but much more likely to "rob". 3. Based on this text analysis, a fictional murderer is about 2.5X as likely to be male than female, but in America (and likely elsewhere) murderers are about 9X more likely to be male than female. This means female murderers may be overrepresented in fiction relative to reality. David Robinson, the data scientist who ran the text analysis, offers these questions for future research: 1.Is the shift stronger in some formats or genre than another? We could split the works into films, novels, and TV series, and ask whether these gender roles are equally strong in each. 2. Is the shift different between male- and female- created works? 3. Has the difference changed over time? Some examination indicates the vast majority of these plots come from stories written in the last century, and most of them from the last few decades (not surprising since many are movies or television episodes, and since Wikipedia users are more likely to describe contemporary work). 4. I'd also note that we could expand the analysis to include not only pronouns but first names (e.g. not only "she tells", but "M

Research from Columbia Business School professors Adam Galinsky and Michael Slepian shows that merely saying a name aloud sparks an instant connection to a specific gender, evoking a cascading pattern of stereotypical judgments about the masculinity or femininity of an individual, often in the first second of hearing a spoken name. "Names give cues to social categories, which in turn, activate stereotypes," says Slepian. "By considering how names symbolically represent stereotypes, we link sounds to social perception. The most basic social category division is gender and the most distinction between phonemes (the sounds that make up words) is voiced versus unvoiced. We found that female and male names differ phonetically." The Columbia Business School researchers believe that names become established as for males or females through their spoken sounds. They conducted eleven studies focused on distinguishing the different sounds of spoken names. The findings provide consistent evidence that voiced names (those pronounced with vocal cord vibration which often sound "harder") such as "Gregory," "James," and "William" are given more frequently to males, and unvoiced names (those pronounced without vocal cord vibration which often sound "softer" and breathier) such as "Heather," "Sarah," and "Tiffany" are more frequently given to females. These name assignments fit stereotypical gender categories - men as "hard" and tough, and women as "soft" and tender. The researchers also noted other naming trends, namely 1. A rise in gender-neutral names. 2. Parents are more likely to give their baby a name that has recently grown in popularity. 3. Parents often give names that phonetically resemble their social category. 4. Female names go in and out of style faster than male names. 5. Current naming inspiration includes social media and technology, celestial themes, and royal birth announcements.

Different genders speak differently, and these differences begin in the gestures that both genders use. Gesture use is very important in language development in both genders.

The relationship between language and gender has long been of interest within sociolinguistics and related disciplines. Early 20th century studies in linguistic anthropology looked at differences between women's and men's speech across a range of languages, in many cases identifying distinct female and male language forms. Most of the studies showed males have a more dominant speaking style than women, and even as gender becomes more fluid than binary the same trends are still shown.

A college paper researching women leadership and gender difference in communication.

Across the workld, girls routinely outstrip boys at reading. In two of the largest studies ever conducted into the reading habits of children in the United Kingdom, Keith Topping-a professor of educational and social research at Scotland's University of Dundee-found that boys dedicate less time than girls to processing words, that they're more prone to skipping passages or entire sections, and that they frequently choose books that are beneath their reading levels. "Girls tend to do almost everything more thoroughly than boys," Topping told me over email, while conversely boys are "more careless about some, if not most, school subjects." And notably, as countless studies have shown, girls are also more likely to read for pleasure. The literacy gap also produces disparities in educational achievement overall. The disparity, researchers believe, is not rooted in biology, as the brain is a unisex organ; most gender differences are mostly a result of socialization. Boys tend to be more vulnerable than girls to peer pressure, and that could discourage them from activities like reading that are perceived to be "uncool." David Reilly, a psychologist, points to the stereotype that liking and excelling at reading is a feminine trait. He suggested that psychological factors-like girls' tendency to develop self-awareness and relationship skills earlier in life than boys-could play a role in the disparity, too, while also explaining why boys often struggle to cultivate a love of reading. "Give boys the right literature, that appeals to their tastes and interests, and you can quickly see changes in reading attitudes," he says, citing comic books as an example.

"The women reported giving 37% more apologies than the men did... The diary data suggest that women offer more apologies than men do because women have a lower threshold for what constitutes offensive behavior... [T]here was no gender difference in how men and women apologized." A comprehensive study, unfortunately not available online, although this post is pretty detailed.

A short article on male and female communication styles and what they probably mean (and their purposes).

This article talks about how different languages have gendered neuter nouns. I found it interesting how this article talks about the Latin roots behind these languages. Most romance languages have gendered neuter nouns, and most romance languages stem from Latin so I thought that was interesting.

The idea that men and women use language differently is conventional wisdom-appearing everywhere from Cosmo and Glamour to The Journal of Psychology and Anthropological Linguistics. Recent research, though, suggests that the most important variable is not the sex of the person doing the talking, but that of the person being spoken to.

For the first time -- and in unambiguous findings -- researchers from Northwestern University and the University of Haifa show both that areas of the brain associated with language work harder in girls than in boys during language tasks, and that boys and girls rely on different parts of the brain when performing these tasks. - See more at: http://www.northwestern.edu/newscenter/stories/2008/03/burmangender.html#sthash.ni29a3Q7.dpuf

Robert Provine, a neuroscientist and professor of psychology at the University of Maryland, summarizes a decade's worth of research in this article. He concludes that laughter is primarily a social vocalization that binds people together. It is a hidden language that we all speak. It is not a learned group reaction but an instinctive behavior programmed by our genes. Laughter bonds us through humor and play. He also explores gender differences in regard to the role of laughter in communication, also laughter as a tool in romance/pair-bonding.

Good summary of general trends in language use by people with different states of mind, gender, class

This is very useful for the suicide note we tried to figure out in medium

This article contains several data tables that show the different modes of communication and how often we use each one. Certain graphs organize data by gender, age, impact on school, and much more. Something that interested me was that our time spent on text-based technology has negatively impacted our ability to write. This article analyzes each set of data points and puts our usage of electronics into perspective, as technology has dominated the way we converse.

You know when you're searching for a word, or trying to say something more nicely than you actually mean it, or trying to make up your mind after you've already started speaking? Whether you reach for an "um" or an "uh" in those situations might depend on whether you're male or female. Our verbal pauses actually speak volumes: "Like," as eighth-grade English teachers will tell you, makes the speaker sound young or ditzy; "sort of" smacks of uncertainty. But according to the linguist Mark Liberman, who works at the University of Pennsylvania and blogs at Language Log, even a difference as subtle as the one between "um" and "uh" provides clues about the speaker's gender, language skills, and even life experience.

Just having a feminine voice means you're probably not as capable at your job. At least, studies suggest, that's what many people in the United States think. There's a gender bias in how Americans perceive feminine voices: as insecure, less competent and less trustworthy.

Researchers found that people tend to rate discoveries that came about "like a light bulb" as more exceptional than those that are "nurtured like seeds." These two metaphors are often used to describe scientific discovery and what we perceive as genius. Along with them come ingrained, subconscious associations that may have unintended consequences, according to a study published Friday in Social Psychological and Personality Science. Also, those metaphors had different effects depending on the gender of the idea's creator.

This article focuses on the differences and similarities of Romance languages, and gives examples. It's pretty short and an interesting read