Gender
Paragraphs

Word embeddings are a powerful machine-learning framework that represents each English word by a vector. The geometric relationship between these vectors captures meaningful semantic relationships between the corresponding words. In this paper, we develop a framework to demonstrate how the temporal dynamics of the embedding helps to quantify changes in stereotypes and attitudes toward women and ethnic minorities in the 20th and 21st centuries in the United States. We integrate word embed- dings trained on 100 y of text data with the US Census to show that changes in the embedding track closely with demographic and occupation shifts over time. The embedding captures societal shifts—e.g., the women’s movement in the 1960s and Asian immi- gration into the United States—and also illuminates how specific adjectives and occupations became more closely associated with certain populations over time. Our framework for temporal anal- ysis of word embedding opens up a fruitful intersection between machine learning and quantitative social science.

All Publications button
1
Publication Type
Journal Articles
Publication Date
Journal Publisher
Proceedings of the National Academy of Sciences
Authors
Nikhil Garg
Dan Jurafsky
James Zou
-

Johanna Rickne is an Associate Professor in Economics at the Swedish Institute for Social Research, Stockholm University, and an affiliated researcher at the Uppsala Center for Labor Studies (Uppsala University), the Stockholm China Economic Research Center (Stockholm School of Economics), and the Research Institute for Industrial Economics.

Her research is in labor economics, political economics, and gender economics. She has a special interest in Asia in general, and China in particular.

 

This seminar is part of the Comparative Politics Workshop in the Department of Political Science and is co-sponsored by the Munro Lectureship Fund and The Europe Center.

Johanna Rickne Associate Professor of Economics speaker Stockholm University
Seminars
Paragraphs

Although development organizations agree that reliable access to energy and energy services—one of the 17 Sustainable Development Goals—is likely to have profound and perhaps disproportionate impacts on women, few studies have directly empirically estimated the impact of energy access on women's empowerment. This is a result of both a relative dearth of energy access evaluations in general and a lack of clarity on how to quantify gender impacts of development projects. Here we present an evaluation of the impacts of the Solar Market Garden—a distributed photovoltaic irrigation project—on the level and structure of women's empowerment in Benin, West Africa. We use a quasi-experimental design (matched-pair villages) to estimate changes in empowerment for project beneficiaries after one year of Solar Market Garden production relative to non-beneficiaries in both treatment and comparison villages (n = 771). To create an empowerment metric, we constructed a set of general questions based on existing theories of empowerment, and then used latent variable analysis to understand the underlying structure of empowerment locally. We repeated this analysis at follow-up to understand whether the structure of empowerment had changed over time, and then measured changes in both the levels and likelihood of empowerment over time. We show that the Solar Market Garden significantly positively impacted women's empowerment, particularly through the domain of economic independence. In addition to providing rigorous evidence for the impact of a rural renewable energy project on women's empowerment, our work lays out a methodology that can be used in the future to benchmark the gender impacts of energy projects.

All Publications button
1
Publication Type
Journal Articles
Publication Date
Journal Publisher
Environmental Research Letters
Authors
Jennifer Burney
Jennifer Burney
Halimatou Alaofè
Rosamond L. Naylor
Rosamond L. Naylor
Douglas Taren
Paragraphs

The Japan Program at Stanford’s Shorenstein Asia-Pacific Research Center (APARC), with the generous support of the United States-Japan Foundation and Japan Society for the Promotion of Science, held a conference in November 2016 titled “Womenomics, the Workplace, and Women.” The report, which is an outcome of the conference, offers an analysis of the state of women’s leadership and work-life balance in Japan and the United States, and specific actions that Japanese government stakeholders, corporations, start-ups, and educational institutions can take to address gender inequality in Japan.

All Publications button
1
Publication Type
Brochures
Publication Date
Journal Publisher
Japan Program at the Shorenstein Asia-Pacific Research Center
News Type
News
Date
Paragraphs

The Japan Program at the Shorenstein Asia-Pacific Research Center (APARC), in collaboration with the United States-Japan Foundation and Japan Society for the Promotion of Science, has published a report with findings from the inaugural conference, Womenomics, the Workplace, and Women, held in November 2016.

The two-day conference, which gathered 20 speakers and a substantial audience at Stanford, initiated dialogue about women’s leadership and work-life balance in Japan and the United States and encouraged the formation of a cross-sector network of experts seeking to build pathways to advance opportunity for women in both countries.

“The conference provided a unique opportunity for a diverse group of individuals to come together and explore how to tackle challenges that women continue to face on both sides of the Pacific,” said Mariko Yoshihara Yang, a visiting scholar and Japan Program Fellow at Shorenstein APARC, who organized the conference. “I believe the knowledge, perspectives and networks shared will go far beyond the two days we convened at Stanford, and make a valuable contribution to the movement to achieve gender equality and revitalize the Japanese economy.”

The conference report includes a set of actions that Japanese and American policy researchers and practitioners can pursue to promote women's leadership. A statement with the actions is arranged by organization type and published directly below.

Download the statement and full report.


Ten Actions Japan can take to Promote Women’s Leadership

Authors: Shelley Correll, Diane Flynn, Ari Horie, Atsuko Horie, Takeo Hoshi, Rie Kijima, Chiyo Kobayashi, Sachiko Kuno, Mitsue Kurihara, Kenji Kushida, Yoky Matsuoka, Emily Murase, Nobuko Nagase, Akiko Naka, Mana Nakagawa, Yuko Osaki, Machiko Osawa, Myra Strober, Kenta Takamori, Kazuo Tase, Mariko Yoshihara Yang

Government

The Japanese government should establish concrete measures to achieve targets stipulated in the Fourth Basic Plan for Gender Equality, which was approved by the Japanese Cabinet on December 25, 2015, and went into effect in April 2016. The following reforms will help promote this process and distribute benefits to all workers equally. A special emphasis was placed on ensuring versatility across many sectors.

1. Abolish the income tax deduction and social security premium exemption for dependent spouses and increase family care allowance. The spousal exemptions that allow income tax breaks and social security premiums discourage many married women from seeking full-time employment. The Japanese government has recently proposed to scale back the spousal tax break by raising the annual threshold from ¥1.03 to ¥1.5 million or less starting in 2018. However, this incremental measure will act only as a short-term solution. Japan needs a conclusive solution to best utilize women as the workforce. By completely eliminating the spousal exemption and providing family care allowance, more women will be incentivized to take on full-time and leadership positions in the workplace. Families with young children and aging parents will be compensated with family care allowance.

2. Expand the scope of corporate disclosure on gender equality and establish a “Women’s Empowerment Index.” The public database on gender equality, launched by the Cabinet Office in 2014 and administered by the Ministry of Health, Labor and Welfare since 2016, remains limited in its scope and scale. The government should add more substantial measures in the rubric such as hours of overtime work and “re-entry/on-ramping” rate of women, and mandate the reporting requirement. Based on the expanded database, the government should calculate a Women’s Empowerment Index and issue certifications to people with high ratings. The index would be embedded in the parameters for stakeholder decision-making and provide financial incentives for corporations to sustain a more diverse work environment.

Large Corporations

To increase women’s participation in the workplace, companies need to eliminate gender-based stereotypes in hiring and promotion practices, encourage more women to pursue full-time positions, and support women who seek to re-enter the labor force after temporary leave. Large corporations in Japan can take the following actions to lead these changes:

3. Scrutinize the yardsticks used for recruitment and promotion, and eliminate evaluation criteria that systematically sorts out certain candidates. Companies need to provide training to mid-career managers and top leaders to address unconscious biases in the workplace. It is critical to ensure a level-playing field for women and men.

4. Introduce a legal ceiling and penalties for overtime work and lift compulsory job transfers that disrupt family life. This will help change the prevailing work culture of devotion and self-sacrifice. Companies should consider decentralizing personnel administration so local offices will more closely monitor individual needs and preferences of employees’ and reflect them into their career trajectories. Such reforms will encourage more women to apply for full-time employment and leadership opportunities while reducing premature resignations of women with families.

5. Create a mandate for departments to establish and provide clear job descriptions for each position to ensure consistency across departments. This would allow employees to better articulate their skill sets when seeking new job opportunities within organizations or when they re-enter the labor market after taking breaks in their careers. In the long term, this will help Japan develop a more robust external labor market that promotes mobility between organizations and across sectors, not just within companies.

6. Create clear evaluation criteria for women with specialized careers and raise their visibility within and outside the organization. Visibility of an employee’s technical skills is known to influence her or his prospect for advancement. When women propose ideas based on their specialization, they should employ “amplification” techniques, where they repeat each other’s ideas to increase their credibility during meetings and brainstorming sessions. Corporate leaders should also make a point of acknowledging their expertise and vouch for their competence. Large corporations should facilitate their promotion to manager and board member positions.

Start-ups

Although women are still underrepresented in entrepreneurial leadership positions, the gender gap is less severe in the startup sector than in large corporations. Thus, promotion of entrepreneurship in general will increase the chances for women’s empowerment and leadership.

7. Create platforms to catalyze startups led by women and raise the visibility of successful female entrepreneurs. There should be a platform where novice and experienced entrepreneurs can interact. Routine exchange among successful female founders and aspiring entrepreneurs will help build a community that catalyzes women-led startups as they try to turn ideas into full-time businesses. Similarly, there should be a platform where female leaders in small startups and large corporations meet regularly to provide mutual mentorship. Corporate executives could learn the latest business trends while female entrepreneurs expand their professional networks.

8. Expand policies to encourage a culture of entrepreneurship with specific incentives for female entrepreneurs. The government should consider increasing the public funding for startups led by women and provide robust legal support for female entrepreneurs. Increased assistance to incubators and accelerators, specializing in supporting female founders, would also contribute to women’s empowerment.

Educational Institutions

Educational institutions play a key role in creating knowledge to ensure gender equality, promoting awareness and nurturing a bias-free mindset among young people. Furthermore, women’s advancement in education generally yields greater participation in the economy and society. Recent advancements have created a reversal among the OECD countries. More than half of all students graduating from secondary and higher education are female; however, Japan is still behind. The following two initiatives will help close the gap:

9. Strengthen gender equality promotion office at educational institutions. This includes hiring a dedicated diversity officer, who will help universities conduct gender analyses of leadership posts and monitor women in academic leadership positions. Furthermore, universities should introduce family friendly policies to support young faculty members. When faculty members take parental leave, universities should provide funding for temporary staff to lay the groundwork for their return. In addition, academic conferences held at universities should provide childcare services for out-of-town participants.

10. Create continuing education centers to offer certificate programs to provide skills and training for women and men looking to re-enter the workforce. The programs could provide specialized knowledge as well as skill development including self-assessment, counseling, resume-building, practice interviewing, and unconscious bias training. This will allow workers access to education and support throughout their onboarding process and transition into the workplace. These centers should also provide career services to match qualified workers with potential employers.

All News button
1
Paragraphs

A concise and accessible introduction to the gender histories of eastern Europe and the Soviet Union in the twentieth century. These essays juxtapose established topics in gender history such as motherhood, masculinities, work and activism with newer areas, such as the history of imprisonment and the transnational history of sexuality.

By collecting these essays in a single volume, Catherine Baker encourages historians to look at gender history across borders and time periods, emphasising that evidence and debates from Eastern Europe can inform broader approaches to contemporary gender history.

 

All Publications button
1
Publication Type
Books
Publication Date
Journal Publisher
Palgrave MacMillan
Authors
Katherine Jolluck
Paragraphs
Evidence from developed countries shows that there is a significant gender gap in STEM occupations. Girls may begin to underperform in math early as primary school. One possible explanation is the negative stereotype threat towards girls. However, this has been understudied in rural China. In this paper, we describe the math performance gender gap in rural China, compare the gender gap between rural and urban China, and finally compare the Chinese situation with other countries. We further examine possible explanations for the math performance gender gap from comparative perspectives. Using first hand datasets of 3,789 primary students and 12,702 junior high students in northwest China, combing with OECD 2012 Program for International Student Assessment (PISA) survey data, we find that in both rural and urban China, boys outperform girls in math. As students grow older, the gap widens. The size of the gender gap in rural China is larger than that in urban China, and larger than in many other countries. We further find that both the gender gaps in math self-concept and math anxiety and discriminatory family investment towards girls are not sufficient to explain the wide math performance gaps. Our study suggests the inequality of education in rural China still merits concern and calls for further work to explain the observed gender gap in math performance. 
 
All Publications button
1
Publication Type
Working Papers
Publication Date
Authors
Meichen Lu
Fang Chang
Scott Rozelle
Number
Working Paper
Paragraphs
This article seeks to look broadly at Second World War violence through the lens of gender; to shift the focus from attacks on ethno-national groups to the ways that women were targeted within and across ethno-national lines. It asks why the occupiers and inhabitants of Eastern Europe unleashed such tremendous brutality against females in the region, civilians who, according to the Hague Conventions and moral norms, were supposed to be shielded from the ravages of war. Given the enormity of the topic of the violence women suffered during the war and its immediate aftermath, I focus on Poland and the western part of the Soviet Union, the epicenter of wartime brutality. This territory suffered alternating occupations by the Nazis and Soviets, with broad swaths changing overlords three times. The article is organized by stages of the war, each of which bore a distinct character of violence. The focus on gender-based violence by no means assumes that women were only victims during the war. They exercised varying degrees of agency, as fighters, perpetrators, resisters, collaborators, and simply as individuals trying to survive — experiences that space will not allow in this article.
All Publications button
1
Publication Type
Journal Articles
Publication Date
Journal Publisher
Australian Journal of Politics & History
Authors
Katherine Jolluck
Paragraphs
We study the impact of the introduction of a form of bankruptcy protection on household investment in the U.S. South in the 1840s, which predated modern bankruptcy laws. During this period, certain southern states passed laws that protected married women's property from seizure in the case of insolvency, amending the common law default which vested a wife's property in her husband and thus allowed it to be seized for the repayment of his debts. Importantly, these laws only applied to newlyweds. We compare couples married after the passage of a law with couples from the same state who married before the passage of a law. Since states passed laws at different points in time, we can exploit variation in protection conditional on state and year of marriage. We find that the effect on household investment was heterogeneous: if most household wealth came from the husband (wife), the law led to an increase (decrease) in investment. This is consistent with a simple model where downside protection leads to both an increase in the demand for credit and a reduction in supply. Demand effects will only dominate if a modest fraction of total wealth is protected.
All Publications button
1
Publication Type
Working Papers
Publication Date
Journal Publisher
NBER Working Paper Series
Authors
Peter Koudijs
Laura Salisbury
Number
21952
Paragraphs

The Routledge Handbook of Muslim-Jewish Relations invites readers to deepen their understanding of the historical, social, cultural, and political themes that impact modern-day perceptions of interfaith dialogue. The volume is designed to illuminate positive encounters between Muslims and Jews, as well as points of conflict, within a historical framework. Among other goals, the volume seeks to correct common misperceptions about the history of Muslim-Jewish relations by complicating familiar political narratives to include dynamics such as the cross-influence of literary and intellectual traditions. Reflecting unique and original collaborations between internationally-renowned contributors, the book is intended to spark further collaborative and constructive conversation and scholarship in the academy and beyond.

All Publications button
1
Publication Type
Books
Publication Date
Journal Publisher
Routledge
Authors
Ibtissam Bouachrine
Judy Goldstein
Subscribe to Gender