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The goal of sex and gender analysis is to promote rigorous, reproducible and responsible science. Incorporating sex and gender analysis into experimental design has enabled advancements across many disciplines, such as improved treatment of heart disease and insights into the societal impact of algorithmic bias. Here we discuss the potential for sex and gender analysis to foster scientific discovery, improve experimental efficiency and enable social equality. We provide a roadmap for sex and gender analysis across scientific disciplines and call on researchers, funding agencies, peer-reviewed journals and universities to coordinate efforts to implement robust methods of sex and gender analysis.

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Nature
Authors
Cara Tannenbaum
Robert P. Ellis
Friederike Eyssel
James Zou
Londa Schiebinger
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Gender diversity has the potential to drive scientific discovery and innovation. Here, we distinguish three approaches to gender diversity: diversity in research teams, diversity in research methods and diversity in research questions. While gender diversity is commonly understood to refer only to the gender composition of research teams, fully realizing the potential of diversity for science and innovation also requires attention to the methods employed and questions raised in scientific knowledge-making. We provide a framework for understanding the best ways to support the three approaches to gender diversity across four interdependent domains — from research teams to the broader disciplines in which they are embedded to research organizations and ultimately to the different societies that shape them through specific gender norms and policies. Our analysis demonstrates that realizing the benefits of diversity for science requires careful management of these four interdependent domains.

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Nature: Human Behavior
Authors
Mathias Wullum Nielsen
Carter Walter Bloch
Londa Schiebinger
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In 1670 the Sicilian painter Agostino Scilla (1629–1700) devised an entirely new way of depicting fossils when he wrote and illustrated his Vain Speculation Undeceived by Sense (1670–1671), which argued that fossils were the remains of once living creatures and not mimetic stones. This essay explores the nature of Scilla’s graphic innovations, comparing his fossils drawings and Pietro Santi Bartoli’s engravings of them to earlier and contemporary images of fossils. Scilla captured the effect of time on nature by infusing his style of drawing with his philosophical understanding of what it means to see and to know. He made his drawing less rich in detail to focus on those which served his purpose. In particular, he made the first use of dotted lines in paleontological illustration to render his images dynamic theoretical interpretations rather than static depictions.

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Endeavor
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Paula Findlen
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Former Lecturer in History
Former Mellon Postdoctoral Fellow of the Stanford Humanities Center
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I work on the history of early modern Europe, combining social, legal and intellectual history with spatial and digital methods. My research explores how old-regime societies negotiated freedom of movement and its restriction, how they justified and denounced phenomena like serfdom, and to what extent the spatial make-up of their world differed from ours.

My first book, Porous Order, retraces the history of the modern state’s grasp over flows of goods and people, particularly during the early modern period. After having dug through more than twenty archives between the Alps and the North Sea, I am able to show how travelers, jurists and officials negotiated passage and obstruction on the roads and rivers of the Old Reich, one of the pre-modern world’s most fragmented regions. I do this with particular reference to safe-conduct, that is, the quasi-sovereign right to escort travelers and to levy duties on passing goods and people. My book challenges conventional conceptions of pre-modern statehood, and offers a new account of how early modern polities claimed and disputed rights of passage.

My second project explores the history of the atmosphere in early modernity. With the rise of global history, historians have continuously expanded the spatial scope of their studies in a horizontal movement. In recent decades, however, a growing body of literature has begun to discuss the human exploration of the atmosphere and outer space in a distinctly vertical dynamic. A widespread assumption in this literature is that the history of airspace begins with the history of aviation. My project combines archival research, text mining, and GIS to show to that the human engagement with airspace has a longer history.

I use geospatial and distant reading approaches to explore phenomena that escape the grasp of conventional scholarship. I have completed statistical, GIS, and computational training at Heidelberg, Columbia, and Stanford. Within Stanford’s Spatial History Project, I lead a digital mapping project that uses GIS and other digital tools to create new maps of old-regime Europe. I also participate in a collaborative digital history project on mobility in the early modern world. My digital research uses advanced computing to gain a more adequate understanding of pre-modern political geography, to retrace the ways in which goods and people travelled through the physical landscape, and to uncover broad spatial and temporal trends in intellectual history. I am excited about how digital tools facilitate, complement and transform scholarship in the humanities.

I have designed and taught numerous lecture and seminar classes for undergraduate, graduate, and doctoral students at Stanford, Berlin, and Florence, on different aspects of of early modern history, on spatial history and on the digital humanities. I also acted as co-director of Stanford’s Digital Humanities Graduate Fellowship Program.

I am a Mellon Postdoctoral Fellow and a lecturer at Stanford University. I earned a PhD in History from the European University Institute, a MA in History from the École des hautes études en sciences sociales and University of Heidelberg, as well as a BA in Economics from that same university. Before moving to California, I taught at the Free University of Berlin. I have also been a visiting scholar at the University of Saint Andrews and at Columbia University.

 

Affiliated Lecturer at The Europe Center
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Distinguished Visiting Austrian Chair Professor (2017-2018)
Professor of Data and Knowledge Engineering, Vienna University of Economics and Business
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Axel Polleres heads the Institute of Information Business of Vienna University of Economics and Business (WU Wien) which he joined in Sept 2013 as a full professor in the area of "Data and Knowledge Engineering". Since January 2017 he is also a member of the Complexity Science Hub Vienna Faculty. He obtained his Ph.D. and habilitation from Vienna University of Technology and worked at University of Innsbruck, Austria, Universidad Rey Juan Carlos, Madrid, Spain, the Digital Enterprise Research Institute (DERI) at the National University of Ireland, Galway, and for Siemens AG's Corporate Technology Research division before joining WU Wien. His research focuses on querying and reasoning about ontologies, rules languages, logic programming, Semantic Web technologies, Web services, knowledge management, Linked Open Data, configuration technologies and their applications. He has worked in several European and national research projects in these areas. Axel has published more than 100 articles in journals, books, and conference and workshop contributions and co-organised several international conferences and workshops in the areas of logic programming, Semantic Web, data management, Web services and related topics and acts/acted as editorial board member for JWS, SWJ and IJSWIS. Moreover, he actively contributed to international standardisation efforts within the World Wide Web Consortium (W3C) where he co-chaired the W3C SPARQL working group.

Head, Institute of Information Business, Vienna University of Economics and Business
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The article introduces the All Minorities at Risk (AMAR) data, a sample of socially recognized and salient ethnic groups. Fully coded for the forty core Minorities at Risk variables, this AMAR sample provides researchers with data for empirical analysis free from the selection issues known in the study of ethnic politics to date. We describe the distinct selection issues motivating the coding of the data with an emphasis on underexplored selection issues arising with truncation of ethnic group data, especially when moving between levels of data. We then describe our sampling technique and the resulting coded data. Next, we suggest some directions for the future study of ethnicity and conflict using our bias-corrected data. Our preliminary correlations suggest selection bias may have distorted our understanding about both group and country correlates of ethnic violence.

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Journal of Conflict Resolution
Authors
Jóhanna K. Birnir
David Laitin
Jonathan Wilkenfeld
David M. Waguespack
Agatha S. Hultquist
Ted R. Gurr
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The Stata package krls as well as the R package KRLS implement kernel-based regularized least squares (KRLS), a machine learning method described in Hainmueller and Hazlett (2014) that allows users to tackle regression and classification problems without strong functional form assumptions or a specification search. The flexible KRLS estimator learns the functional form from the data, thereby protecting inferences against misspecification bias. Yet it nevertheless allows for interpretability and inference in ways similar to ordinary regression models. In particular, KRLS provides closed-form estimates for the predicted values, variances, and the pointwise partial derivatives that characterize the marginal effects of each independent variable at each data point in the covariate space. The method is thus a convenient and powerful alternative to ordinary least squares and other generalized linear models for regression-based analyses.

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Journal of Statistical Software
Authors
Jeremy Ferwerda
Jens Hainmueller
Chad J. Hazlett
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It is a global story, a new industrial revolution. The spread of the internet and the proliferation of social media have led to dramatic changes with salutary results: greater access to more diverse information, gateways to goods and services that have transformed the retail experience, and opportunities to engage and network with expanded communities, while still staying in touch with friends and family, all thanks to the blessings of these new technologies.

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The Caravan
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Russell A. Berman
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As Silicon Valley prepares to welcome Indian Prime Minister Narendra Modi, Stanford historian Priya Satia argues that Indians and Americans should remember the state-abetted violence and intolerance of minorities in the recent past as enthusiasm for "Digital India" overwhelms concerns of religious and individual freedom in the September 18, 2015 edition of The Huffington Post.

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The Huffington Post
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Priya Satia
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For 14 years, Mariano-Florentino Cuéllar has been a tireless Stanford professor who has strengthened the fabric of university’s interdisciplinary nature. Joining the faculty at Stanford Law School in 2001, Cuéllar soon found a second home for himself at the Freeman Spogli for International Studies. He held various leadership roles throughout the institute for several years – including serving as co-director of the Center for International Security and Cooperation. He took the helm of FSI as the institute’s director in 2013, and oversaw a tremendous expansion of faculty, research activity and student engagement. 

An expert in administrative law, criminal law, international law, and executive power and legislation, Cuéllar is now taking on a new role. He leaves Stanford this month to serve as justice of the California Supreme Court and will be succeeded at FSI by Michael McFaul on Jan. 5.

 As the academic quarter comes to a close, Cuéllar took some time to discuss his achievements at FSI and the institute’s role on campus. And his 2014 Annual Letter and Report can be read here.

 

You’ve had an active 20 months as FSI’s director. But what do you feel are your major accomplishments? 

We started with a superb faculty and made it even stronger. We hired six new faculty members in areas ranging from health and drug policy to nuclear security to governance. We also strengthened our capacity to generate rigorous research on key global issues, including nuclear security, global poverty, cybersecurity, and health policy. Second, we developed our focus on teaching and education. Our new International Policy Implementation Lab brings faculty and students together to work on applied projects, like reducing air pollution in Bangladesh, and improving opportunities for rural schoolchildren in China.  We renewed FSI's focus on the Ford Dorsey Program in International Policy Studies, adding faculty and fellowships, and launched a new Stanford Global Student Fellows program to give Stanford students global experiences through research opportunities.   Third, we bolstered FSI's core infrastructure to support research and education, by improving the Institute's financial position and moving forward with plans to enhance the Encina complex that houses FSI.

Finally, we forged strong partnerships with critical allies across campus. The Graduate School of Business is our partner on a campus-wide Global Development and Poverty Initiative supporting new research to mitigate global poverty.  We've also worked with the Law School and the School of Engineering to help launch the new Stanford Cyber Initiative with $15 million in funding from the Hewlett Foundation. We are engaging more faculty with new health policy working groups launched with the School of Medicine and an international and comparative education venture with the Graduate School of Education. 

 

Those partnerships speak very strongly to the interdisciplinary nature of Stanford and FSI. How do these relationships reflect FSI's goals?

The genius of Stanford has been its investment in interdisciplinary institutions. FSI is one of the largest. We should be judged not only by what we do within our four walls, but by what activity we catalyze and support across campus. With the business school, we've launched the initiative to support research on global poverty across the university. This is a part of the SEED initiative of the business school and it is very complementary to our priorities on researching and understanding global poverty and how to alleviate. It's brought together researchers from the business school, from FSI, from the medical school, and from the economics department.  

Another example would be our health policy working groups with the School of Medicine. Here, we're leveraging FSI’s Center for Health Policy, which is a great joint venture and allows us to convene people who are interested in the implementation of healthcare reforms and compare the perspective and on why lifesaving interventions are not implemented in developing countries and how we can better manage biosecurity risks. These working groups are a forum for people to understand each other's research agendas, to collaborate on seeking funding and to engage students. 

I could tell a similar story about our Mexico Initiative.  We organize these groups so that they cut across generations of scholars so that they engage people who are experienced researchers but also new fellows, who are developing their own agenda for their careers. Sometimes it takes resources, sometimes it takes the engagement of people, but often what we've found at FSI is that by working together with some of our partners across the university, we have a more lasting impact.

 

Looking at a growing spectrum of global challenges, where would you like to see FSI increase its attention? 

FSI's faculty, students, staff, and space represent a unique resource to engage Stanford in taking on challenges like global hunger, infectious disease, forced migration, and weak institutions.  The  key breakthrough for FSI has been growing from its roots in international relations, geopolitics, and security to focusing on shared global challenges, of which four are at the core of our work: security, governance, international development, and  health. 

These issues cross borders. They are not the concern of any one country. 

Geopolitics remain important to the institute, and some critical and important work is going on at the Center for International Security and Cooperation to help us manage the threat of nuclear proliferation, for example. But even nuclear proliferation is an example of how the transnational issues cut across the international divide. Norms about law, the capacity of transnational criminal networks, smuggling rings, the use of information technology, cybersecurity threats – all of these factors can affect even a traditional geopolitical issue like nuclear proliferation. 

So I can see a research and education agenda focused on evolving transnational pressures that will affect humanity in years to come. How a child fares when she is growing up in Africa will depend at least as much on these shared global challenges involving hunger and poverty, health, security, the role of information technology and humanity as they will on traditional relations between governments, for instance. 

 

What are some concrete achievements that demonstrate how FSI has helped create an environment for policy decisions to be better understood and implemented?

We forged a productive collaboration with the U.N. High Commissioner for Refugees through a project on refugee settlements that convened architects, Stanford researchers, students and experienced humanitarian responders to improve the design of settlements that house refugees and are supposed to meet their human needs. That is now an ongoing effort at the UN Refugee Agency, which has also benefited from collaboration with us on data visualization and internship for Stanford students. 

Our faculty and fellows continue the Institute's longstanding research to improve security and educate policymakers. We sometimes play a role in Track II diplomacy on sensitive issues involving global security – including in South Asia and Northeast Asia.  Together with Hoover, We convened a first-ever cyber bootcamp to help legislative staff understand the Internet and its vulnerabilities. We have researchers who are in regular contact with policymakers working on understanding how governance failures can affect the world's ability to meet pressing health challenges, including infectious diseases, such as Ebola.

On issues of economic policy and development, our faculty convened a summit of Japanese prefectural officials work with the private sector to understand strategies to develop the Japanese economy.  

And we continued educating the next generation of leaders on global issues through the Draper Hills summer fellows program and our honors programs in security and in democracy and the rule of law. 

 

How do you see FSI’s role as one of Stanford’s independent laboratories?

It's important to recognize that FSI's growth comes at particularly interesting time in the history of higher education – where universities are under pressure, where the question of how best to advance human knowledge is a very hotly debated question, where universities are diverging from each other in some ways and where we all have to ask ourselves how best to be faithful to our mission but to innovate. And in that respect, FSI is a laboratory. It is an experimental venture that can help us to understand how a university like Stanford can organize itself to advance the mission of many units, that's the partnership point, but to do so in a somewhat different way with a deep engagement to practicality and to the current challenges facing the world without abandoning a similarly deep commitment to theory, empirical investigation, and rigorous scholarship.

 

What have you learned from your time at Stanford and as director of FSI that will inform and influence how you approach your role on the state’s highest court?

Universities play an essential role in human wellbeing because they help us advance knowledge and prepare leaders for a difficult world. To do this, universities need to be islands of integrity, they need to be engaged enough with the outside world to understand it but removed enough from it to keep to the special rules that are necessary to advance the university's mission. 

Some of these challenges are also reflected in the role of courts. They also need to be islands of integrity in a tumultuous world, and they require fidelity to high standards to protect the rights of the public and to implement laws fairly and equally.  

This takes constant vigilance, commitment to principle, and a practical understanding of how the world works. It takes a combination of humility and determination. It requires listening carefully, it requires being decisive and it requires understanding that when it's part of a journey that allows for discovery but also requires deep understanding of the past.

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