For Oleksii Movchan, a member of the Verkhovna Rada (Ukraine’s Parliament) and deputy chair of the parliamentary committee on economic development, his focus is on expanding financing tools for reconstruction. As part of a project he began during his 2025 SU-DD fellowship, he is drafting legislation to reform municipal bond regulations, aimed at increasing the participation of local governments in securities and debt markets and attracting additional resources for rebuilding Ukraine. To accomplish this work, he has relied on the Problem-Solving Framework he learned at Stanford, and shares that his experience in the SU-DD program made him more confident in his values and encouraged him to “stand on [his] principles and values of integrity, openness, and respect to human rights and democracy.” By strengthening municipal access to capital, his work seeks to support infrastructure recovery while reinforcing transparent financial governance.

Maria Golub, a senior political and policy advisor working on EU and NATO integration, is developing a national Coalition for Recovery — an inclusive, cross-sectoral platform designed to unify Ukraine’s defense, reconstruction, and reform agendas. With Ukraine balancing the demands of war and reconstruction, Golub’s 2025 SU-DD project aims to ensure that recovery planning connects security, governance, and innovation rather than treating them as separate tracks. Currently in a pilot, her proposals have already informed the government's 2026 recovery and resilience planning process.

At the regional level, Mykhailo Pavliuk, vice-chairman of the Chernivtsi Oblast (state) legislature in Ukraine, is actively implementing reforms to advance self-government and deepen Ukraine’s decentralization process. His work, initiated during his time at Stanford in 2023, focuses on strengthening “consolidated, self-sufficient communities” by developing political, financial, infrastructure, and social strategies that can be carried out locally, including cross-border regional initiatives in Chernivtsi. He said the most important element is “supporting the potential of people at the local level through the activities of advisory bodies, consultations, and modeling of joint decisions,” bringing citizens closer to decision-making on community affairs. Pavliuk emphasized that decentralization has been critical to Ukraine’s resilience since 2022, while noting that “there would certainly be a greater outcome in peacetime,” without the constraints imposed by war.

In the media sector, Alyona Nevmerzhytska, CEO of the independent outlet hromadske, is actively implementing her 2025 SU-DD project to strengthen the organization’s long-term sustainability and resilience. Her work, she says, “addresses two interconnected challenges: financial vulnerability and the rapid emergence of AI in the media landscape.” By developing diversified revenue strategies and integrating responsible AI tools into newsroom workflows, she aims to “improve efficiency, counter disinformation, and expand audience reach.” Despite ongoing security risks, she shares that the newsroom has maintained consistent production, adapted its operations, and prioritized staff safety, demonstrating what she described as “strong institutional resilience.” During her time on campus, Nevmerzhytska met with Stanford journalism and technology experts, whose guidance enhanced her strategic thinking around AI integration and digital modernization, “providing practical insights and [the] confidence to adopt responsible AI tools for efficiency and multilingual production.” She reports that hromadske continues to serve as a platform for accountability and public debate, reinforcing its role within Ukraine’s civil society.

Iaroslav Liubchenko, currently CEO of Ukraine’s national electronic public procurement system Prozorro, focused his 2023 Stanford project on strengthening transparency, efficiency, and institutional integrity in Ukraine’s defense procurement architecture. Today, that vision has become central to his leadership agenda. Prozorro is advancing three core priorities: deepening European integration through the approximation of EU public procurement directives into national legislation — in cooperation with Member of Parliament Oleksii Movchan — and sharing Prozorro’s digital governance model with EU partners; scaling up defense procurement within the system, including drones, unmanned and robotic systems, electronic warfare capabilities, non-lethal equipment for military infrastructure, and strengthened cooperation with the Defence Procurement Agency; and developing the broader Prozorro ecosystem through new coalitions and markets, advanced digital instruments, and AI integration. Prozorro seeks to ensure that Ukraine’s defense and rebuilding efforts are supported by transparent, technology-driven, and institutionally resilient procurement systems — not only fully aligned with EU standards, but capable of serving as a model for public procurement reform across Europe.

Ukraine’s Path Forward

Together, the fellows describe a future shaped not only by physical rebuilding but by the strength of Ukraine’s institutions and civic life. When asked about the country’s priorities for the next several years, their responses aligned in three areas: securing victory and sustaining defense capacity, advancing EU integration, and rebuilding critical infrastructure. Each emphasized that reconstruction must be paired with governance reforms to ensure public trust and long-term resilience.

Amid the political, economic, and human toll of war, our fellows agreed that the “unbreakable spirit and will of Ukrainians” gives them hope. “I am inspired by the endurance of Ukrainian society,” said Nevmerzhytska. “Despite exhaustion and loss, people continue to volunteer, innovate, and support each other. That civic resilience gives me confidence that Ukraine’s democratic spirit remains strong.”

As we look to the beginning of the fifth year of Russia’s war, Ukraine’s future is still uncertain. But the projects these leaders developed during their time at Stanford have carried into their work in parliament, regional government, civil society, media, and the defense sector. What began as ideas for reform are now being tested and adapted under wartime conditions, as they work to keep institutions functioning and prepare for the country’s long-term recovery.

Introduction and Motivation:

Social scientists and philosophers have shown increased interest in the concept of descriptive representation. Indeed, the identities and life experiences of those doing the representing may be critical for enacting the preferences of those being represented. This is especially the case for historically marginalized groups — upper-class, educated men may simply fail to adequately represent lower-class, uneducated, or women voters. In addition to considerations of fairness, there is growing recognition that descriptive representation can improve policy outcomes, such as service delivery or trust in government.

However, the study of descriptive representation has been hampered by data availability. Identifying simple correlations across the world’s democracies — for example, between proportions of working-class legislators and levels of social welfare provision — has hitherto been impossible.

In “The Global Legislators Database,” Nicholas Carnes, Joshua Ferrer, Miriam Golden, Esme Lillywhite, Noam Lupu, and Eugenia Nazrullaeva introduce the largest dataset of biographic and demographic information on national legislators ever assembled. GLD will enable scholars to assess just how much voters elect those with life experiences resembling their own. The authors compile information on five descriptive variables across 97 democracies: legislators’ party affiliation, gender, age, highest level of education, and previous occupation (to assess their social class). By contrast, prior datasets have focused only on heads of state or cabinet members, or on only a selection of more developed democracies.

Some questions around descriptive representation would seem to have intuitive answers: Wouldn’t developed countries have more women representatives, or wouldn’t women legislators feature less prominently in right-wing parties? Scholars can now hope to do more than merely gesture at answers.

Characteristics, Validity Checks, and Applications:

GLD comprises countries that (a) have a population of over 300,000 and (b) meet the standard for what Freedom House calls “Electoral Democracy” — having some minimum of political rights and civil liberties. Excluding six cases of data availability constraints, this yields 97 countries, including India, the United States, Brazil, Mexico, Nigeria, and the Philippines. Scholars of Pakistan, Bangladesh, or Turkey — who would likely characterize these countries as authoritarian during the 2015-17 time period — will be pleased that the authors chose a more forgiving measure of democracy.

Biographic data is drawn from the national legislature in unicameral countries and the lower chamber in bicameral countries. (By contrast, upper chambers are sometimes indirectly appointed or hereditary, which sheds less light on whether voters choose descriptively similar representatives.) This yields over 19,000 individuals who held office during at least one legislative session in 2015, 2016, and 2017. GLD has remarkably complete data for the five variables mentioned above: age and education data are presented for over 90% of legislators in the dataset, for over 93% as regards occupation, and nearly 100% for gender.

In order to assess GLD’s validity, the authors compare select variables to those in comparable datasets. For example, the gender variable is compared with gender data from the Varieties of Democracy (V-Dem) project, which shows that the two measures are nearly identical. So too is the age data nearly identical to an index from 15 affluent democracies.
 

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Figure 1. Shares of women legislators in the GLD and V-Dem. Note: Bahamas, Belize, Fiji, and Kosovo are omitted because of missing data in the V-Dem.
 

For categories like education and prior occupation — where comparable data are unavailable — the authors conduct “face validity” tests: these draw on our intuitions that legislators are, for example, mostly educated and not working class. And indeed, these intuitions are borne out in the distributions of GLD data. In terms of total coverage, GLD includes information on more legislators than the comparable Global Leadership Project database for all but two countries, and in many cases, the differences are large.
 

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Figure 3. Distributions of legislator traits in the GLD. Note: Age is calculated at the time of election. Higher education includes levels beyond primary and secondary education (Bachelors, Masters, PhD, LLB, LLM, JD, MD, and short-cycle tertiary). Data on educational attainments for legislators is unavailable for Côte d’Ivoire.
 

The authors then use GLD in application to a number of questions for which scholars have lacked global data. First, some have hypothesized that in legislatures with more (a) uneducated, (b) female, and (c) working-class representatives, incumbency rates will be lower. This is because individuals from these three groups might have a harder time overcoming challenges relating to expertise, sexism, and fundraising, respectively. Correlating GLD data with a global reelection database, the authors find only evidence for (b), suggesting that women may face higher barriers to remaining in office. These are only correlations, but they point to fruitful areas for exploration: why might women face unique barriers, and what distinguishes countries with lower versus higher barriers?
 

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Figure 5. Re-election rates by years of education, gender, and occupational background. Note: The share of working-class legislators is zero for six countries that are dropped from the figure: Albania, Botswana, Cyprus, Estonia, Guatemala, and Mongolia.
 

A second application involves public financing of elections, which is thought to favor more working-class legislators who would have a harder time fundraising. Correlating V-Dem data on public financing with the GLD variable on prior occupation, however, the authors find limited evidence for this conjecture. Finally, some have proposed that countries with a stronger rule of law would favor a higher proportion of lawyers in the national legislature. Looking again at GLD prior occupation data alongside V-Dem rule of law data, the authors find limited evidence for this hypothesis.

These varied applications point to how the Global Legislators Database can serve as a valuable resource for scholars interested in the causes and consequences of descriptive representation. Although the GLD covers only a single point in time, it can serve as a bedrock for additional data-collection efforts. In addition to expanding its temporal coverage, scholars may also wish to gather data on upper chambers. Especially in ethnically diverse countries like Bosnia and Herzegovina, upper chambers are intended to mirror the descriptive composition of specific regions. However, it may be the case that ethnic representatives are still vastly more wealthy or educated than their constituents, thus impeding their ability to represent.

*Brief prepared by Adam Fefer.