Global Consensus Toolkit


The Global Consensus Toolkit is a visual analytics platform developed to provide small and developing United Nations (UN) member states with information to make data-based decisions in negotiations at the UN and bilateral meetings.

Recognizing that most small and developing states do not have the analytical resources and workforces of larger members, this public-access portal seeks to remedy that disadvantage. Further, although it was designed initially with diplomats as the end-users in mind, the Toolkit is relevant to a broad range of UN stakeholders. These include governments and their agencies, researchers, think tanks, nonprofit organizations, advocacy groups and policy decision-makers.

The Toolkit is the product of a seven-month, experiential, interdisciplinary Diplomacy Lab project created by students in Northeastern’s College of Professional Studies for the U.S. Department of State with data sourced from the United Nations Digital Library. To date, the Toolkit has benefitted from the contributions of 85 students from the Northeastern graduate programs in Global Studies & International Relations and the undergraduate and graduate programs in Analytics.


A primary motivation for having a public access portal is to level the policy-making playing field, particularly among large, small, and developing nation-states. This is consistent with a fundamental principle of the UN: the sovereign equality of all its members. The UN General Assembly rule for every member state is one country, one vote. However, the workforce of each country’s UN mission varies substantially. For example, The Permanent Mission of the Republic of Vanuatu to the UN has two diplomats; the Permanent Mission of Mali has a team of eight diplomats. By comparison, The Permanent Mission of the United Kingdom has 48 diplomats, and the United States Mission has 150. (source: UN Blue Book). ​​

The Global Consensus Toolkit allows users to explore 20 years of UN member voting via powerful, highly intuitive, interactive dashboards. At its core, the Toolkit is a curated database of UN member state voting records supported by extensive metadata. Users can analyze the voting coincidence—how often the votes of specific stakeholders coincide—among member states and regional and economic voting blocs or based on specific issues or topics such as climate, human rights, foreign direct investment or sanctions.


The Voting Coincidence Visualizations use metrics identified by the U.S. Department of State. The resolutions are grouped by topics and subtopics; accompanying graphs tally votes by resolution. So far, only one dashboard uses the simple tally of Yes, No, Abstain, and Absent votes (called “count” and represented by the last dashboard below). The objective is to zoom out and provide a comprehensive analysis of the data.

An example of one of the interactive dashboards. Scroll down to the Visualization Dashboards section below to access the links to all five dashboards.


The Toolkit was designed to be used by a broad range of UN stakeholders, including but not limited to:

  • diplomats
  • government officials
  • government agencies
  • students of international public policy, foreign policy, international relations or law
  • international organizations
  • media outlets
  • think tanks
  • nonprofit organizations
  • advocacy groups
  • policy decision-makers

“It is excellent that these innovative dashboards are available as a public good: they demonstrate the potential of data analytics in multilateral diplomacy and can be useful to large and small countries alike, particularly those with limited manpower or resources. Looking forward to seeing more exciting work from the Northeastern team!”

Rebecca Webber Gaudiosi, Negotiation Trainer and Former U.S. Diplomat

Each stakeholder may desire different analyses, and users can filter and visualize the information according to their needs. Although its options are by no means exhaustive, the Toolkit does present users with a variety of choices for how to slice the data.


We’d like to know what you think! As you browse the dashboards, what are your observations? What other stories would you like to see from this data? What other useful frames or filters can you imagine? Would other forms of visualization be helpful?

For instance, would you like to see bar graphs of the count of the votes (Yes, No, Abstain, and Absent)? As an example of the Toolkit’s ongoing evolution, our plans include the addition of new metric based on the article, Third World Solidarity: The Group of 77 in the UN General Assembly by Keisuke Iida, adding to the voting coincidence metric of the U.S. State Department. Are there other metrics you would like our data scientists and current students to implement?

Please consider the questions below or send us any other feedback you have. We will make updates and recommendations based on the feedback we receive.

  • What would you like to see?
  • What can be improved?
  • In what other ways can this data be viewed/sliced?
  • What other metrics could help to shed light on this data?

Submit your feedback for individual dashboards below:

Visualization Dashboards

The Voting Coincidence Dashboard uses the U.S. State Department metrics (1 for Yes or No votes and 0.5 for Abstain; the Absent vote is ignored). This visualization displays the voting coincidence percentage for any desired G77 country compared to a base country. The base country can be selected in the top scroll-down dialog box (typing the country name for a faster match). The map can be used to choose a range of countries by area using the lasso icon.  Using the controls, the audience can interact with the visualizations and determine the percentage of voting coincidence on the resolutions discussed in the General Assembly and the voting coalitions. By default, all years (2000 – 2020) are selected, but each year can be deselected using the Year of Action Date at the top right of the screen. The subtopics are also determined by default; for easier use, the Top Level Topic can select a broad topic level. All of its sublevels will be included in the analysis; for refinement, one can use the Sub Level Description to select only the desired ones. All the selected (checked) parameters apply to all three graphs.

View the full dashboard

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The Voting Coincidence by Resolution (Agenda) Dashboard allows the user to analyze the voting coincidence for each resolution relative to the selected topics (Top and Sublevel). All 20 years are included in this visualization; all the filters operate in the same way. Users can adjust the percentage of vote coincidence by moving the sliding bar above the map graph.

View the full dashboard

Submit feedback

The Country Cluster Dashboard presents a geo map analysis of the voting coincidence with the country’s GDP.

The social indicators cluster analyses were modeled in relation to the voting coincidence scores. The clusters are the benchmark between average social indicator indexes and average of voting coincidence. The ranges of low, medium and high avg social indexes/indicators (Global Terrorism Index, Happiness Indicator and Woman Power Indicator) and avg voting coincidence (VC) scores vary with the selected base country and topic/issue filters. Make sure to click in the maps dots to see the average values for indexes and VC scores. Those cluster analyses are exploratory by nature, if there are solid and consistency clusters formations, it indicates a possible correlation between VC and the corresponding social indicator. For example, the Terrorism Index seems to be well correlated with VC when one filter by Crime (12.1) and Terrorism (12.2).

To find out which resolutions belong to which topic, please use the tab titled “Reference”* at the Voting Coincidence by Group Dashboard (better to open it in a separate window browser or monitor).

*Please note: If the clicdata link times out, you may need to click it again.

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The Voting Coincidence by Group* Dashboard (Clicdata) presents the same metric of voting coincidence among the well-established G77 groups compared with 16 other countries. It offers a total comparison by year as well as a comparison by Topics (all years combined)

View the full dashboard*

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*Please note: If the clicdata link times out, you may need to click it again.

The Voting Coincidences in the United Nations General Assembly Dashboard tells audiences the story of voting patterns among different countries. This includes visualizations of vote counts for selected countries and the votes they have provided on each of the resolutions for sub level topics; trend lines of voting coincidences for a specified list of countries relative to the base country; Radar Charts of voting coincidences of countries on a list of top-level and sub-level topics; and Cluster Analysis Map visualizations of the 193 countries present in the UN on different top-level and sub-level topics. Toolkit users can interact with the visualizations and determine Yes, No, and Abstain vote counts on the resolutions discussed in the General Assembly and the voting coalitions.

  • The filters for each graph are on the left side and are either a dropdown list (identified by an arrow) or a box where you type the code of the country to be analyzed.
  • With topics/subtopics, some graphs have a sliding bar with which to choose how many years to view; if there is no such slider, the graph includes all 20 years in the visualization.

View the full dashboard

Submit feedback

Meet the Faculty

Fiona Creed headshot

Fiona Creed, Associate Teaching Professor

Dr. Creed’s career spans the diplomatic, academic, entrepreneurial and nonprofit sectors. She began as a policy analyst at the EU Delegation to the United Nations in New York City and developed that experience into her Ph.D. research on the European Union representation at the UN. As an assistant professor at University College in Cork, Ireland, Fiona taught international relations and European studies. She served as the Executive Director of the United Nations Association of Greater Boston, a nonprofit organization that educates students in diplomacy and global issues through its experiential learning program, Model UN. Fiona also served as a project lead and advisor at SOLVE MIT, a marketplace for social impact and social entrepreneurship, connecting startups with the funding and resources to solve global challenges.

Dr. Creed served as the Lead Policy Analyst on the Global Consensus Toolkit.

Francesca Grippa, Teaching Professor

Dr. Grippa’s academic expertise is at the intersection of innovation, entrepreneurship and organizational behavior. Dr. Grippa is also Faculty Affiliate at Northeastern’s Global Resilience Institute and Visiting Scholar at MIT’s Connection Science. Her research interests include collaborative innovation networks; entrepreneurship and change management. She is a long term research collaborator at the MIT Center for Collective Intelligence on themes related to Collaborative Innovation Networks.

Uwe Hohgrawe, Professor of the Practice

Dr. Hohgrawe is an analytics professional in the health and pharmaceutical markets, with more than 25 years of global experience in data analytics, competitive intelligence, forecasting, and market research. Most recently, he was vice president of global business intelligence for EMD Serono. Earlier in his career, Dr. Hohgrawe led Johnson & Johnson’s global pharmaceutical market research teams for nearly a decade, and also led business intelligence teams for GfK, one of the world’s largest market research organizations. He is a former president of the European Pharmaceutical Market Research Association and has published numerous articles on business intelligence.

Alice Mello headshot

Alice Mello, Associate Teaching Professor

Dr. Mello has worked in design and development of computer applications for 30 years in a variety of fields including higher education in Brazil, Germany and USA. She was a Senior Researcher at Wentworth Institute of Technology in Boston, a web application developer at Harvard Medical School and a curriculum specialist/researcher at University of Southern California/New Media Literacies. She has collaborated with One Laptop Per Child, Future of Learning Group at MIT-Media Lab and Seymour Papert Institute. Prior to Northeastern University she has taught at Wentworth Institute of Technology, Lesley University, MassBay and Bunker Hill Community Colleges. Her work includes collaborations with partners in the educational, energy, aviation, and finance industries.

Dr. Mello served as the Lead Data Scientist on the Global Consensus Toolkit.

Project Team

John King, Data Scientist

Bachelor of Science in Analytics

Peter Lake, Data Scientist

Bachelor of Science in Analytics

Zaid Shaikh, Data Scientist

Master of Professional Studies in Analytics

Ye-Min Wu, Policy Analyst

Author, Diplomat, UN negotiation trainer

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