Germany · Government Agency
A German federal agency that produces the 'Wahl-O-Mat', a digital tool matching voters with political parties based on policy questions.
Netherlands · Nonprofit
The 'House for Democracy and the Rule of Law' in the Netherlands, responsible for 'StemWijzer', a pioneering voting advice application.
Canada · Company
A social enterprise that creates 'Vote Compass', a widely used candidate matching tool deployed during elections in partnership with major media organizations.
Article
Take the Taproot Survey to see how the candidates align with youTaproot Publishing · Sep 26, 2025
Launch of a voter matching engine for the 2025 municipal election in Edmonton, allowing voters to compare their views with candidates via a 30-question survey.
Article
Who should you vote for in the 2025 county and municipal elections? Yle's election compass can helpYle News · Mar 26, 2025
Yle provides an election compass for the 2025 Finnish county and municipal elections, matching voters with over 10,000 candidates based on key issues.
News
Who should you vote for in the 2025 county and municipal elections? Yle's election compass can helpYle News · Mar 26, 2025
Yle has released election compasses for the 2025 Finnish county and municipal elections to help voters navigate over 10,000 candidates. The tool matches voters with candidates who share similar positions on key issues and is available in eight languages.
Article
United States · Startup
A mobile app that educates voters on their elections and allows them to plot their political matrix against candidates.
United States · Startup
An independent site that provides a detailed quiz to match voters with candidates based on a wide range of political issues.
Netherlands · Company
An academic-founded organization that develops online voting advice applications (VAAs) and conducts political research.
Switzerland · Nonprofit
A Swiss online voting advice application developed by the Politools network, matching voters to candidates based on detailed questionnaires.
Vote Smart
United States · Nonprofit
A research organization that collects vast amounts of data on candidates (Vote Easy) to help voters match with those representing their views.
A non-partisan nonprofit that builds technology to simplify the voting process, including tools that help voters understand who is on their ballot.
Argentina · Nonprofit
An open-source platform designed for collaborative decision-making and voting, often used to align citizens with policy proposals.
mdpi.com
In the evolving realities of recruitment, the precision of job–candidate matching is crucial. This study explores the application of Zero-Shot Recommendation AI Models to enhance this matching process. Utilizing advanced pretrained models such as all-MiniLM-L6-v2 and applying similarity metrics like dot product and cosine similarity, we assessed their effectiveness in aligning job descriptions with candidate profiles. Our evaluations, based on Top-K Accuracy across various rankings, revealed a notable enhancement in matching accuracy compared to conventional methods. Specifically, the all-MiniLM-L6-v2 model with a chunk length of 768 exhibited outstanding performance, achieving a remarkable Top-1 accuracy of 3.35%, 55.45% for Top-100, and an impressive 81.11% for Top-500, establishing it as a highly effective tool for recruitment processes. This paper presents an in-depth analysis of these models, providing insights into their potential applications in real-world recruitment scenarios. Our findings highlight the capability of Zero-Shot Learning to address the dynamic requirements of the job market, offering a scalable, efficient, and adaptable solution for job–candidate matching and setting new benchmarks in recruitment efficiency.
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Introducing the Two-Way Matching Framework: Candidate Selection at Scaleharver.com
In comparison to more specialized roles, entry-level candidates for higher volume, lower complexity jobs are rarely afforded an opportunity to fully evaluate the role they applied for.
Article
Matching Voters With Parties and Candidates. Voting Advice Applications in a Comparative Perspectiveresearchgate.net
Article
VoteMatchslik.nl
The go-to place for millions of voters during the Dutch elections
Article
Matching voters to parties: Voting advice applications and models of party choicelink.springer.com
Online voting advice applications (VAAs) have become very popular and may significantly influence voting behaviour. It is therefore important to ask which model of party choice VAAs follow. We establish that VAAs see party choice largely as proximity-based issue congruence, with some elements of the directional and salience models. We then assess how well VAAs follow the proximity model by comparing policy positions extracted from 13 VAAs in seven European countries with established policy measures from expert surveys and party manifestos. Party positions extracted from VAAs show strong convergent validity with left-right and economic positions, but compare less favourably with immigration and environment measures. The voting advice given to users is also inherently limited: VAAs mostly disregard accountability, salience, competence and non-policy factors; they treat policy positions and not outcomes as paramount; and they can be subject to strategic manipulation by political parties. As recommended by their designers, voters should treat these applications as tools and guides rather than as stringent recommendations.
Article
A Quick Quiz to Match You With a Democratic Candidatenytimes.com
Primary season is about to begin — and there are still so many Democratic candidates in the race. Unsure who matches with some of your views and priorities? To make it a little easier, we stacked up the eight most viable contenders and tried to determine how they would respond to a mix of questions. Take our handy quiz and see which candidate could be your match.
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How robots are coming for your votebbc.com
From music playlists to marriage prospects, we’ve grown comfortable with algorithms making the decision for us. So why should picking your candidate be any different?
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Matching voters with parties and candidates : voting advice applications in a comparative perspectivecadmus.eui.eu
Voting Advice Applications – VAAs – have become a widespread online feature of electoral campaigns in Europe, attracting growing interest from social and political scientists. But until now, there has been no systematic and reliable comparative assessment of these tools. Previously published research on VAAs has resulted almost exclusively in national case studies. This lack of an integrated framework for analysis has made research on VAAs unable to serve the scientific goal of systematic knowledge accumulation. Against this background, Matching Voters With Parties and Candidates aims first at a comprehensive overview of the VAA phenomenon in a truly comparative perspective. Featuring the biggest number of European experts on the topic ever assembled, the book answers a number of open questions and addresses debates in VAA research. It also aims to bridge the gap between VAA research and related fields of political science.
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Find your political matchpolitico.eu
The pols, parties and EU groups who think like you.
In contemporary urban environments, navigating the complexities of political choices can be a daunting task for many citizens. The problem often lies in the sheer volume of information and the difficulty of aligning one's personal beliefs and necessities with the myriad of candidates and political parties. This is where Candidate Matching technology offers a transformative solution. By utilising an online platform based on comprehensive survey forms, it effectively bridges the gap between voters and the political representatives who best reflect their values and priorities.
Candidate Matching platforms operate by prompting voters to complete a detailed survey that encompasses a wide range of issues, from economic policies to social values and environmental concerns. Once the survey is completed, the platform employs sophisticated algorithms to analyse the responses. These algorithms compare the collected data against the profiles of candidates and parties, which are meticulously curated to include their stances on various issues. The result is a tailored list of political candidates and parties that closely match the voter's expressed viewpoints and needs.
In an era where urban populations are becoming increasingly diverse and politically fragmented, Candidate Matching provides a means to enhance democratic engagement and voter turnout. It empowers individuals by making the electoral process more accessible and personalised. Moreover, it fosters a more informed electorate, as voters are presented with options that align closely with their personal and community interests, thereby potentially reducing political apathy.
Furthermore, the broader implications of Candidate Matching extend to the political landscape itself. By enabling a more precise alignment of voter preferences with candidate positions, it can lead to more representative governance. Politicians and parties can gain insights into the nuanced priorities of their constituents, facilitating more responsive and effective policymaking. This feedback loop between the electorate and their representatives can significantly enhance the quality of urban governance.
