Ballot Measure Data
Historical ballot initiative results, spending, and voter guides -- the dataset that predicts regulatory shifts.
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Find Me This Data →Overview
What Is Ballot Measure Data?
Ballot Measure Data encompasses historical initiative results, campaign spending, voter preferences, and electoral outcomes across multiple ballot formats and voting scenarios. This dataset captures how voters engage with different types of ballot structures—from single-choice and approval ballots to score and cumulative voting systems—providing insights into voter behavior patterns and decision-making across participatory budgeting campaigns and electoral contests. The data includes demographic profiles, political interests, and project preferences linked to actual voting behavior, enabling analysis of how citizens prioritize issues and respond to different voting mechanisms. Understanding ballot measure outcomes and voter engagement patterns is essential for predicting regulatory shifts, campaign effectiveness, and future electoral dynamics.
Market Data
1.8% higher than single choice-approval format
AI Voting Consistency (Approval-Cumulative)
Source: arXiv
95.2% across ballot formats
Human Voting Transitivity Average
Source: arXiv
70.1% on average
AI Voting Transitivity (GPT 3.5)
Source: arXiv
15% more effective with platform capabilities
Strategic Media Allocation Improvement
Source: CompeteEverywhere
Who Uses This Data
What AI models do with it.do with it.
Campaign Strategists
Analyze voter behavior patterns across different ballot formats and voting scenarios to optimize messaging and media spending strategies for electoral campaigns.
Political Data Scientists
Extract voter psychographic and behavioral profiles from participatory budgeting campaigns and election data to predict voting outcomes and identify emerging policy preferences.
Election Researchers
Study ballot intransitivities, voter consistency across voting methods, and the effectiveness of different ballot formats in capturing voter intent.
Policy Advocates
Track historical ballot initiative results and spending patterns to forecast regulatory shifts and understand voter sentiment on specific issues.
What Can You Earn?
What it's worth.worth.
Historical Ballot Results
Varies
Pricing depends on geographic scope, time period covered, and level of detail (vote counts vs. spending analysis).
Voter Preference & Demographics
Varies
Linked voter survey data with ballot outcomes commands premium pricing based on sample size and demographic granularity.
Campaign Spending Data
Varies
Expenditure records by candidate/measure and media channel pricing varies by election cycle and disclosure requirements.
What Buyers Expect
What makes it valuable.valuable.
Complete Ballot Records
All official results from initiatives measured, including vote totals, percentages, and pass/fail outcomes across all jurisdictions for the reporting period.
Voter Demographics & Behavior Data
Linked socio-demographic characteristics (age, gender, education, household size), political interests, and project preferences correlated with actual voting behavior from surveys and ballots.
Campaign Finance Transparency
Detailed spending records by source, amount, and media channel used, enabling analysis of spending effectiveness and regulatory compliance.
Standardized Ballot Format Documentation
Clear classification of voting methods used (single-choice, approval, score, cumulative) with consistency metrics across different ballot types for the same contests.
Companies Active Here
Who's buying.buying.
Optimize media spending and message targeting using CPM trend data and voter behavior analysis to increase vote yield from paid campaigns.
Study voting behavior consistency, ballot format effects, and AI representation of voter preferences in participatory budgeting and electoral contexts.
Track historical ballot measure outcomes and spending patterns to understand regulatory trends and voter engagement across jurisdictions.
FAQ
Common questions.questions.
What ballot formats are included in this data?
The data covers multiple ballot types: single-choice ballots (used in US elections), approval ballots, score ballots (rated on a scale like 1-5), and cumulative ballots (voters distribute points among projects). This variety enables analysis of how different voting mechanisms affect voter behavior and outcomes.
How is voter demographic data linked to ballot outcomes?
Voter feedback surveys provide socio-demographic characteristics (gender, age, education, household size), political interests, and personal attitudes toward project preferences. These are then linked to actual voting behavior in participatory budgeting campaigns and elections to identify patterns in how different voter segments make decisions.
What predictive value does ballot measure data have for regulatory shifts?
Historical ballot initiative results reveal voter priorities on specific policy issues and show trends in how electorate preferences evolve over time. By analyzing which measures pass or fail and tracking spending patterns, analysts can forecast upcoming regulatory changes and identify emerging policy demands before formal legislation is introduced.
How does campaign spending data factor into ballot measure analysis?
Campaign spending records by source, amount, and media channel enable calculation of spending effectiveness and ROI on paid media. Research shows that strategic platform capabilities can yield 15% more effective media allocation, helping campaigns optimize budget deployment based on historical performance data.
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