By the Numbers, Campaign Finance
02/21/2022

By the Numbers: Fundraising as Measure of Primary Success

TXElects

77%

Historical percentage of the top fundraising candidate to win or advance to a runoff in a significant open-seat primary race.

Since 2006, there have been 145 races that met these criteria:

  • Primary for statewide, legislative or congressional office
  • No incumbent in the race
  • At least three candidates on the ballot, and
  • They are seeking the incumbent party’s nomination, or we judged it to be a potentially competitive race* for the other party’s nominee.

Exactly 100 of these races went to runoffs (69%) while the other 45 were won outright (31%).

We ranked the candidates’ total contributions over the election cycle as of the last campaign finance report filed before the primary election: pre-primary reports for federal candidates and 8-day-out reports for state candidates. We then looked at how those candidates fared in their respective races.

Click here to view the interactive chart.

Unsurprisingly, candidates who raised more money tended to fare better than their rivals, but their record is not perfect. Just over three out of every four top fundraisers either won outright (26%) or advanced to a runoff (51%). Nearly as many failed to advance (34 candidates) as won outright (37 candidates). Top fundraisers claimed 82% of the outright wins.

Among second-place fundraisers, just eight won outright (5.5%) and 72 advanced to a runoff (49.7%). The first- and second-place fundraisers combined claimed 73% of all runoff spots. Just over half of all runoffs were between the first- and second-place fundraisers, including all but four runoffs arising from three-candidate fields.

No candidate ranked third or lower in total contributions has won one of these primaries outright. Candidates’ success rates of making runoffs drops from 23% of third-place contribution totals to 12% for fourth place, and 7% for fifth place. Just 9 candidates ranked fifth or lower in total contributions have advanced to a runoff.

Federal candidates have already filed their pre-primary reports, so we know the rankings of the candidates in the eight races meeting the criteria for this analysis. State candidates’ 8-day-out reports are due tomorrow (Tuesday) and will become available online Wednesday, at which time we can see how those 30 races’ candidates rank.

[table id=12 /]
Click here to view the interactive table.

Wesley Hunt (R), Morgan Luttrell (R) and Monica De la Cruz-Hernandez (R) are orders of magnitude ahead of their nearest rivals in CD38 open (Safe R), CD8 open (Safe R) and CD15 open (Toss Up), respectively. Of those three, Luttrell appears most likely to head to a runoff against the second-place fundraiser, Christian Collins, who has the backing of several scorecard conservative groups.

The other races’ fields are significantly closer. Collectively, there is no obvious top fundraiser in danger of missing a runoff, though the dynamics of CD30 open (Safe D), CD15 open (Toss Up) on the Democratic side and CD28 (Lean D) on the Republican side seem to be the most likely possibilities.

This analysis excludes independent expenditures, which could tilt the field in CD30 and CD15 (R) toward the top fundraisers.

As for the dark horse candidates who could make the runoff from a fundraising disadvantage, there are again no clear-cut possibilities. Sandra Whitten in CD28 (R) has previously been a general election candidate and is only $61K behind the second-place fundraiser, Willie Vasquez Ng. The large field of CD38 could produce a dark horse runoff candidate if Hunt fails to win a majority outright.

We’ll run a similar analysis of the House, Senate and statewide seats after the 8-day-out reports are filed.

* An example of the latter type of race was the Democratic primary for CD7 in 2018. That primary winner went on to win the general election, defeating a Republican incumbent.

©2022 Texas Election Source LLC

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How AI Is Reshaping Legislative Tracking Software and Policy Analysis
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Missing even one update can impact compliance, strategy, and government relations.

Many teams still rely on manual research or scattered tools, which slows down analysis and increases the risk of errors.

Without reliable alerts and centralized data, it becomes difficult to stay informed and respond to fast-moving policy changes.

Artificial intelligence is changing how the legislative process is managed.

Modern systems now deliver real-time alerts, automate tracking, and provide ai powered insights that help teams stay ahead.

These solutions allow organizations to work smarter and improve their understanding of complex legislation.

In this guide, you will learn how AI improves legislative tracking, strengthens analysis, and supports better decisions.

What Is Legislative Tracking Software?

Understanding Legislative Tracking

Legislative tracking refers to the process of monitoring bills, regulations, and policy developments across multiple jurisdictions.

It helps organizations stay informed and respond to changes that matter.

Many organizations rely on advanced solutions like legislative tracking software to simplify tracking and maintain control of policy updates.

At its core, tracking systems collect data, improve organization, and deliver relevant results through dashboards and report outputs.

These tools support compliance, advocacy, and strategic planning.

Core Functions of Legislative Tracking Tools

Modern tools provide key capabilities that support efficient tracking.

  • Bill tracking to monitor bills and updates.
  • Monitoring committee hearings, hearings, and committee assignments.
  • Tracking vote results and legislative date updates.
  • Following executive orders and regulations.
  • Creating advanced reporting for analysis and reporting needs.

These tools help users track bills, improve search, and maintain the organization of legislative data.

Importance of Bill Tracking

Thousands of bills are introduced each year across jurisdictions and at the federal level.

Without proper bill tracking, organizations can miss critical developments.

  • Bill tracking helps identify relevant measures.
  • It improves the analysis of legislation.
  • It ensures teams never miss updates.

This strengthens understanding of the legislative process.

Limitations of Traditional Systems

Traditional tracking methods often rely on manual effort.

  • Delayed alerts can cause teams to miss updates.
  • Limited real-time visibility reduces effectiveness.
  • Poor organization of data slows analysis.

These issues make it difficult to stay ahead of regulatory changes and advocacy needs.

The Role of Artificial Intelligence in Policy Analysis

How AI Processes Legislative Data

AI helps process large amounts of legislative data quickly.

  • Natural language processing improves the understanding of legislation.
  • Machine learning analyzes patterns in bills and regulations.
  • Automation reduces manual tracking tasks.

This allows teams to save time and improve efficiency.

AI-Powered Insights for Better Analysis

AI provides ai powered insights that enhance analysis.

These insights help identify relevant measures and track policy changes across jurisdictions.

Organizations can anticipate trends and stay ahead of developments.

Real Time Alerts and Automation

AI-powered tools provide real-time alerts that notify users instantly.

  • Alerts for new bills and updates.
  • Notifications for committee hearings and vote changes.
  • Updates on regulatory developments.

These alerts ensure teams never miss important information.

Key Benefits of AI-Powered Legislative Tracking

Real Time Monitoring and Alerts

AI enables continuous tracking across jurisdictions.

  • Receive real-time alerts on bills and regulations.
  • Stay informed about policy developments.
  • Never miss important updates.

This ensures full visibility into legislative changes.

Predictive Insights for Decision-Making

AI uses data to generate ai powered insights.

  • Forecast outcomes of bills.
  • Identify policy changes early.
  • Support informed decisions.

This helps organizations stay ahead of risks.

Improved Efficiency and Organization

Automation improves organization and workflow.

  • Reduce manual tracking.
  • Improve data accuracy.
  • Generate report outputs faster.

Teams can work smarter and focus on strategy.

Enhanced Team Collaboration

Modern platforms improve team collaboration.

  • Assign tasks to team members.
  • Share updates with stakeholders and clients.
  • Improve communication across teams.

This supports better coordination and execution.

Comprehensive Coverage Across Jurisdictions

AI tools provide comprehensive coverage of legislation.

  • Track bills at the federal level and across jurisdictions.
  • Monitor committees, hearings, and measures.
  • Access centralized data.

This provides greater control over tracking activities.

How AI Enables Predictive Insights

Trend Identification

AI analyzes data to identify patterns in legislation.

  • Track recurring measures.
  • Monitor policy changes.
  • Identify regulatory trends.

This improves understanding and helps teams anticipate future developments.

Outcome Prediction

AI models analyze data to predict outcomes.

  • Estimate vote results.
  • Analyze legislators and stakeholder positions.
  • Evaluate opposition.

This strengthens decision-making and strategy.

Stakeholder Analysis

AI helps identify key stakeholders and relationships.

  • Map connections between legislators and committees.
  • Identify decision-makers.
  • Support advocacy strategies.

This improves government relations efforts.

Use Cases of AI in Legislative Tracking

Government Agencies

Government agencies use tracking to monitor legislation and regulations.

  • Track policy developments.
  • Improve public services.
  • Support compliance.

Legal Professionals

Legal teams rely on bill tracking and regulatory tracking.

  • Analyze laws.
  • Track changes in legislation.
  • Support legal strategies.

Corporate Compliance Teams

Businesses use regulatory tracking to manage risk.

  • Monitor regulations.
  • Track policy changes.
  • Stay ahead of compliance needs.

Advocacy Organizations

Advocacy groups rely on legislative tracking for advocacy efforts.

  • Track bills and hearings.
  • Engage stakeholders.
  • Influence outcomes.

Challenges and Limitations

Data Quality Issues

Legislative data can be inconsistent across jurisdictions.

  • Different formats for bills.
  • Missing information.
  • Inconsistent terminology.

This affects analysis accuracy.

Interpretation Limitations

AI improves understanding but cannot replace human judgment.

  • Complex legal language requires review.
  • Context matters in legislation.

Human expertise remains important.

Ethical and Privacy Concerns

AI systems must be used responsibly.

  • Data bias risks.
  • Transparency requirements.
  • Privacy concerns.

Organizations must ensure ethical use.

Future Trends in Legislative Intelligence

Advanced Predictive Analytics

AI will continue to improve analysis capabilities.

  • Real time forecasting of bills.
  • Better risk assessment.
  • Improved insights.

Integration with Big Data

Combining data sources improves understanding.

  • Economic data.
  • Social trends.
  • Industry insights.

This enhances analysis and decision-making.

AI Powered Decision Support

Future platforms will provide automated insights.

  • Recommendations based on data.
  • Improved decision support.

This helps organizations stay ahead.

Global Legislative Monitoring

AI enables tracking across jurisdictions globally.

  • Monitor international legislation.
  • Track global regulations.

This supports global compliance strategies.

How to Choose the Right Legislative Tracking Platform

Key Features to Look For

  • Real time alerts and email alerts.
  • AI powered analysis and insights.
  • Advanced reporting and dashboards.

Scalability and Integration

  • Flexible access to data.
  • Integration with existing systems.
  • Ability to handle large data volumes.

User Experience and Collaboration

  • Easy search functions.
  • Clear report outputs.
  • Ability to share updates with stakeholders and colleagues.
Texas Political Spotlight
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Welcome back friends

Sen. John Cornyn is closing his Republican Senate primary campaign by warning that a Ken Paxton nomination could jeopardize GOP success across Texas in November, while Paxton allies argue he is best positioned to energize conservative turnout in a race highlighting competing strategies for maintaining Republican dominance statewide. In the Republican contest for Texas attorney general, the four leading candidates largely agreed on core conservative policies but used a recent forum to intensify clashes over experience, political loyalty, and campaign credibility. Meanwhile, Texas is emerging as a national testing ground for small modular nuclear reactors, with state leaders and private companies betting the technology can meet surging electricity demand.

We hope you enjoyed today’s read!

Stay connected with TXLege News on X and LinkedIn!

Texas Political Spotlight
This is some text inside of a div block.

Welcome back friends,

Early voting in Texas has surged past recent midterm and presidential benchmarks, with Democratic ballots currently outpacing Republican participation and fueling new debate over enthusiasm, turnout dynamics and what the numbers could signal for November. At the same time, the State Board of Education has approved more than 4,000 revisions to the state-developed Bluebonnet curriculum, reigniting scrutiny over oversight, taxpayer costs and how religion and American history are presented in public schools. Meanwhile, Gov. Greg Abbott praised President Trump’s 2026 State of the Union address and highlighted Texas’ alignment on border security, school choice and economic policy, underscoring the continued political partnership as Trump prepares to visit the state ahead of the primaries.

We hope you enjoyed today’s read!

Stay connected with TXLege News on X and LinkedIn!

Texas Political Spotlight
This is some text inside of a div block.

Welcome back friends

Sen. John Cornyn is closing his Republican Senate primary campaign by warning that a Ken Paxton nomination could jeopardize GOP success across Texas in November, while Paxton allies argue he is best positioned to energize conservative turnout in a race highlighting competing strategies for maintaining Republican dominance statewide. In the Republican contest for Texas attorney general, the four leading candidates largely agreed on core conservative policies but used a recent forum to intensify clashes over experience, political loyalty, and campaign credibility. Meanwhile, Texas is emerging as a national testing ground for small modular nuclear reactors, with state leaders and private companies betting the technology can meet surging electricity demand.

We hope you enjoyed today’s read!

Stay connected with TXLege News on X and LinkedIn!

Texas Political Spotlight
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Welcome back, friends

A crowded Republican primary to replace U.S. Rep. Chip Roy is taking shape as former MLB star Mark Teixeira pours millions into his campaign and secures endorsements from President Trump and Gov. Abbott, positioning himself as the early frontrunner in a race that will likely decide the next representative for the solidly red district. At the same time, federal regulators have launched an inquiry into ABC’s The View after it interviewed Texas Senate candidate James Talarico. Meanwhile, Attorney General Ken Paxton is suing a Bastrop rendering plant over emissions described by residents as overwhelming and harmful, escalating a high-profile environmental dispute that has drawn hundreds of complaints and could result in significant penalties for the company.

We hope you enjoyed today’s read!

Stay connected with TXLege News on X and LinkedIn!