Senate Race Analyses, Straight-ticket Voting
06/18/2017

Straight-party Vote Analysis for SD10

TXElects

What a difference a single envelope can make.

On January 23, 2013, Texas state senators chose envelopes, one-by-one, that determined their fate for a decade. Inside those envelopes were slips of paper numbered one through 31. An odd number gave senators a four-year term, meaning their next two re-election bids would share a ballot with the office of President of the United States.

After beating an incumbent and winning re-election in consecutive presidential election years, Sen. Wendy Davis (D-Fort Worth) drew an envelope containing an even number. SD10 would now be on the ballot in gubernatorial election cycles.

Nothing else about the district had changed. In fact, SD10 survived the 2011 redistricting process intact, a rarity for legislative districts, and Davis had once again won it. However, the shift from one election cycle to another altered the makeup of the district’s electorate in significant ways, transforming a true swing district into one that leans Republican, without redrawing a single boundary.

Davis did not seek re-election and instead waged a spirited but ultimately unsuccessful campaign for governor.

Sen. Konni Burton
Sen. Konni Burton

Sen. Konni Burton (R-Colleyville) finished first out of a five-person primary field, then defeated former Rep. Mark Shelton (R-Fort Worth) in a runoff, 60%-40%. She won the general election over Libby Willis, 53%-45%, to succeed Davis. Burton is expected to run for re-election, and there are already at least two Democratic challengers on the campaign trail: Euless biomedical researcher Allison Campolo and Burleson ISD trustee Beverly Powell.

SD10 lies completely within Tarrant Co., one of the state’s most reliably Republican urban counties. However, it contains large swaths of strongly Democratic precincts within Fort Worth, and their presence makes it the closest to a toss-up district in the state … in the right election year.

We analyzed single-punch, straight-party voting data from the precincts currently comprising SD10 back to 1998 to quantify the shifts in the electorate over time and between election cycles. The chart below shows the number of straight-party Republican and Democratic votes cast in SD10’s current precincts from 1998 to 2016.

Republican candidates running in the precincts currently in SD10 have enjoyed an advantage in straight-party voting dating back to at least 1998 and probably further (Our analysis only looks back to 1998.). Those advantages have ranged from less than 1K in 2008 to more than 27K in 2004.

Since 1998, straight-party voters have represented at least 57% of all votes cast except for 2006, when two well-known independent candidates for governor cut into straight-party voting in SD10 and across the state. Since 2008, about 65% of all ballots cast in SD10 have come from straight-party Republican and straight-party Democratic voters.

In general, straight-party Democratic voting has been rising across the district’s precincts, at least in presidential years. Since 2004, Democratic straight-party vote totals have increased by about 24K in presidential years but have only increased slightly compared to 2002 in gubernatorial years. Republican straight-party voting levels have been largely flat, hovering at just over 100K in presidential years and around 67K in gubernatorial years (excluding 2006) over the same period.

The seesaw nature of turnout alternating between presidential and gubernatorial election cycles is evident in the chart. This is not a unique feature of SD10. Statewide, the number of votes cast in the 2010 general election was 38% below 2008, and 41% fewer people voted for governor in 2014 than for president in 2012.

The wobbling gap between the two parties’ single-punch voters, particularly in the last five election cycles, is clearly shown in the chart. Republican candidates’ advantages in 2010 (19,343) and 2014 (13,406) are two of the three largest in the timeframe of this analysis. Those Republican advantages correspond to 11% and 7% of all votes cast, respectively.

The gap between the parties in 2014 was slightly larger than in 2012, but there were 37% fewer voters in 2014 than in 2012. Davis needed 56% of the vote from people going through the entire ballot to overcome the straight-party gap in 2012. She got 60% head-to-head versus Shelton, who was the 2012 Republican nominee, and prevailed.

Two years later, Willis needed at least 62% of the full-ballot vote to overcome the Republicans’ straight-party advantage in the district. She received 49%. Had Davis sought re-election, she would have needed to surpass her prior two performances among full-ballot voters in order to overcome that Republican advantage. In the gubernatorial race, she received just over 50% of the full-ballot vote head-to-head against Greg Abbott but lost the district by 13K votes.

Two more years later, in 2016, the straight-party vote gap was less than 5K, the second-smallest gap observed over the timeframe of this analysis. We estimate Davis would have had a good chance of winning re-election that year, had her envelope held an odd number instead of an even one, based on her performances in 2008 and 2012 among full-ballot voters. Davis, or any other Democratic candidate, would have needed just 52% of the full-ballot vote to defeat a Republican in a hypothetical 2016 race for SD10.

Of course, there was no race for SD10 in 2016. It’s in 2018.

For a Democrat to unseat Burton, two intertwined historical trends must be bucked. First, the gap in straight-party voting must be reduced to a level that makes the seat as competitive in a gubernatorial year as it is in a presidential year. Second, turnout in Democratic precincts must come closer to turnout in Republican precincts.

In each of the last four election cycles, turnout was 10-12 percentage points lower in precincts won by a Democrat than precincts won by a Republican. In 2008, 60% of registered voters cast ballots in precincts won by Davis compared to 72% in precincts won by Brimer. Two years later, both sets of precincts experienced an identical 28 percentage point drop in turnout. In 2012, 59% of registered voters cast ballots in precincts won by Davis compared to 69% in precincts won by Shelton. Both sets of precincts experienced an identical 25 percentage point drop in turnout.

This turnout gap directly affects the straight-party voting gap. In 2010, the Democrats’ advantage in straight-ticket voting in precincts won by Davis fell by more than half compared to 2008. The corresponding decline in the Republican advantage in precincts won by Brimer was just 10%. The Democratic decline from 2012 to 2014 was smaller (just 47%) and the Republican decline was bigger (34%), but the net result was a bigger Republican advantage overall out of a smaller pool of voters.

The table below shows the estimated straight-party vote advantage in 2018 under a variety of scenarios of changes in turnout – all declines – from the 2016 totals based on the declines seen for the last four gubernatorial election cycles.

[supsystic-tables id=6]

Scenarios are based upon the highest, average and lowest declines in the last four gubernatorial elections relative to the preceding presidential election, and the midpoints between those values, for each party. For example, if the decline in Republican straight-party voting would be midway between the average and the lowest decline of the last four gubernatorial elections, and the Democratic decline would be midway between the average and the highest for those elections, then the resulting 2018 Republican advantage would be 15,745 votes. If both parties saw an average decline in turnout from 2016, then the resulting 2018 Republican advantage would be 6,146 votes.

SD10 may be the closest to a swing seat on the state senate map, but it is still a Republican friendly district, particularly in gubernatorial election years. A Republican won it in 2002 and 2014, the only two gubernatorial election years during which it was on the ballot within the scope of this analysis. We project that Republicans would have won this seat in every gubernatorial election year since 1998.

A significant change in straight-party voting and turnout trends would be necessary to alter the district’s partisan trajectory … at least until the next time senators draw envelopes.

©2017 Texas Election Source LLC

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How AI Legislative Tracking Helps Teams Monitor Bills Across All 50 States
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AI legislative tracking gives teams one clear way to follow every bill that matters to them, even when those bills move through 50 different state legislatures at the same time.

Instead of checking dozens of government websites by hand, you get a single feed that flags new bills, status changes, and votes as they happen.

This article breaks down how the technology works, why manual bill tracking falls short, and what to look for when you put a system like this to work.

Software powered by artificial intelligence scans state legislation around the clock, sorts it by topic, and alerts you the moment something changes.

That means less guesswork, fewer missed deadlines, and more time to act on the laws that affect your organization.

The volume of new bills is the real story. In 2023, lawmakers introduced fewer than 200 AI-related bills.

By 2025, all 50 states had introduced at least one, with about 1,208 such bills filed across the country.

By early 2026, lawmakers in 45 states had already filed more than 1,500 AI-related bills, passing all of 2024 in just the first few months.

No human team can read that much, but smart software can.

If you want to see how teams put this into practice, AI legislative tracking is the place to start.

0.1 Why Manual Bill Tracking Breaks Down in the Legislative Process

Picture a small policy team trying to watch new laws in California, Texas, Florida, and New York all at once.

Each state runs its own website.

Each one uses different words for the same idea. Each one posts updates on its own schedule.

The team checks every site by hand, copies bill numbers into a spreadsheet, and hopes nobody forgets to refresh the page.

This is slow, and it is easy to miss things.

Manual tracking tends to fail in a few common ways:

  • Missed bills. A new bill slips through because nobody searched the right keyword that week.
  • Stale information. A spreadsheet shows last month's status, not today's committee vote.
  • Wasted hours. Skilled staff spend the day on copy-and-paste work instead of analysis.
  • No early warning. By the time someone notices a bill, the comment window has already closed.

When you multiply these problems across all 50 states, the cracks turn into a real risk.

A single overlooked amendment can change how a law applies to your business.

And state bills are only part of the picture, since federal and local governments also pass their own rules.

0.2 How Artificial Intelligence Legislative Tracking Actually Works

The technology sounds complex, but the core idea is simple.

The program does the reading, so your team thinks.

Here is the basic flow most systems follow:

  1. Data ingestion. The tool continuously scrapes government websites and gathers real-time information from official sources across all states.
  2. Reading. Machine learning algorithms scan the bill text and figure out what each measure is really about, even when the wording is messy.
  3. Sorting. The system categorizes bills by topic, such as taxes, health care, employment, commerce, or data privacy.
  4. Matching. It compares each new bill against the keywords and issues you care about.
  5. Alerting. When a match appears or a status changes, you get a notification right away.

Because the software learns from patterns, it gets sharper at spotting the bills you want over time.

It can tell the difference between a bill that simply mentions your topic and one that would truly affect you.

A good legislation tracker can also boil a dense bill down to a short, useful summary.

That helps policymakers and staff grasp the intent of a proposed law without reading 40 pages of legal text.

Watching All 50 States Without the Headache

The biggest payoff is scale.

One person can track thousands of bills across the country from a single dashboard.

A few features make this possible:

  • Unified search. Type one keyword and see matching state legislation everywhere, not state by state, so you can identify relevant measures faster.
  • Real-time alerts. Get an email or text the moment a bill moves to committee or heads for a floor vote.
  • Status timelines. See where each bill sits in the legislative process, from introduction to enacted law.
  • Plain summaries. Read a short, clear recap instead of pages of dense language.

The strongest systems reach past statehouses, too.

They follow Congress, federal agencies, Washington, and even city and county governments, so nothing important falls through the gaps.

This can matter because state legislative sessions often run on tight calendars.

Some states meet for only a few months, and bills can move fast once a session starts.

Quick alerts give your team the head start it needs to weigh in before a vote.

The numbers show why speed counts. In 2024, lawmakers introduced roughly 635 AI-related bills across at least 45 states.

In 2025, that figure passed 1,200, and 145 of those measures became enacted legislation. The pace is not slowing down.

What These New Laws Actually Cover

The bills moving through state legislatures touch many parts of daily life. Knowing the broad buckets helps you set up smarter alerts.

Common themes in recent AI legislation include:

  • Transparency rules that ask companies to disclose when a person is talking to a machine.
  • Content labels for deepfakes, ads, and political messages, including rules for ai generated content and disclosures when material is generated by a system.

    By the start of 2025, more than 30 states had laws addressing nonconsensual explicit deepfakes, many of them passed during 2024.
  • Consumer protection measures that address the harms and risks of automated decisions often respond to public concerns and the potential impact on affected organizations or sectors.
  • Employment and hiring rules that limit how automated systems screen job applicants.
  • Government task forces that study new technologies, support education, and recommend future rules on AI and related technologies.

Some proposals focus on generative AI specifically, with each such proposal treated as an AI-related bill.

Some lawmakers argue AI tools like ChatGPT can threaten free speech under book bans.

Others warn the government's two-tiered approach could risk Americans' constitutional rights.

Tracking these themes lets your organization develop strategies before a rule takes effect, not after. Early insight turns a surprise into a plan.

To get a broader view of how state legislatures work and where official bill data comes from, the National Conference of State Legislatures publishes plain-language background on AI policy by state.

Pairing that knowledge with smart software helps your team understand both the rules and the tools.

0.5 The Practical Benefits and Actionable Insights for Teams

Faster information leads to better decisions. When you have access to reliable information, you can act with confidence instead of scrambling at the last minute.

Teams that use automated bill monitoring often see gains like these:

  • Time saved. Routine searching shrinks from hours to minutes.
  • Fewer surprises. Early alerts mean fewer last-minute fire drills.
  • Sharper focus. Staff spend their energy on strategy, not data entry.
  • Better coverage. Small teams can watch the same ground that once needed a large department.
  • Actionable insights. Trend analysis across dozens of bills shows where the law is heading next.

When AI is used in government, teams also need the right infrastructure and security to protect data privacy.

These benefits build on each other.

The more bills a team can watch, the better it can predict outcomes and protect the people it serves and each client.

0.6 What to Look For in a Legislation Tracker System

Not every tool fits every team, so it helps to explore your options before you commit.

Before you commit, it helps to weigh a few key factors side by side, including a vendor's methodology for tracking and analysis.

Feature Why It Matters
All-state coverage You never have to guess which states are missing
Federal and local reach You catch rules that start outside the statehouse
Custom alerts You only hear about bills that match your work
Clear summaries You grasp a bill fast, even without a law degree
Easy export You can share findings with your team or a client when relevant
Human oversight You catch the legal nuance a machine might miss
All-State Coverage
Feature All-state coverage
Why It Matters You never have to guess which states are missing
Federal and Local Reach
Feature Federal and local reach
Why It Matters You catch rules that start outside the statehouse
Custom Alerts
Feature Custom alerts
Why It Matters You only hear about bills that match your work
Clear Summaries
Feature Clear summaries
Why It Matters You grasp a bill fast, even without a law degree
Easy Export
Feature Easy export
Why It Matters You can share findings with your team or a client when relevant
Human Oversight
Feature Human oversight
Why It Matters You catch the legal nuance a machine might miss

That last row is worth a closer look.

AI can misread legal nuance, and it can even produce made-up references when its training data is thin.

The technology may also inherit bias from that data. So the goal is not to replace people.

The goal is to let software handle the heavy reading while humans handle the judgment.

How to Choose the Right Legislative Tracking and Management Software for Your Organization
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Many organizations still rely on spreadsheets, scattered email alerts, and manual bill tracking methods that waste time and increase the risk of missing important updates.

As legislation moves through Congress, committee hearings, and state legislatures, even a small delay in tracking can create problems for stakeholders, clients, and government affairs teams.

Modern legislative tracking software gives users access to centralized data, advanced reporting, automated alerts, and collaboration tools that improve efficiency and support informed decisions.

For organizations involved in advocacy, public policy, government relations, or regulatory monitoring, the right system can help teams stay ahead of fast-moving policy changes.

Organizations comparing platforms often begin by reviewing solutions focused on legislative tracking and management software that combine legislative tracking, policy tracking, stakeholder engagement, and analysis into one system.

Why Legislative Tracking Matters More Than Ever

Government activity moves quickly across Congress, federal agencies, and state legislatures.

A single bill can move through committee assignments, amendments, hearings, and floor votes within days.

That pace creates pressure for public affairs professionals, advocacy groups, and government affairs professionals who need accurate information before making strategic decisions.

Legislative tracking helps organizations:

  • Track bills in real time
  • Monitor regulatory developments
  • Analyze policy developments
  • Stay informed about government actions
  • Support advocacy efforts
  • Improve stakeholder engagement
  • Save time on manual research

Without proper tracking software, teams may miss alerts tied to committee hearings, amendments, or policy changes that affect operations and compliance.

The Growing Complexity of Bill Tracking

Bill tracking has become harder because organizations now monitor legislation across multiple levels of government.

Federal legislation, local policy updates, and state law changes often overlap within the same policy areas.

Public affairs professionals often monitor:

Legislative Area Common Focus
Congress Federal legislation and funding
State legislatures State law and regulations
Local government Ordinances and zoning
Federal agencies Regulatory developments
Committees Committee hearings and amendments
Congress
Common Focus Federal legislation and funding
State Legislatures
Common Focus State law and regulations
Local Government
Common Focus Ordinances and zoning
Federal Agencies
Common Focus Regulatory developments
Committees
Common Focus Committee hearings and amendments

Many public affairs professionals use legislative tracking software because manual tracking can become overwhelming when teams need to follow hundreds of bills across different government systems.

On average, only about 6% of proposed legislation becomes law.

Even so, organizations still need to monitor every important bill because amendments and committee actions can influence policy before final passage.

Features Every Legislative Tracking Tool Should Include

Real Time Alerts

Real time alerts are one of the most important features in any legislative tracking tool.

Organizations need alerts that notify users immediately when:

  • A bill changes status
  • Committee hearings are scheduled
  • Amendments are introduced
  • Regulations are updated
  • Government actions affect policy areas
  • State legislators sponsor new legislation

Fast alerts help organizations stay ahead instead of reacting too late.

An effective legislative tracking tool should allow users to customize alerts based on:

  • Keywords
  • Policy areas
  • Committees
  • Sponsors
  • States
  • Date ranges
  • Regulatory topics

Real-time alerts can also be delivered through mobile notifications, dashboards, and email alerts, so users receive important information quickly.

AI-Powered Analysis and Summaries

Modern software increasingly uses machine learning to simplify legislative tracking and analysis.

AI-powered systems can:

  1. Summarize legislation
  2. Highlight changes in the bill text
  3. Identify trends in policy developments
  4. Categorize legislation automatically
  5. Generate actionable insights

These tools help public affairs professionals analyze legislation faster and make informed decisions without reviewing every page manually.

AI summaries are especially useful when Congress releases lengthy amendments or committee markups shortly before hearings.

Advanced Reporting and Analytics

Advanced reporting tools help organizations analyze legislative trends and support strategic decisions.

A strong legislative tracking tool should provide:

  • Custom dashboards
  • Exportable reports
  • Trend analysis
  • Search filtering
  • Stakeholder reports
  • Historical tracking

Advanced reporting also helps government affairs teams communicate updates clearly to leadership, clients, and stakeholders.

Organizations that rely heavily on advocacy and government relations often need advanced reporting to demonstrate policy influence and measure advocacy efforts.

Why Collaboration Features Matter

Legislative tracking is rarely handled by one person alone.

Government affairs teams, advocacy groups, legal departments, and compliance professionals often work together to analyze legislation and coordinate responses.

Good collaboration features allow users to:

  • Add comments to legislative records
  • Share analysis internally
  • Assign bills to team members
  • Add tags and labels
  • Monitor workflow progress
  • Track stakeholder engagement

These features help organizations operate more efficiently while reducing duplicate work.

Stakeholder Mapping and Relationship Management

Many legislative tracking software platforms now include stakeholder mapping tools.

These tools help organizations:

  • Track relationships with lawmakers
  • Monitor interactions with staff
  • Organize committee assignments
  • Analyze influence patterns
  • Build meaningful relationships

Government relations teams often use stakeholder mapping to identify opportunities to influence policy and engage decision-makers more effectively.

For example, organizations may analyze committee assignments to determine which lawmakers influence specific policy areas.

Coverage Across Multiple Levels of Government

The best policy tracking systems monitor legislation across multiple levels of government.

That includes:

  • Congress
  • Federal agencies
  • State legislatures
  • Local governments
  • Regulatory agencies

Broad coverage helps organizations stay informed about policy changes that may affect operations nationally and regionally.

Organizations involved in public policy or advocacy often need access to federal legislation alongside state law and local regulations.

Without broad coverage, users may miss important government actions tied to interconnected policy developments.

How Legislative Tracking Software Improves Efficiency

Manual bill tracking requires staff to search the government website for updates.

That process consumes valuable resources and increases the chance of missing critical alerts.

Tracking software improves efficiency by automating:

  • Bill monitoring
  • Status updates
  • Alerts
  • Search functions
  • Reporting
  • Policy tracking
  • Data organization

Automated tracking allows users to focus on analysis and advocacy instead of repetitive administrative work.

Legislative tracking software also helps organizations stay ahead by providing early warnings about committee hearings, proposed legislation, and regulatory developments.

What Public Affairs Professionals Need Most

Public affairs professionals often manage large volumes of legislative data under tight deadlines.

To support that work, software should provide:

  • Easy access to information
  • Fast search capabilities
  • Accurate alerts
  • Real-time analysis
  • Collaboration tools
  • Support for advocacy efforts

Public affairs professionals also need tools that simplify communication with stakeholders and clients.

The ability to export reports, organize policy tracking, and monitor government actions in one place can deliver results faster than fragmented systems.

The Importance of User Experience

A legislative tracking tool may include advanced features, but poor usability can limit effectiveness.

Organizations should evaluate:

  • Dashboard layout
  • Navigation speed
  • Search performance
  • Mobile access
  • Reporting design
  • Support options

Simple interfaces help users act quickly during fast-moving legislative process updates.

Government affairs professionals often need immediate access to bill information during hearings, advocacy meetings, or policy reviews.

If software is difficult to use, teams may avoid the system entirely.

Scalability for Small Teams and Large Enterprises

Organizations vary widely in size.

Some advocacy groups monitor a handful of bills, while large enterprises track legislation across all 50 states and Congress simultaneously.

Scalable tracking software should support:

  • Growing data volumes
  • Additional users
  • Expanded policy tracking
  • Multi-state monitoring
  • Large reporting needs

Affordability also matters because software pricing can vary significantly.

Smaller organizations may prioritize cost-effective tools with basic bill tracking and alerts, while large enterprises may need advanced reporting, stakeholder mapping, and machine learning capabilities.

Questions Organizations Should Ask Before Choosing Software

Before selecting a legislative tracking tool, organizations should evaluate operational needs carefully.

Key Questions to Ask

Question Why It Matters
Does the software monitor federal legislation and state law? Broad coverage improves tracking
Are real-time alerts customizable? Users receive relevant updates
Does the system support collaboration? Teams coordinate more efficiently
Are advanced reporting features included? Leadership needs clear analysis
Can users search historical data? Research and policy analysis improve
Does the platform support mobile access? Teams stay informed anywhere
Is stakeholder engagement included? Advocacy efforts become more organized
Does the provider offer support and training? Faster adoption improves efficiency
Federal & State Legislation
Question Does the software monitor federal legislation and state law?
Why It Matters Broad coverage improves tracking
Real-Time Alerts
Question Are real-time alerts customizable?
Why It Matters Users receive relevant updates
Collaboration
Question Does the system support collaboration?
Why It Matters Teams coordinate more efficiently
Reporting Features
Question Are advanced reporting features included?
Why It Matters Leadership needs clear analysis
Historical Data
Question Can users search historical data?
Why It Matters Research and policy analysis improve
Mobile Access
Question Does the platform support mobile access?
Why It Matters Teams stay informed anywhere
Stakeholder Engagement
Question Is stakeholder engagement included?
Why It Matters Advocacy efforts become more organized
Support & Training
Question Does the provider offer support and training?
Why It Matters Faster adoption improves efficiency

Organizations should also review how quickly the software processes legislative updates from congress and state legislatures.

Fast updates help teams stay ahead of competitors and respond more effectively to policy developments.

How Legislative Tracking Supports Advocacy

Advocacy organizations depend on accurate tracking to influence policy and coordinate outreach.

Legislative tracking helps advocacy groups:

  • Monitor legislation
  • Engage stakeholders
  • Analyze policy changes
  • Organize government relations
  • Respond to committee hearings
  • Support strategic decisions

Strong policy tracking systems also help advocacy organizations communicate with clients and leadership more clearly.

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Can you make James run a marathon? Every demo booked in April adds a mile to his run on the Texas Capitol grounds. Book a demo. Add a mile.
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