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Questionable stats model sparked 2024 vote skepticism

How a contested statistical model fueled doubts about the 2024 election Election and statistics experts said they doubt the model can accurately detect fraud in U.S. elections.

By Rohan DesaiPublished 4 Min Read
Questionable stats model sparked 2024 vote skepticism
Questionable stats model sparked 2024 vote skepticism
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The Algorithm That Questioned the 2024 Election

A statistical model developed by a University of Michigan political scientist has become the focal point of renewed skepticism regarding the 2024 presidential election in Pennsylvania, following revelations about how the analysis was commissioned and disseminated. The controversy centers on Walter Mebane Jr., an expert in election forensics, whose working paper suggested that potentially fraudulent votes may have exceeded President Donald Trump’s margin of victory in the state.

The origins of this analysis trace back to the Election Truth Alliance (ETA), a Nevada-based nonprofit organization known for its activity in anti-Trump online spaces. According to reports, the ETA sought to collaborate with Mebane regarding the 2024 presidential election results. While Mebane initially expressed skepticism toward the group’s motives, he ultimately agreed to produce a working paper in early May that analyzed Pennsylvania’s voting data.

The data used in this analysis was provided directly by the Election Truth Alliance. Mebane’s resulting paper estimated that the volume of potentially fraudulent votes surpassed Trump’s margin of victory. However, the scientist included a critical caveat in his findings: he noted that these statistical anomalies could also be attributed to factors other than intentional fraud, such as natural voting patterns or data collection errors.

Conflicting Narratives on Collaboration

The relationship between Mebane and the Election Truth Alliance has become a point of contention, with both parties offering divergent accounts of their interaction. The ETA has described the work as a formal collaboration that confirmed their pre-existing conclusions about election integrity. In contrast, Mebane has stated that he had no interest in the group’s advocacy efforts and was unaware that the data he analyzed was publicly available from the state.

This discrepancy in perspective gained traction through public channels managed by the ETA. Nathan Taylor, a co-founder of the Election Truth Alliance, promoted Mebane as the "leading expert" in election forensics during a video released in May 2025. The video included a donation QR code, signaling a direct appeal for financial support from viewers who were persuaded by the scientist’s credentials.

Following the release of the video, the ETA urged its supporters to contact government officials, citing Mebane’s work as evidence of irregularities. In June 2025, the organization issued a press release claiming that Mebane’s findings corroborated their own assertions about the election outcome. The group has maintained that while statistical analysis alone cannot prove fraud, the identified anomalies warrant independent validation.

From Analysis to Litigation

The dissemination of Mebane’s paper did not remain confined to academic or online discourse; it eventually translated into legal action. In November, the Election Truth Alliance filed a lawsuit against Pennsylvania officials and three counties, including Allegheny County. The suit sought to require a hand-counting of physical ballots, relying on the statistical anomalies highlighted in the working paper as justification for the request.

The case highlights the complex intersection of academic research, political advocacy, and legal strategy in post-election disputes. While Mebane’s initial analysis was framed by him as a technical examination of data patterns, its adoption by the ETA transformed it into a tool for political mobilization and litigation. The scientist’s distinction between statistical possibility and proven intent remains a central point of debate among observers monitoring the fallout from the 2024 election.

As the lawsuit proceeds, the focus remains on whether the statistical anomalies identified in May are sufficient to warrant a full recount or if they represent the expected variance inherent in large-scale elections. The episode underscores the challenges faced by experts when their work is utilized by organizations with specific political agendas, blurring the lines between objective analysis and advocacy.

Stats Model Sparks 2024 Vote Skepticism