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Nationally, Harris maintains a slight edge, leading Trump by just 2 points in polling averages. However, the race is so close that even a minor polling error could swing the election one way or another. FiveThirtyEight’s model explains this volatility, stating, “The reason our forecast is close is that the polls are close — well within the range that even a small polling error could be decisive.”
While Harris still holds the lead in the popular vote, her path to victory is more precarious due to the Electoral College‘s structure. Historically, the system has tended to favor Republicans, and FiveThirtyEight’s forecast estimates that Harris needs to win the popular vote by at least 2 percentage points to secure enough electoral votes to win.
One of the most notable trends in recent polling is the shift in favor of Trump, particularly in critical swing states. While national polls have remained relatively stable over the past two months, state-level polling has shown Harris losing ground. As FiveThirtyEight notes, “Compared to her numbers at the start of the month, Harris has lost ground in all of the seven key swing states. This is why her chance of winning in our forecast has decreased.”
This trend is alarming for the Democratic camp as victories in these states are essential for securing the Electoral College. Polling errors in previous elections have already shown how misleading national leads can be, and with the race this close, both campaigns will be focusing intensely on swing states in the coming weeks.
Although Trump has taken the lead in FiveThirtyEight’s forecast, the national polling averages remain tight and stable. Recent surveys show Harris with a small but consistent lead over Trump. For instance, an ABC News/Ipsos poll conducted between October 4-8 found Harris leading Trump by 2 points nationally. Meanwhile, Marquette University Law School, considered one of the most accurate pollsters, showed her up by 3 points in their survey fielded between October 1-10.
However, Trump has also made gains in some key polls. A poll conducted by Beacon Research/Shaw & Co. Research/Fox News recently gave Trump a 2-point edge, while Hart Research Associates/Public Opinion Strategies/NBC News showed him leading by 1 point. These varying results underscore how close and unpredictable the race has become, with each candidate vying for any advantage in the final days.
Questions have been raised about whether polling averages may be biased toward Trump due to an increase in polls conducted by Republican-aligned firms. Over the past two weeks, 23 of the 121 polls released in the seven main swing states were sponsored by Republican pollsters, while only four were conducted by Democratic organizations. The remaining 93 were nonpartisan, according to FiveThirtyEight’s report.
While the presence of more Republican-sponsored polls has caused some debate, the data still points to an increasingly competitive race, with both sides locked in a near statistical tie across the board.
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Looking at historical election trends, Trump has reason to feel optimistic. In both the 2016 and 2020 elections, polls shifted in Trump’s favor during the final weeks of the race. In 2016, for example, Trump closed the gap with Hillary Clinton by 4 points in the closing weeks, and in 2020, he narrowed the margin by 2 points in the final days leading up to Election Day.
With less than three weeks remaining, both campaigns will be ramping up their efforts to sway undecided voters and shore up their base. While Harris still holds a slim lead in national polls, the real battle will be fought in the swing states. As the last two election cycles have shown, anything can happen in the final stretch.
With Trump taking the lead in this critical forecast for the first time since August, all eyes are now on the final days of campaigning as both candidates fight for every vote in what could be one of the closest elections in modern U.S. history.
