Republican Donald Trump has pulled ahead of Democrat Kamala Harris, according to the latest presidential poll.

Atlas Intel’s poll conducted Oct. 30-31 has Trump at 49.1% compared to Harris at 47.2% in an expanded field that includes third-party candidates. Trump maintains his lead in a head-to-head matchup, leading 49.6% to 48.2%.

Trump has traditionally done well in Atlas polls, but the latest numbers reflect a tightening of the race just ahead of election day on Nov. 5 . FiveThirtyEight’s average of national polls shows Harris ahead by 1.2 percentage points, smaller than September’s results that had the Vice President with as much as 3 percentage points.

In key states, FiveThirtyEight reports the two are tied in Nevada and Pennsylvania with Harris ahead in Wisconsin and Michigan and Trump leading in North Carolina and Georgia.

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Latest poll results

In keeping with past polls from Atlas, Trump has maintained his lead among male voters, as well as those ages 30 and older and those without a college degree. Harris polls better among women – 50-48%- as well as those ages 18-29 and voters with a college degree or higher.

Trump has the lead among voters who earn between $50,000-$100,000 and those who live in rural areas, where he holds a 23-point advantage. Harris leads among both sides of the income spectrum – those who earn below $50,000 and those who earn above $100,000, as well as urban and suburban voters. Trump leads among white votes while Harris has an overwhelming advantage among Black and Hispanic voters.

Atlas Intel’s poll of 3,490 respondents has a margin of error of plus/minus 2 percentage points. By party, respondents were 36% Republicans, 33% Democrats and 31% independent.