WASHINGTON — The question of who emerged victorious has been answered by The Associated Press countless times throughout American elections spanning almost two centuries since the news organization’s establishment.
Announcing a winner requires meticulous and comprehensive examination of current vote counts along with various election information. The primary objective is establishing whether any scenario exists where the candidate in second place could surpass the frontrunner. When such possibilities are eliminated, the leading candidate is declared victorious.
Here’s an examination of how AP functions and determines election outcomes through what’s known as race calling:
America lacks a central organization that gathers and distributes election outcomes. Local offices numbering in the thousands manage elections according to state-established guidelines. Frequently, states don’t provide current result tracking themselves.
AP bridges this void by collecting vote outcomes and announcing winners, delivering essential information during the gap between Election Day and official result certification, a process typically requiring several weeks.
The organization’s vote compilation combines data that might otherwise remain unavailable online for days or weeks following elections, or be spread across numerous local websites. Without uniform national standards or consistent state expectations, it guarantees standardized data format, terminology, and strict quality oversight.
AP employs vote count correspondents who collaborate with local election administrators to gather results straight from counties or precincts conducting initial counts. These correspondents relay information via telephone or electronic means immediately upon availability. When results appear on state or county websites, AP collects them from those sources as well.
Counties frequently refresh vote totals while counting ballots overnight. AP continuously updates its tally as these outcomes become available. During general elections, AP processes up to 21,000 vote updates hourly.
While votes arrive, AP examines races to identify winners.
A crucial factor AP evaluates is the quantity of uncounted ballots and their geographic origins. When official or precise tallies of remaining votes aren’t accessible, AP estimates turnout for every race using multiple factors, utilizing this estimate to monitor counted votes versus remaining ballots.
AP also attempts identifying how previously counted ballots were submitted and remaining vote types, including mail-in ballots or those cast in person on Election Day.
This matters because voter method selection often correlates with party preference. Following the politicization of mail voting during the 2020 election, Democrats have shown greater tendency toward mail voting, while Republicans have favored in-person Election Day voting.
Many states allow prediction of which votes get counted first, based on previous elections or election official announcements. In other locations, votes carry clear type identification upon release.
This aids in determining whether early advantages will diminish or expand. For instance, when states initially count Election Day in-person votes before mail-in ballots, early Republican leads might decrease as more mail ballots get processed. However, if mail ballots receive priority counting, early Republican advantages could signal decisive victories.
Nearly always, races receive calls well before complete vote counting. AP’s election journalism and analysis team declares races immediately upon clear winner determination.
During competitive contests, AP analysts might wait for additional vote tallies or confirmation regarding remaining ballot quantities.
Competitive races with active tabulation — particularly in states counting substantial post-election night votes — could be labeled “too early to call.” Races might be “too close to call” when margins remain unclear even after counting all ballots except provisional and delayed absentee votes.
AP race calls aren’t predictions or speculation-based. They represent declarations founded on vote result analysis and election data showing one candidate has won and no other competitor can overtake the winner once complete counting concludes.
