The real reason it's going to take a while to know who won in some midterm races

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Cite

Parks, M. (2026, October 19). The real reason it's going to take a while to know who won in some midterm races. NPR. https://www.npr.org/2026/10/19/nx-s1-5982027/california-vote-counting-margins

Dated from the outlet's own feed. Check the original for its byline.

NPR · collected 2026-10-19 · by Miles Parks

Quick Summary

Election results in competitive midterm races may take days or weeks to finalize due to narrow margins and slower ballot counting processes. Stephen Richer, former Maricopa County clerk and recorder in Arizona, describes the pressure faced by election officials as they count over a million ballots post-election night. The timing of results is influenced not just by vote-counting speed but also by race competitiveness; closely contested races require more time for accurate determination, delaying official calls on winners.
Written locally by qwen2.5:14b on 2026-10-19, using this article's own text rather than the other coverage of the same event (that is the story summary below).

AI analysis runs on qwen2.5:14b, locally

Story summary

NPR reported on October 19, 2026, that determining winners in certain midterm races will take longer than usual due to complex ballot counting processes. Stephen Richer, a former election official from Maricopa County, Arizona, described the intense pressure of managing over a million ballots after polls close. This year, officials in competitive districts may face delays in announcing results as they struggle with limited staff and resources. The uncertainty can fuel conspiracy theories online, complicating public trust in the electoral process. Key battleground states like California, Arizona, and Utah will be particularly affected by these delays.

Written for “Midterm Election Results Unclear” on 2026-10-19, grounded in this article and the 0 other(s) covering the same event.
Why this leaning score
The model judged this article politically coded and scored it +0.35, but all 2 of its quote(s) are attributed speech - words the article quotes from someone, not the article's own narration, so the score is not published.
Written under an earlier scoring contract, which gave a paragraph rather than checkable quotes. Re-analysing this article replaces it.
Leaning score withheld for article 90276: attributed speech only · logged 2026-10-19

Story

📰 Midterm Election Results Unclear
Politics · 1 article(s) covering the same event.

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How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
53
sentences that state something as happening or true
Uncertain
11%
6 of 53 hedged ("reportedly", "may", "according to")
Leaning
withheld
no quote in the article backed the model's score
Publisher signals
60/100
NPR's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
1
Politics
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-10-19 · how these are computed

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Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

NPR · 765 article(s) · 3 correction(s) detected
Running correction rate · 3 correction(s)

Who wrote this

Miles Parks
4 article(s) here · 1 carrying a prediction
🔮 "You'd have a limited number of workers, and you'd have a limited amount of space, and you'd be doing everything that you possibly could.
🔮 Will that impact turnout?
🔮 An internal Department of Homeland Security email raises new questions about the agency's efforts to hunt for non-U.S. citizens who may be on state voter rolls or have cast ballots in the past.
🔮 Judges may face unprecedented decisions this election.
Also by Miles Parks
Nothing else under this byline is closely related to this article, so these are simply their most recent.

Topics

Arizona California Maricopa County Republican Utah

Subjects

California GPE · 7× Richer PERSON · 4× Arizona GPE · 2× Utah GPE · 2× Americans NORP · 1× Maricopa County GPE · 1× NPR ORG · 1× Republican NORP · 1× Stephen Richer PERSON · 1× The Associated Press ORG · 1×

Narrative

But the reality is what most Americans think of as "election results" — the winners announced on election nights across TV networks and social media — are not the result of all ballots being counted, but rather, races being called by news organizations that determine the winners based on a state or district's demographics and initial returns.
framing: assertive · carried by 1 article(s) · first seen 2026-10-19
🔮 "You'd have a limited number of workers, and you'd have a limited amount of space, and you'd be doing everything that you possibly could.

Claims (53 extracted, 6 hedged)

The real reason it's going to take a while to know who won in some midterm races Stephen Richer no longer runs elections in the fourth-largest county in the country. asserted
Richer → go → country
But for the rest of his life, he'll remember the feeling when polls closed on an election night. More than a million ballots staring at him and his staff. asserted
polls → remember → him
Every moment that passes without them fully counted means another conspiracy theory sprouting online. asserted
them → pass → theory
"Those days, those were hell for me," said Richer, a Republican who served as the clerk and recorder for Arizona's Maricopa County. asserted
who → say → County
"You'd have a limited number of workers, and you'd have a limited amount of space, and you'd be doing everything that you possibly could. uncertain
you → have → everything
And yet you have everyone blowing up your phone, everyone saying that you're incompetent or corrupt or worse." asserted
you → have → phone
This midterm year, election officials in competitive congressional districts will face that same pressure. asserted
officials → face → pressure
But they will also face a hard reality: that those races might not be called until days after Election Day. uncertain
races → face → Day
Here's an FAQ on why that is, and what it could mean this year. uncertain
it → mean → what
Why do we know the results immediately in some places, and in others it takes days or weeks? asserted
it → know → days
It comes down to the margin of victory. asserted
It → come → victory
Which sounds strange, since who wins an election and by how much shouldn't impact how long it takes election officials to count ballots. asserted
it → sound → ballots
But the reality is what most Americans think of as "election results" — the winners announced on election nights across TV networks and social media — are not the result of all ballots being counted, but rather, races being called by news organizations that determine the winners based on a state or district's demographics and initial returns. asserted
that → think → demographics
(NPR relies on The Associated Press for its race calls.) asserted
NPR → rely → calls
Those determinations come a lot faster when races aren't close. asserted
races → come → ?
"Margins matter," said Richer, who noted that in recent elections, there has been a lot less scrutiny on Utah than there has been on his home state of Arizona, or certain contests in California, despite the states counting votes at similar speeds. asserted
who → matter → speeds
"In Utah you can call all the races very quickly because the Republicans there have high margins," Richer said. asserted
Richer → call → margins
That gives the illusion of elections there being complete, but no state is done counting ballots on election night, even if it seems that way because notable races are called early. asserted
races → give → night
Loading... So you're saying the timing of results isn't at all tied to vote-counting speed? asserted
timing → load → speed
The closer the race, the more election analysts need to see before they can make a call. asserted
they → need → call
So the faster states count ballots, the faster those determinations can be made. asserted
determinations → count → ballots
This is why the longest wait times every election usually come from places that have competitive races and which also count slowly. asserted
which → come → races
California has become the poster child for long results times because of both those factors: a bevy of competitive congressional districts, which help determine the balance of power in the U.S. House, and a vote count that's been among the slowest in the nation. asserted
that → become → nation
Add in that President Trump, the most prominent purveyor of election misinformation in the country, has long targeted the liberal California, and experts see a perfect storm for false voting narratives. asserted
experts → add → narratives
"It's progressive, it likes mail ballots, it gets [postmarked] mail ballots after Election Day," Richer said. asserted
Richer → like → Day
"It just all adds up to a fairly incendiary situation." asserted
It → add → situation
Charles Stewart, an elections expert at MIT, put it more simply. asserted
Stewart → put → it
"California just has a big target on its back," said Stewart. asserted
Stewart → have → back
California's slow vote counting caused a lot of conspiracy theorizing during the state's June primary. asserted
counting → cause → primary
Is this fall going to be a rerun? asserted
fall → go → ?
She runs the California Voter Foundation, which has been advocating for ways to speed up California's vote tally without giving up the state's generous voting access policies, like mailing every active registered voter a ballot. asserted
which → run → ballot
"We have all these amazing rights and opportunities that we give to our voters, and the price we're paying is a longer vote count," Alexander told NPR. asserted
Alexander → have → NPR
"But that doesn't mean that it has to be this long." asserted
it → mean → ?
The single biggest cause for California's slow count comes from a phenomenon Alexander calls "the pig in the python" problem: a logjam of millions of vote-by-mail ballots getting returned on Election Day that need to be processed. asserted
that → come → Day
Those ballots take longer to count than in-person votes, as officials need to deal with envelopes and verify signatures to make sure mail ballots are cast by the people they're supposed to be cast by. asserted
they → take → people
Some counties see up to 50% of their vote-by-mail ballots turned in on Election Day, Alexander said, which means processing work doesn't even begin until later in the week. asserted
work → see → week
"I can't tell you how many people who are informed and engaged and … when I tell them that the cause for the long vote count is voters holding on to their ballots to Election Day and turning them in, they look at me and they're like, 'That's what I do,'" Alexander said. asserted
Alexander → tell → what
"And I'm like, 'I know! You're part of the problem!'" asserted
You → know → problem
The state allocated $40 million to speeding up its counting this year, and part of that money is going to voter education. asserted
part → allocate → education
Alexander is optimistic that once voters learn they can play a role in speeding up the process by voting earlier, or by utilizing other voting methods that allow for quicker counting, they will respond. asserted
they → learn → counting
…and 13 more, not listed.
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