The instant when voting ended and counting began to tell its story
On the night of June 7th, 2022, California held its primary election, and the Los Angeles Times opened a live results page so that voters could witness democracy's arithmetic as it unfolded — not the next morning, but in the very hours the counting was underway. Powered by Associated Press projections and local registrar data, the page reflected something older than any single election: the civic need to know, in real time, what a community has chosen. Behind the numbers stood a team of journalists, engineers, and designers who understood that transparency is not merely a feature but a form of trust.
- With polls closed and ballots being counted, Californians faced the familiar tension of an election night — margins shifting, races unresolved, the outcome still suspended between possibility and fact.
- High-stakes contests like the Los Angeles County sheriff's race and the mayoral election drew intense public attention, making accurate and timely data not just useful but urgently demanded.
- The Los Angeles Times assembled a cross-disciplinary team — reporters, data engineers, designers — to build and sustain a live page capable of refreshing results as each new wave of vote totals arrived.
- The AP's projection system, drawing on decades of election modeling, allowed the Times to signal not just current tallies but likely final outcomes, giving readers a clearer picture amid incomplete counts.
- By the close of the night, the page had served its purpose: translating the raw machinery of democracy — precincts, tallies, projections — into something a voter could read on a phone screen at midnight.
On the evening of June 7th, 2022, the Los Angeles Times launched a live results page as California's primary election moved from voting to counting. The page was designed to do one essential thing: show voters what their state, county, and neighborhoods had chosen, as the numbers arrived in real time.
The data came from two sources. The Associated Press — the news cooperative with decades of election-calling experience — surveyed vote totals from local officials across California and generated projections for major races. For the Los Angeles County sheriff and mayoral contests, AP data formed the core of what readers saw. For other county races, the Los Angeles County registrar supplied the official tallies.
Building the page was a collaborative effort. Iris Lee, Vanessa Martínez, and Lorena Iñiguez Elebee constructed the architecture that would hold and refresh the data. Reporter Seema Mehta contributed accompanying journalism. Photographs from the Times, the AP, and candidates' own campaigns gave human faces to the vote counts, while even small design elements — like a ballot box icon from Google's Material Icons — revealed how modern election coverage assembles itself from many hands.
What distinguished the page was its immediacy. Voters could watch margins shift, identify races still too close to call, and understand which contests had already been decided — all without waiting for a morning newspaper. The AP's projection methodology, transparent to readers, allowed the Times to offer not just raw returns but informed forecasts of final outcomes.
The primary would determine which candidates advanced to November's general election. Some races would be settled by wide margins; others by thousands of votes. The results page captured that charged interval — the moment when voting ends and counting begins to speak.
On the evening of June 7th, 2022, California's primary election reached its conclusion, and the Los Angeles Times opened its digital doors to anyone wanting to watch the results unfold in real time. The page that went live that night was built to do one thing: show voters what happened in their state, their county, their neighborhoods, as the numbers came in.
The machinery behind it was straightforward but essential. The Associated Press, the news cooperative that has been calling elections for decades, conducted its standard survey of vote totals reported by local election officials across the state. Those numbers fed into the Times' live results page, which displayed them alongside AP projections of winners in major races. For Los Angeles County's highest-profile contests—the sheriff's race and the mayoral election—the AP data formed the backbone of what readers saw. For other county races, the Los Angeles County registrar's office provided the official tallies.
Building and maintaining a live election results page is not a solo operation. Iris Lee, Vanessa Martínez, and Lorena Iñiguez Elebee created the page itself, the architecture that would hold and refresh the data as it arrived. Seema Mehta, a Times reporter, contributed reporting to accompany the numbers. The visual presentation drew on photographs from the Los Angeles Times' own archives, the Associated Press, and the candidates' campaigns—images that would help readers connect the abstract vote counts to the actual people and places involved. Even the small ballot box icon came from Google's Material Icons library, a detail that speaks to how modern election coverage assembles itself from many sources.
What made this page matter was its immediacy and its scope. Voters didn't have to wait for the morning paper or the evening news broadcast. They could refresh the page and see the latest returns, watch the margins shift, understand which races were still too close to call and which had been decided. The AP's projection system, built on decades of election data and informed by early vote patterns, allowed the Times to tell readers not just what the votes showed so far, but what the final outcome was likely to be.
The page itself was a product of the modern newsroom—a blend of journalism, data work, design, and technology. It required coordination between reporters who understood the races, engineers who could handle live data feeds, and designers who could make complex information legible on a phone screen at 11 p.m. on a Tuesday night. It required trust in the AP's methodology and in the local officials whose numbers fed into the system. And it required a commitment to transparency: the page made clear where the data came from, who built it, and how the projections worked.
For California voters, the page served as a public record of what their state had chosen. The primary would determine which candidates advanced to the general election in November. Some races would be decided by wide margins; others would come down to thousands of votes. The results page captured that moment—the instant when the voting ended and the counting began to tell its story.
A Conversa do Hearth Outra perspectiva sobre a história
Why does a newspaper need to build its own live results page? Couldn't they just link to the AP?
They could, but then they'd be sending readers away. The Times built this to keep people on their own site, to make the results feel like part of their coverage, not someone else's.
So it's about traffic and engagement?
Partly, yes. But it's also about control—over how the information is presented, what context surrounds it, which races get prominence. A live results page is a statement about what the Times thinks matters.
You mentioned the AP projects winners. How confident are those projections?
The AP doesn't call a race until they're very sure. They use early vote patterns, historical turnout data, and the actual vote counts coming in. But they can still be wrong, especially in close races.
Who actually counts the votes?
Local election officials in each county. The AP surveys them, collects their numbers, and reports them. The Times then displays those numbers. It's a chain: officials count, AP collects, Times shows.
What happens if the numbers change after the page goes live?
The page refreshes. That's the whole point of "live" results. As more votes are counted and reported, the numbers update. A race that looked decided at 11 p.m. might tighten by midnight.
And the photographs—why include those?
Because numbers alone are abstract. A photo of a candidate, a polling place, a crowd—that makes the election real. It reminds readers that this isn't just data. It's people choosing who will lead them.