Skip to main content

Netflix Gives $1 Million Prize to BellKor’s Pragmatic Chaos

netflix-bigBack in 2006, movie rental powerhouse Netflix announced a competition: if someone—or a team of someones—could come up with a way to improve the service’s movie recommendation system by 10 percent, they’d wein $1 million. As expected, the competition drew interest from a wide variety of programmers and statisticians—and, naturally, Netflix began to reap the benefits of recommendation improvements investigated by the competitors without having to spend a dime of its own money on additional engineering and research efforts.

However, today Netflix put its money where its mouth was in 2006, announcing that the team BellKor’s Pragmatic Chaos—a collation of three teams that had previously been competing against each other—have won the $1 million prize. The prize was awarded by Netflix CEO Reed Hastings and Chief Product Officer Neil Hunt in a ceremony in New York.

Recommended Videos

“We had a bona fide race right to the very end,” said Hastings, in a statement. “Teams that had previously battled it out independently joined forces to surpass the 10 percent barrier. New submissions arrived fast and furious in the closing hours.”

BellKor managed to submit their winning solution just 24 minutes ahead of the competition’s three-year deadline on July 26, 2009. Netflix’s panel of in-house and external judges took weeks to evaluate the effectiveness of the submitted solutions.

Given the interest in the Netflix Prize, the company has now announced Netflix Prize 2, which aims to improve the service’s movie recommendation service significantly for Netflix members who don’t rate movies often or at all; instead, the improvements to the recommendation service will have to rely on user demographic information and behavioral cues taken from their use of the Netflix site. Netflix Prize 2 doesn’t set any accuracy goals, but will award $500,000 to the submission with the most improvement after 6 months, and another $500,000 to the best solution after 18 months.

BellKor’s Pragmatic Chaos had seven members—Bob Bell, Martin Chabbert, Michael Jahrer, Yehuda Koren, Martin Piotte, Andreas Toscher and Chris Volinsky—from the Canada, Austra, Israel, and the United States. The awards ceremony was the first time all the team members had met in person. The team hasn’t announced how they plan to split or distribute the prize money.

Geoff Duncan
Former Digital Trends Contributor
Geoff Duncan writes, programs, edits, plays music, and delights in making software misbehave. He's probably the only member…
The best animated movies on Netflix right now
A cat points a bat at another cat in Puss in Boots: The Last Wish.

While Nimona has been the big Netflix original animated film of the summer, it's far from the only addition to the lineup. Netflix is making sure that animation fans are well served in August with the first two Despicable Me movies, Bee Movie, and Cloudy With a Chance of Meatballs 2. However, Netflix's biggest recent addition is one of 2022's biggest animated hits: DreamWorks' Puss in Boots: The Last Wish.

Netflix's deals with Sony Pictures Animation, DreamWorks Animation, and Universal Pictures have given it a powerhouse library of animated films. And that's before we even get into Netflix's impressive originals like The Sea Beast. To help you keep track of what's new and what you can stream right now, we've updated our list of the best animated movies on Netflix.

Read more
From Barbarella to Howard the Duck: the 7 cheesiest sci-fi movies ever
Howard the Duck in "Howard the Duck."

The science-fiction genre has a vast smorgasbord of cheesy films stretching way back to the early days of cinema. Such pictures are known for their weird stories, unrealistic dialogue, low-budget productions, and exaggerated acting.

While many of these films have been panned by critics and audiences alike, some of them have garnered success for being "so bad, they're good." Whether or not they have been held up by a dedicated fan base, these seven movies stand out as the cream of the cheesy sci-fi crop.
Flash Gordon (1980)

Read more
10 best Batman stories ever, ranked
Batman Year One cover

Bounding from rooftop to rooftop, the Dark Knight never misses his mark. He operates like a well-oiled machine tracking bad guys, beating them to a bloody pulp, and throwing them in the slammer - or Arkham Asylum should they be anyone of Gotham's notable supervillains. As the brainchild of Bob Kane and Bill Finger, an artist and writer duo, Batman has been pounding the pavement of Gotham ever since his debut in Detective Comics in 1939. He's undergone a number of changes since his original conception ultimately becoming the brooding powerhouse we know today.

Most understand the basic tenants of Batman these days. His parents were murdered before his young eyes leading him down this path of personal vindication and pursuit of justice. Batman, in most iterations, never resorts to killing -- the one crime that separates his outlaw vigilante operations from the real criminals. Of course, it wasn't always that way. In Batman's earliest days, he had no qualms about ending the lives of baddies on the streets. Even now, some stories and films like Tim Burton's gothic take on the character depict him looking on with cold and uncaring glares as criminals meet their end. Regardless, Batman is mostly a well-established hero simply seeking justice and there are countless stories of the Caped Crusader. Let's take a look at the best among them.
10. Hush

Read more