USC Expands AI Education With New Research Center, Amazon Partnership
The University of Southern California has unveiled a pair of programs—one in partnership with Amazon—designed to meet the tech industry’s accelerating demand for engineers in the realm of artificial intelligence.
On Tuesday, USC announced the launch of the new Center for Autonomy and AI at its Viterbi School of Engineering. Co-directed by USC professors Rahul Jain and Jyo Deshmukh, the center aims to study and develop AI applications ranging from self-driving cars and autonomous robots.
The university also rolled out a new partnership with Amazon to launch a summer residency program for undergraduate engineering students. Amazon is sponsoring the program, which will see 30 students in science, technology, engineering and mathematics (STEM) disciplines from across the U.S. work with USC faculty during an eight-week on-campus program.
The summer residency is the second recent collaboration between USC Viterbi and the Seattle-based ecommerce giant, after they partnered last year on a joint research center focused on machine learning.
In a statement Tuesday, USC Viterbi Senior Associate Dean for Student Affairs Kelly Goulis noted that Amazon “is one of the largest employers” of the engineering school’s alumni. USC Viterbi Dean Yannis Yortsos told dot.LA that several top Amazon decision-makers have close ties to USC—including Alexa AI Vice President Prem Natarajan, who previously taught at Viterbi and was the founding director of USC’s Computing Forum.
“There is a lot of growth in these areas and I think you will see more,” Yortsos said. “It is conceivable that even at the undergraduate level, some sort of a digital literacy will become as important as other general education requirements.”
Professor Rajul Jain and Assistant Professor Jyo Deshmukh will lead the center, focusing on new and emerging technologies with real-world applications.
Photo by Aaron John Balana
According to a USC Viterbi spokesperson, demand among students for a minor in applied analytics has catapulted from fewer than 20 students in 2016 to more than 500 this year, making it one of the most popular minors on campus today. In turn, the university has added 12 new courses that focus on AI or data science and will continue to grow that number moving forward.
Yortsos noted that USC’s focus on AI-related disciplines has grown in conjunction with the tech industry’s demand for engineers. As autonomous applications from transportation to manufacturing expand in use, companies’ demand for talent to develop and troubleshoot such technology is skyrocketing.
In November, USC hosted a program on “safe autonomy and practical AI” that featured participants from major firms in manufacturing and defense, including Toyota, Ford, Ericsson, Lockheed Martin and Northrop Grumman. Yortsos said the government is also interested in tapping USC’s engineering talent, with the campus hosting a workshop alongside the U.S. Army next week and commencing a research partnership with the U.S. Space Force later this month.
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He wears a security vest that reads “Bird Ambassador” and it’s a fairly accurate description of his role in the hustle and flow of the city at night. In all the chaos, he’s a steady presence.
When the COVID-19 pandemic hit in March 2020, Aceves was already charging scooters for Bird, Lime and Wheels, making pretty good money, about $100 for three hours of work a night. But when the virus shut down his family business and prompted companies to pull their scooters from the streets, he suddenly had no work and no income. Then, he got a call from Bird.
Photo from inside Adan Aceves's car. His responsibilities at night range from deploying e-scooters, charging and re-balancing the e-scooters. Photo by Maylin Tu
From Flyer to Fleet Manager
For deploying, charging and fixing a fleet of about 150 scooters, 100 of which are on the street at any given time, Aceves takes home on average $4,500 per month after expenses. Bird deducts a city fee, an insurance and hardware services fee and something called “contra.”
“If someone claims, ‘Hey, the scooter doesn't work,’ they get a discount. So that goes against me,” Aceves explained. His contra normally comes out to about 1% to 2%, while for other fleet managers it can run as high as 7% or 8%. After everything is deducted, Bird and Aceves split the remaining profit 50-50.
As for expenses, he spends $1,200 a month renting a charging container from portable charging infrastructure Perch — an investment he says has reduced the amount he spends on gas by 50%. If he only needs to cover a short distance, he’ll sometimes use a scooter to pick up other scooters, saving himself even more money on gas, an expense that currently comes out to about $100 per week. He also purchases parts directly from Bird to make repairs, another expense.
Aceves starts every night at 10 p.m. and works for four to five hours. Between repairing power tools and managing a fleet of scooters, he works 11 to 12 hour days to put his two daughters, 15 and 19, through college.
It’s physically taxing work — a Bird Two, the model in Aceves’ fleet, weighs 46 to 47 pounds. “After you pick up 40, 50 scooters, then you start to feel it,” he said.
As one of the top flyers, Aceves is a perfect fit for the role.
Born in and raised in South Central and Downtown L.A., Aceves said both sides of his family were from Guadalajara. His grandfather on his father’s side helped build the railroads in California. His father died when he was 11 and he mostly lost touch with that side of his family.
He went to Cathedral High School in Chinatown, an all-boys Catholic school, before attending Los Angeles Trade Technical College for industrial technology and machining, skills that have come in handy in his work repairing power tools — which he’s been doing for the past 30 years.
“So I would go from South Central to Chinatown and I was always in Downtown. Though I gotta tell you, when I was in high school in the 90s — Downtown was not the place to be.”
When he turned 18, his mom told him, “You're out of high school, figure it out.” Now, he’s working to get his daughters through college without taking on student debt.
He knows Downtown’s streets inside and out. This gives him an advantage when scooters go missing, trapped in parking garages or parked under bridges where the GPS is spotty. He uses the Bird fleet manager app to track, fix and release scooters. In a sense, Bird also uses the app to track fleet managers.
“Bird sees everything. I wouldn't be surprised if they're listening to us right now.”
When Bird launched the fleet manager program, he was excited to start repairing scooters.
“As a mechanic, I take a lot of pride in my work. So I'll keep mine to where they're working 100%, if not better.”
Photo of Adan Aceves, working on this fleet of Bird e-scooter. Photo by Maylin Tu
The Pokémon GO Era of E-Scooter Charging
Back in the early days of the e-scooter boom, companies offered a “bounty” for retrieving, charging and redeploying scooters. You could make up to $20 per device — companies paid a premium for devices that were harder to find. According to multiple sources, it was like a grown-up version of Pokémon GO. People would hunt scooters with their partners, friends or kids.
This cadre of independent scooter wranglers and chargers — Bird called them “flyers” and Lime called them “juicers” — made good money and had fun doing it. But it wasn’t a sustainable solution for Bird, Lime and their successors — or the environment.
“The thing about the independent contractor model is that it's great for high growth,” said Harry Campbell, founder of The Rideshare Guy. Companies could launch rapidly in cities without going through the trouble and expense of hiring local employees — showing up with a truck full of scooters and using gig-workers hired through Craigslist to charge and deploy them. Bird, flush with investor cash, was willing to shell out a premium for this new job.
But that model was short-lived, partly because the micromobility startups realized that while using independent contractors was great to help them rapidly scale in unfamiliar cities, it also left them with little control over workers. Some flyers also started to cheat the system by hoarding scooters until the bounty on them went up, Campbell said.
When he started as a flyer, Campbell was making between $40 to $50 an hour. “I was like…I know that this isn't sustainable,” he said, “because this has happened over and over in the gig economy.”
Bird's independent scooter wranglers and chargers are called “flyers” and used to be able to make $20 per device wrangled. Photo by Maylin Tu
How AB5 Impacted E-Scooter ‘Flyers’
In 2019, California passed AB5, a bill targeting companies who misclassify employees as independent contractors.
In response, Uber and Lyft and other companies that rely on gig-workers spent $200 million to pass Prop 22 in California, exempting themselves from the law’s requirements.
E-scooter companies were forced to take a different route. Bird launched its fleet manager program in early 2020. The program employs small businesses like Aceves’s to manage e-scooters while giving them a cut of the profits. To become a fleet manager, individuals must register their businesses as an LLC. Lime uses logistics partners, while competitors like Superpedestrian and Veo make a point of hiring W-2 workers from the local community.
As municipalities ratchet up their regulations around micromobility services, they tend to look favorably on companies that employ W-2 workers. Los Angeles, for instance, is an “open permit” city, which means there is no competitive request for proposal (RFP) process, but companies must submit an annual permit application and a $20,000 fee. Campbell points out that for many cities, including Santa Monica and Long Beach, operators are required to submit detailed applications that are scored on multiple metrics, including community investment.
“It also makes them stand out relative to Bird or Lime that [aren’t] using that type of employment setup,” said Campbell.
Critics of AB5 say that gig-work is actually ideal for parents, caregivers or anyone looking for flexible work with a low-cost of entry.
“It'd be great to have these easy entry, easy exit jobs, where you can hustle when you want and put them down when you don't,” said Erin Hatton, professor of sociology at the University of Buffalo. But some employers take advantage of workers by offering flexible work without employee rights and benefits, which Hatton calls a “false construct.”
The “hybrid” fleet manager model was a logical next step for e-scooter companies, according to Campbell. As the rapid growth in the shared micromobility market started to slow, there was also regulatory uncertainty with AB5.
“Bird probably had hundreds of thousands of chargers at a certain point, so it would have been really hard for them to do a 180 and pivot to an employee model,” said Campbell.
The new fleet manager program seemed like a win-win for both Bird and the independent contractors it hired. No longer were contractors hunting down devices for a bounty. Instead, they would become responsible for the care, charging and placement of individual scooters. The better a fleet manager’s e-scooters perform, the more money they can make. On its recruitment page, Bird advertises that fleet managers can make up to $1,500 per week (with fine print caveats).
At the same time as it offloaded risk and gained more control, Bird didn’t have to invest in hiring W-2 employees.
Bird did not respond to a detailed list of questions about its fleet manager program, but confirmed to dot.LA that it employs 40 “independently owned businesses” in the city of L.A. who are “deeply invested in the communities they serve” and offer “bespoke block-by-block operational expertise.”
“I do not represent or speak for Bird or on their behalf,” Aceves read from his phone while sitting in the driver’s seat of his pickup truck in the parking lot outside of the Perch container. “So, I'm only speaking for my LLC, which is called Up Now.” He added that, per this message received from his engagement manager at Bird, “My relationship with Bird is as a logistics service provider.”
It’s not just about money. Going from “flyer” or “juicer” to “fleet manager” can be a source of pride. Aceves said that some flyers were ashamed to be charging scooters and that it was stigmatized as the “Millennial’s way of collecting cans.” But after they became fleet managers, those same people started bragging about how much money they were making.
“They have hustle,” said Perch Mobility co-founder and CEO Tom Schreiber. “They want to build a better life and have all the dreams everyone else does.”
In 2020, Medium’s tech-focused OneZero publication released an investigation into the program, claiming that Bird was “luring” fleet managers into thousands of dollars of e-scooter debt. However, a follow-up by Smart Cities Dive offered a different picture, focusing on some fleet managers who said they were happy with the program and making good money.
Bird is careful to refer to fleet managers as independent small businesses (not employees) and to emphasize the autonomy that fleet managers have to manage their own fleet. While fleet managers are responsible for repairing damaged scooters, Bird owns the scooters and fleet managers are not financially liable for lost or stolen scooters. But if owning your own business is part of the American dream, that dream can also be exploited by companies who promise one thing and deliver another, according to Hatton.
“Being able to realize a dream of being an entrepreneur — especially when you're coming from such a background — is really powerful,” she said. “And if it pays off for them, I'm all for it. But if they're being taken advantage of under the guise of a dream, then that's deeply problematic.”
From Bounty Hunter to Fleet Shepherd
Adan Aceves has seen things as a Bird fleet manager working nights in Downtown L.A. He jokes that he should start wearing a body cam to capture it all. At 2 a.m. when the bars and clubs get out, things start to get interesting.
Last week, he broke up a fight between two men in front of Union Station. One man was accusing the other of raping his niece.
“And I said, ‘If this dude's a rapist. I'm gonna help you beat him up. When and where?’ And he said it happened 20 years ago in Compton.”
The man being accused said he didn’t know the other man and that he was sleeping when he was attacked.
He’s been in some tense situations while trying to retrieve scooters, including being threatened by a guy with a stick and pulling out his knife in self-defense.
At night, Aceves functions as “eyes on the street” In Downtown L.A., providing a kind of crucial, if unrecognized, public service, in keeping the city safe and vibrant (as urbanist Jane Jacobs outlined in her book “The Death and Life of Great American Cities”).
There are the drunk people who think it’s funny to knock over a row of scooters like so many dominoes or tangle them up in a torturous triangle for fun. He only lines up three to four scooters at a time because he’s found that people are less likely to mess with them.
People have left scooters on the freeway or under bypasses, and once, someone threw a Bird onto a street sign, where it hung suspended like an upside down “L.”
“They’ll leave them in places where it's like, ‘Why? Why would you put it here?’ Not only is it time-consuming but sometimes it can be dangerous,” he said.
Sometimes an enterprising user will ride a Bird scooter all the way to Venice or Marina del Rey, where he has to go to retrieve it, cutting into his profit margin.
One Bird recently made its way all the way to Mexico. “I told Bird, “Hey — this bird decided to migrate.”
All told, he’s lost about 130 scooters since he started. And while e-scooters are extremely visible on the streets of L.A. — much to the chagrin of some Angelenos — Aceves works mostly behind the scenes, not only recharging and rebalancing scooters, but also making sure that they are legally parked and not blocking the public right of way.
“That is one thing I would like people to know — that there [are] actual humans behind each scooter,” Aceves said.
For Lack of a Safety Net
Photo by Maylin Tu
Aceves works with two other fleet managers (one is his brother). He said they help each other out. Otherwise, it can be hard to maintain a grueling, seven-nights-a-week schedule, with no vacation pay or sick days.
He makes more money than he would as a so-called gig-worker, but he doesn’t receive either the legal protections afforded employees under federal and state law, nor the types of perks tech companies often offer.
“One of the things that is quite tricky about the independent contractor model is that the costs of that model are not readily apparent,” said Hatton.
Nonetheless, for many workers, the trade-off is worth it and Aceves says he enjoys the flexibility.
“I enjoy the freedom. I enjoy driving Downtown. I like the fact that the scooters are providing a service to a city without majorly giving us pollution and decreasing traffic,” he said. “I always think to myself, ‘I gotta leave this planet better than when I came in. Because my kids are here and possibly their kids’.”
Aceves grew up during “some of the worst years in South Central'' and wants to write a book about the experience. He thinks he has enough material — the kind of stories you wouldn't believe if he told them to you — for two or three seasons of a TV show.
He was 11 during the 1992 Los Angeles Riots, when the streets were on fire.
“I was like, ‘What the hell's going on? Is it the end of the world?’.”
As a teenager, he said he had a few run-ins with the LAPD’s infamous Rampart Division . Aceves said corrupt cops would try to shake down gang leaders for money and retaliate against people in the neighborhood when they refused — doing everything from beating them up, to trying to plant drugs or guns on them, to picking them up and leaving them in a rival gang’s neighborhood.
“So basically expecting you to get killed ‘cause it wasn't like they were going to greet you — or offer you a ride back. So I would be running home at 2 a.m. down Central Avenue, as fast as I could. People would think I was on drugs and I was just running home for my life.”
Today, Aceves cruises through the streets of Downtown L.A. every night, to put his daughters through college and to make the world a better place.
In working with cities, companies like Bird straddle the line between private enterprise and public service — claiming to make cities greener, safer and more equitable. And shared micromobility has changed the landscape of Downtown L.A., arguably for the better. But it’s people like Aceves who deal with the best and the worst the city has to offer.
At one point, Aceves leans down to pick up a LINK scooter that’s lying with its handlebars in the street. “We’re not supposed to touch competitors’ scooters,” he explains. “But normally, if they're in a situation like this, I pick it up…I feel like it's my community.”
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In order to gauge the local startup scene and who’s leading the proverbial pack, we asked more than 30 leading L.A.-based investors for their take on the hottest firms in the region. They responded with more than two dozen venture-backed companies; three startups, in particular, rose above the rest as repeat nominees, while we've organized the rest by their amount of capital raised as of January, according to data from PitchBook. (We also asked VCs not to pick any of their own portfolio companies, and vetted the list to ensure they stuck to that rule.)
Without further ado, here are the 26 L.A. startups that VCs have their eyes on in 2022.
1. Whatnot ($225.4 million raised)
Whatnot was the name most often on the minds of L.A. venture investors—understandably, given its prolific fundraising year. Whatnot raised some $220 million across three separate funding rounds in 2021, on the way to a $1.5 billion valuation.
The Marina del Rey-based livestream shopping platform was founded by former GOAT product manager Logan Head and ex-Googler Grant LaFontaine. The startup made its name by providing a live auction platform for buying and selling collectables like rare Pokémon cards, and has since expanded into sports memorabilia, sneakers and apparel.
2. Boulevard ($40.3 million raised)
Boulevard’s backers include Santa Monica-based early-stage VC firm Bonfire Ventures, which focuses on B2B software startups. The Downtown-based company fits nicely within that thesis; Boulevard builds booking and payment software for salons and spas. The firm has worked with prominent brands such as Toni & Guy and HeyDay.
3. GOAT ($492.7 million)
GOAT launched in 2015 as a marketplace to help sneakerheads authenticate used Air Jordans and other collectible shoes. It has since grown at a prolific rate, expanding into apparel and accessories and exceeding $2 billion in merchandise sales in 2020. The startup sealed a $195 million funding round last summer that more than doubled its valuation, to $3.7 billion.
The Best of the Rest
VideoAmp ($578.6 raised)
Nielsen competitor VideoAmp gathers data on who's watching what across streaming services, traditional TV and social apps like YouTube. The company positions itself as an alternative to so-called "legacy" systems like Nielsen, which it says are "fragmented, riddled with complexity and inaccurate." In addition to venture funding, its total funding figure includes more than $165 million in debt financing.
Mythical Games ($269.4 million raised)
Seizing on the NFT craze, Mythical Games is building a platform that powers the growing realm of “play-to-earn games.” Backed by NBA legend Michael Jordan and Andreessen Horowitz, the Sherman Oaks-based startup’s partners include game publishers Abstraction, Creative Mobile and CCG Lab.
FloQast ($202 million raised)
FloQast founder Michael Whitmire says he got a “no” from more than 100 investors in the process of raising a seed round. Today, the accounting software company is considered a unicorn.
Nacelle ($70.8 million raised)
Nacelle produces docuseries, books, comedy albums and podcasts. The media company’s efforts include the Netflix travel series “Down To Earth with Zac Efron.”
Wave ($66 million raised)
A platform for virtual concerts, Wave has hosted performances by artists including Justin Bieber, Tinashe and The Weeknd. The company says it has raised $66 million to date from the likes of Warner Music and Tencent.
Papaya ($65.2 million raised)
Sherman Oaks-based Papaya looks to make it easier to pay “any” bill—from hospital bills to parking tickets—via its mobile app.
LeaseLock ($63.2 million raised)
Based in Marina del Rey, LeaseLock says it’s on a mission to eliminate security deposits for apartment renters.
Emotive ($58.1 million raised)
Emotive sells text message-focused marketing tools to ecommerce firms like underwear brand Parade and men's grooming company Beardbrand.
Dray Alliance ($55 million raised)
Based in Long Beach, Dray says its mission is to “modernize the logistics and trucking industry.” Its partners include Danish shipping company Maersk and toy maker Mattel.
Coco ($43 million raised)
Coco makes small pink robots on wheels (you may have seen them around town) that deliver food via a remote pilot. Its investors include Y Combinator and Silicon Valley Bank.
HiveWatch ($25 million raised)
HiveWatch develops physical security software. Its investors include former Twitter executive Dick Costollo and NBA star Steph Curry’s Penny Jar Capital.
Popshop ($24.5 million raised)
Whatnot competitor Popshop is betting that live-shopping is the future of ecommerce. The West Hollywood-based firm focuses on collectables such as trading cards and anime merchandise.
First Resonance ($19.4 million raised)
Founded by former SpaceX engineer Karan Talati, First Resonance runs a software platform for makers of electric cars and aerospace technology. Its clients include Santa Cruz-based air taxi company Joby Aviation and Alameda-based rocket company Astra.
Open Raven ($19 million raised)
Founded by Crowdstrike and Microsoft alums, Open Raven aims to protect user data. The cybersecurity firm’s investors include Kleiner Perkins and Upfront Ventures.
Fourthwall ($17 million raised)
When an actor faces the camera and speaks directly to the audience, it’s known as “breaking the fourth wall.” Named after the trope, Venice-based Fourthwall offers a website builder that’s designed for content creators.
The Non Fungible Token Company ($15 million raised)
The Non Fungible Token Company creates NFTs for musicians under the name Unblocked. Its investors include Jay Z’s Marcy Venture Partners and Shawn Mendez.
Safe Health Systems ($15 million raised)
Backed by Mayo Clinic Ventures, Safe Health develops telehealth software and offers tools for enterprises to launch their own health care apps.
Intro ($11.6 million raised)
Intro’s app lets you book video calls with experts—from celebrity stylists, to astrologists, to investors.
DASH Systems ($8.5 million raised)
With the tagline “Land the package, not the plane,” DASH Systems is a Hawthorne-based shipping company that builds hardware and software for automated airdrops.
Ettitude ($3.5 million raised)
With a focus on sustainability, Ettitude is a direct-to-consumer brand that sells bedding, bathroom textiles and sleepwear.
Afterparty ($3 million raised)
Along similar lines as Unblocked, Afterparty creates NFTs for artists and content creators such as Clay Perry and Tropix.
Heart to Heart ($0.75 million raised)
Heart to Heart is an audio-focused dating app that “lets you listen to the story behind the pictures in a profile.” Precursor Ventures led the pre-seed funding round.
Frigg (undisclosed)
Frigg makes hair and beauty products that contain cannabinoids such as CBD. The Valley Village-based company raised an undisclosed seed round in August.
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