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Hello and welcome back to Equity, TechCrunch’s venture capital-focused podcast where we unpack the numbers behind the headlines.
This is Equity Monday, our weekly kickoff that tracks the latest private market news, talks about the coming week, digs into some recent funding rounds and mulls over a larger theme or narrative from the private markets. You can follow the show on Twitter here and myself here — and be sure to check out last week’s main ep that dug into Robinhood, Miami, and a host of other topics.
This morning we had a pile of news to get through. Here’s the rundown:
Pony.ai raised another $100 million, which underscores our growing thesis that there is no amount of money yet that will produce the tech required for self-driving cars to work. Perhaps we will get there, but it is going to cost a pretty penny or two.
Sticking to cars, the Apple-Kia tieup is kaput, which we should have known the moment it became known. Apple previously bought startup Drive.ai back in 2019, of course.
Vroom, a 2020 IPO, bought a Super Bowl ad. Who would have expected that? Its shares are up, however, after the ad.
Still on the car beat, Tesla bought $1.50 billion in bitcoin, and may accept the stuff as tender to buy its vehicles in the future. The move sent the price of bitcoin higher.
And we may have figured out the ∆ between what investors are saying about the Seed market, and what data has largely said.
Equity drops every Monday at 7:00 a.m. PST and Thursday afternoon as fast as we can get it out, so subscribe to us on Apple Podcasts, Overcast, Spotify and all the casts.
We crawled into an abandoned school bus, trespassed through dilapidated hallways, dodged fleeting thunderstorms and wandered through empty streets of Chinatown late into the evening. For two summery weeks, I couldn’t have been happier.
New York City was in lockdown. I’d been quarantined in my dinky apartment, disheartened and restless. I was anxious to do something creative. Thankfully, the Hasselblad X1D II 50C arrived for review, along with approval from the studio heads for socially-distanced, outdoor shoots.
Taking pictures of the mundane (flowers, buildings, and such) would’ve been a disservice to a $10,000 camera kit, so instead, my friends and I collaborated on a fun, little project: we shot portraits inspired by our favorite films.
Image Credits: Veanne Cao
Equipped with masks and a bottle of hand sanitizer, we put the X1D II 50C and 80mm F/1.9 lens (ideal for close-ups without actually having to be close up) through its paces in some of NYC’s less familiar backdrops.
Before I get into any trouble for the last photo – Alex and Jason are professional stuntmen and that’s a rubber prop gun. They were reenacting the penultimate scene from Infernal Affairs – a brilliant piece of Hong Kong cinema (much better than the Scorsese remake).
While the camera is slightly more approachable in terms of cost and ease of use with a few upgrades (larger, more responsive rear screen, a cleaned-up menu, tethering capabilities, faster startup time and shutter release), the X1D II is essentially the same as its predecessor. So I skipped the standard review.
Image Credits: Veanne Cao
What it is, what it isn’t
The most common complaint about the X1D was its slow autofocus, slow shutter release and short battery life. The X1D II improved on these features, though not by much. Rather than seeing the lag as a hindrance, I was forced to slow down and re-wire my brain for a more thoughtful shooting style (a pleasant side effect).
As I mentioned in my X1D review, Apple and other smartphone manufacturers have made shooting great pictures effortless. As such, the accessibility has created a culture of excessively capturing everyday banalities. You shoot far more than you’ll ever need. It’s something I’m guilty of. Pretty sure 90% of the images on my iPhone camera roll are throwaways. (The other 10% are of my dog and he’s spectacularly photogenic.)
The X1D II, however, is not an easy camera. It’s frustrating at times. If you’re a beginner, you may have to learn the fundamentals (ISO, f-stops, when to click the shutter), but the payoff is worth it. There’s an overwhelming sense of gratification when you get that one shot. And at 50 megapixels, it’s packed with details and worthy of hanging on your wall. Shelling out a ton of money for the X1D II won’t instantly make you a better photographer, but it ought to encourage you to become one.
Without the contrived studio lights and set design, our outdoor shoots became an exercise in improvisation: we wandered through the boroughs finding practicals (street lights, neon lights… the sun), discovering locations, and switching spots when things didn’t pan out.
We explored, we had purpose.
My takeaway from the two weeks with this camera: pause and be meaningful in your actions.
Welcome back to This Week in Apps, the weekly TechCrunch series that recaps the latest in mobile OS news, mobile applications and the overall app economy.
The app industry is as hot as ever, with a record 218 billion downloads and $143 billion in global consumer spend in 2020.
Consumers last year also spent 3.5 trillion minutes using apps on Android devices alone. And in the U.S., app usage surged ahead of the time spent watching live TV. Currently, the average American watches 3.7 hours of live TV per day, but now spends four hours per day on their mobile devices.
Apps aren’t just a way to pass idle hours — they’re also a big business. In 2019, mobile-first companies had a combined $544 billion valuation, 6.5x higher than those without a mobile focus. In 2020, investors poured $73 billion in capital into mobile companies — a figure that’s up 27% year-over-year.
This week, we’re taking a look at Clubhouse’s breakout moment — or moments, to be fair. Also, the App Store’s rules were updated, Parler’s CEO was fired and other companies began raising their own red flags about Apple’s privacy changes.
The invite-only audio platform has been on a roll, and has already hosted big names in tech, media and entertainment, including Drake, Estelle, Tiffany Haddish, Kevin Hart, Jared Leto, Ashton Kutcher, and others in the Silicon Valley tech scene. But this week was a breakout if there ever was one, when on Monday, Tesla and SpaceX founder Elon Musk showed up on Clubhouse, topping the app’s limit of 5,000 people in a single room. With others unable to get in, fans livestreamed the event to other platforms like YouTube, live-tweeted, and set up breakout rooms for the overflow. Musk was later joined by “Vlad The Stock Impaler,” aka Robinhood CEO Vlad Tenev, who of course talked about the GameStop saga — and was then interviewed by Musk himself.
Then on Thursday, Clubhouse saw yet another famous guest: Facebook CEO Mark Zuckerberg, who casually went by “Zuck23” when he joined “The Good Time Show” talk show on the app, as Musk had done before him.
The format of the social media network allowed the execs to informally address a wide audience of listeners with whatever they want to talk about — in Musk’s case, that was space travel, crypto, AI and vaccines, among other things. Zuckerberg, meanwhile, used the time to talk about AR/VR and its future in business and remote work. (If you thought Zoom meetings were bad…).
(And who knows, maybe he wanted give the app a try for other reasons, too.)
Listening to Mark Zuckerberg chat on Clubhouse, it's impossible not to wonder how long before Facebook releases its own version of this product
There is something unsettling about this whole arrangement, of course. Soft-balled questions lobbed at billionaires, journalists blocked from rooms, and so on — all on an app financed by a VC firm, Andreessen Horowitz (a16z), that’s said to be interested in cutting out the media middleman, to “go direct” instead. (Not coincidentally, the room inviting the big name guests was co-hosted by a16z’s Andreessen and its new GP, Sriram Krishnan, who is described as having an “optimistic” outlook — perhaps a valuable commodity when much of the media does not.)
Regardless of the machinations behind the scenes that made it happen, it’s hard to ignore an app where the biggest names in tech show up to just chat — or even interview one another.
Where is all this going?, is a valid question to be raised. Some have described Clubhouse as the late-night talk show equivalent. A place where interviews aren’t about asking the hard questions, but rather about whatever the guest came there to say or promote. And that’s fine, of course — as long as everyone understands that when big names arrive, they may do so with an agenda, even when it seems they’re just there for fun.
In any event, Clubhouse proved this week it’s no longer a buzzy newcomer. For now, at least, it’s decidedly in the game.
Companies (besides Facebook) warn investors about Apple’s privacy changes
So far, it may have seemed as if the only two businesses taking real issue with Apple’s privacy changes, including the coming changes to IDFA, were Facebook and Google. Facebook took out full-page ads and weighed lawsuits. Google delayed iOS app updates while it figured out privacy labels. But as other companies reported their fourth-quarter earnings, IDFA impacts were also topping their list of concerns.
In Snapchat CEO Evan Spiegel’s prepared remarks, he alerted investors to the potential disruption to Snap’s ad business, saying that the privacy changes “will present another risk of interruption” to advertising demand. He noted that it was unclear what the long-term consequences of those changes may be, too. Unity, meanwhile, attached a number to it: IDFA changes would reduce its revenue by about 3%, or $30 million, in 2021.
Image Credits: Facebook
It may be that no one really knows how damaging the IDFA update will be until it rolls out. These are only estimates based on tests and assumptions about user behavior. Plus, there are reports poking holes in Facebook’s claims, which had said that small businesses would suffer a 60% cut in revenues. Those are surely overstated, Harvard Business Review wrote, saying Facebook had cherry-picked and amplified its numbers.
Nevertheless, Facebook is already testing ways to encourage users to accept its tracking. The company on Monday began showing some users prompts that explained why it wants to track and asked users to opt in so Facebook can “provide a better ads experience.” Users could tap “allow” or “don’t allow” in response to the prompt.
Apple updates its App Store Rules
Apple said these were moderate changes — just clarifications and tweaks that had been under way for some time. For example, the new App Store Guidelines now include instructions about how developers should implement the new App Tracking Transparency rules. Another section details how developers can now file an appeal upon an app review rejection.
Other changes are more semantic in nature — changing person-to-person experiences to “services” to broaden the scope, for example, or to clarify how gaming companies can offer a single subscription that works across a variety of standalone apps.
Parler — the app banned from the App Store, Google Play, Amazon AWS, using Okta, etc., etc. — fired its CEO, John Matze, this week after struggling to bring the app back online. According to reports from NPR and others, the firing was due to his disagreement with conservative donor Rebekah Mercer, who controls Parler’s board. Matze argued the app would need to crack down on domestic terrorism and groups that incite violence in order to succeed, he says, but claims he was met with silence. Parler, meanwhile, said those statements were misleading.
After Parler’s rapid deplatforming following the events at the Capitol, other alternative social networks climbed up the charts to take its place. But these apps have not proven themselves to have much staying power. Instead, the top charts are once again filled with the usual: Facebook, Instagram, YouTube, TikTok, Snapchat, etc.
Maybe it’s actually no fun yelling about the world when no one is around to challenge you or fight back?
Snap beats with revenue of $911 million in Q4, up 62% YoY, versus $857.4 million expected. Snap’s DAU’s climbed 22% YoY to 265M. But stock dropped over a weak Q1 forecast.
PayPal reported stronger-than-expected, pandemic-fueled earnings with EPS up 25.58% YoY to $1.08, beating the estimate of $1.00. Revenue was $6.12 billion up 23.28% YoY year, which beat the estimate of $6.09 billion. The company added 16 million net new accounts, bringing the total to 277 million.
Related, Venmo’s TPV grew 60% year over year to $47 billion, and its customer base grew 32%, ending just shy of 70 million accounts. The company expects its revenues will approach $900 million in 2021.
Spotify reports revenue growth of 17% YoY to €2.17 billion; 345M MAUs, up 27% YoY; and paid subs to 155 million, up by 24%.
Platforms: Apple
The iOS 14.5 beta arrives with a number of notable new features, including most notably, ATT and the ability to unlock your iPhone when wearing a mask, as long as you’re also wearing an Apple Watch. Other changes include worldwide dual-SIM 5G support, AirPlay 2 support for Apple Fitness+, support for PlayStation 5 DualSense and Xbox Series X controllers, support for T-Mobile’s standalone 5G network, a new Siri feature for calling emergency services, a toggle to disable emergency alert sounds, emoji search for iPad, and other small changes in the Reminders, News and Podcasts apps, and more.
Code in the iOS 14.5 beta also suggests new financial features like Apple Card Family for multiuser accounts and a new framework FinHealth that gives automated suggestions to improve your finances.
Apple rolls out new and updated design resources for building apps across its platforms, including iOS 14 and iPad OS 14, tvOS 14 and macOS Bir Sur. On mobile, the new design resources for Sketch have been rebuilt to support color variables, and include numerous minor improvements and bug fixes.
Apple’s services saw a significant outage this week that impacted, among other things, the App Store, leading to blank pages, broken search results and more.
Certain U.S. states will allow casino, sports and lottery games from March 1, 2021.Google already announced a change to Play Store policies, to allow these. In Apple’s updated App Store Guidelines, out this week, it also added “gambling” as one of the app categories that had to be submitted by a legal entity — an indication that it was opening its doors, too.
App Store growth hit a six-month high in January 2021, Morgan Stanley said, citing Sensor Tower data that indicated App Store net revenue grew 35% YoY in the month. In Japan and Germany, growth reached 60% and in the U.S. it was 42% YoY, due to pandemic impacts.
Some users are saying third-party apps have been crashing after syncing an iPad or iPhone with an M1 Mac.
Platforms: Google
Huawei’s HarmonyOS is being pitched as an original in-house creation, but Ars Technica took a deep dive and found it was really just an Android fork.
Google is said to be exploring its own alternative to Apple’s new anti-tracking feature, which may seem counterintuitive, as Google is in the ads business. But according to a report from Bloomberg, the company is looking into a solution that’s “less stringent” than Apple’s. That could provide some pushback in terms of setting an industry standard.
Gaming
YouTube launches Clips, a short-form video feature that lets users clip 5 to 60 seconds of a video and share with others, similar to Twitch’s clips feature. The feature is in limited alpha testing.
Epic Games is warning Australia’s market regulator to take action against Apple for using its market power to force developers to pay a 30% commission on paid apps and IAP. Epic is suing Apple in the country, but wants the regulator to step in now.
Google hasn’t killed game streaming service Stadia yet, but it did announce this week it’s stepping away from first-party games. The company also announced the Stadia Games and Entertainment head Jade Raymond was leaving the company, while the existing staff would be moved to other projects.
Amazon Luna’s game streaming service expands to more Android devices, including Pixel 3, 3XL, 3a, 3a XL; Samsung S9, S9+, Note 9. The service was already available on new Pixel, Samsung and OnePlus devices, among others.
Augmented Reality
Color of Change launches The Pedestal Project, an AR experience on Instagram that allows users to place statues of racial justice leaders on the empty pedestals where confederate leaders once stood (or anywhere else). At launch, there are three featured leaders included: Rep. John Lewis, Alicia Garza and Chelsea Miller.
TikTok partners with WPP to give WPP agencies access to ad products and APIs that are still in development, including new AR formats.
Security & Privacy
YouTube adds its App Store privacy label, detailing the data it uses to track users. This includes your physical address, email address, phone number, user and device ID, as well as data linked to you for third-party advertising and for app functionality, product personalization and more.
Fintech
Venmo is turning into a financial super appwith additions that include crypto, budgeting, saving and shopping with Honey — all of which are planned for this year.
Robinhood CEO Vlad Tenev has been asked to testify before the House Financial Services Committee on February 18, over the GameStop debacle. The app still hasn’t recovered its reputation — Play Store reviews have gone back down to 1.0 stars, even after a purge.
Reddit has its best-ever month in terms of installs, thanks to the “meme stocks” frenzy driven by users of the r/wallstreetbets forum. The app gained 6.6 million downloads in January 2021, up 43% month-over-month, growing its total installs to date to 122.5 million across iOS and Android.
Cash App also this week had to halt buying meme stocks like GameStop, AMC, and Nokia after being notified by its clearing broker of increased capital requirements.
Joompay, a European rival to Venmo and TransferWise, has now launched in the market after obtaining a Luxembourg Electronic Money Institution (EMI) license.
Social & Photos
Image Credits: Snap
Snapchat’s TikTok rival “Spotlight” now has 100 million MAUs, the company said during earnings, and is receiving an average of 175,000 video submissions per day. But Snap is heavily fueling this growth by paying out over $1 million per day to the top-performing videos — everyone wants to be TikTok, it seems.
TikTok says it will now downrank “unsubstantiated” claims that fact checkers can’t verify. The app will also place a warning banner overtop these videos and discourage users from sharing them with pop-up messages.
TikTok owner ByteDance sues Tencent over alleged monopoly practices. The suit claims that Tencent’s WeChat and QQ messaging services won’t allow links to Douyin, the Chinese version of TikTok.
Instagram confirms it’s developing a “Vertical Stories” feed that will allow users to flip through users’ stories vertically, similar to TikTok.
IRL, an events website and mobile app, has topped 10 million monthly users as it revamps itself into a social network for events, now including user profiles, group events, and chat.
Instagram bans around 400 accounts linked to hacker forum OGUsers, where members buy and sell stolen social media accounts. The hackers used SIM-swapping attacks, harassment and extortion to take over the accounts of “OG” Instagram users who have coveted short usernames or those with unique words. Twitter and TikTok also took action to target OGUsers members, the companies confirmed.
Instagram adds “Recently Deleted,” a new feature that lets you review and recover deleted content. The company says it added protections to stop hackers from accessing your account to reach these items. Deleted stories that are not in your archive will stay in the folder for up to 24 hours. Everything else will be automatically deleted 30 days later.
Triller ditches its plans to do a Super Bowl ad and will now host a fan contest instead. The app has struggled to present a challenge to TikTok in the U.S. market.
Element, a client for federal chat protocol Matrix, was removed from the Play Store this week, for abusive content. But Google made a mistake. This was a third-party client, not the content’s host. And it had already removed the content, based on its own rules. For those unfamiliar, Element is an open network that offers both unencrypted public chatrooms as well as E2EE content. Eventually, the developer got a call from a Google VP who helped the app get reinstated. But the situation, which resulted in 24 hours of downtime, raised a question of how well app stores are prepared to moderate issues that crop up in decentralized platforms and services.
Clubhouse CEO Paul Davison confirmed the company will introduce a subscription tool that will allow creators to make money from their rooms.
Telegram, benefitting from the shift to private messaging and the WhatsApp backlash, became the most-downloaded app overall in January 2021, across both app stores and on Google Play. On the App Store, it was No. 4 and TikTok was No. 1.
Image Credits: Sensor Tower
Streaming Services and Media
Apple-owned Shazam adds iOS 14 widgets for the first time, allowing you to quickly ID any song that’s playing and see your history.
Spotify adds new playlists, podcasts and takeovers for Black History Month, and creates a new “Black History Is Now” hub in the app.
The U.S. version of the Discovery+ mobile app gets more first-month downloads (3.3 million) than HBO Max did (3.1 million), Apptopia found. But it’s not an apples-to-apples comparison, as existing HBO NOW users were upgraded to Max.
Health & Fitness
The Google Fit app on Pixel devices is getting an update that will allow your phone’s camera to measure pulse and breathing rates.
Microsoft rebrands its document scanner app Office Lens to Microsoft Lens and adds new features, including Image to Text, an Immersive Reader, a QR Code Scanner and the ability to scan up to 100 pages. Lens also now integrates with Teams, so users can record short videos to be sent through Team chats. Uh, TikTok’s about documents, I guess?
Government & Policy
Myanmar’s military government orders telecoms to block Facebook until February 7, following coup. The government, which seized power following an election, said the social network is contributing to instability in the country.
TikTok will recheck the age of every user in Italy, following an emergency order from the GPDP issued after the January 22 death of a 10-year-old girl who tried the “blackout challenge” she saw on the app. On February 9, every user will have to go through the TikTok age-gate again.
Funding and M&A
Uber buys alcohol delivery service Drizly for $1.1 billion. Drizly’s website and app let users order alcohol in markets across the U.S. but is often hampered by local liquor laws. Gross bookings were up 300% YoY, ahead of the deal.
Vivino, a wine recommendation and marketplace app,raises $155 million Series D led by Sweden’s Kinnevik. The app now has 50 million users and data set of 1.5 billion photos of wine labels.
Mobile ad platform and games publisher AppLovin acquires Berlin-based mobile ad attribution company Adjust in what’s being reported as a $1 billion deal, but is reportedly less. The deal comes at a time when the ad attribution market is being dramatically altered by Apple’s ATT. Mobile Dev Memo explains the deal will give Applovin visibility into which games and driving conversions for Adjust customers, to benefit its own ad campaigns.
Chinese social gaming startup Guangzhou Quwan Network Technologyraises $100 million Series B from Matrix Partners China and Orchid Asia Group Management. The company provides instant voice messaging, social gaming, esports and game distribution and operates voice chat app TT Voice, which has over 100 million users.
Consumer trading app Flink, a sort of Robinhood for the Mexican market, raises $12 million Series A led by Accel.
Commuting platform Hip, which offers both an online dashboard and mobile app, raises $12 million led by NFX and Magenta Venture Partners. The app works with bus and shuttle providers to plan routes for commuters and offers COVID-19 tracing services.
Bot MD, a Signapore-based app that offers doctors an AI chatbot for looking up important information,raises $5 million Series A led by Monk’s Hill Ventures. The funds will help the app to expand elsewhere in the Asia-Pacific region, including Indonesia, the Philippines, Malaysia and India.
Meditation and sleep app Expectfulraises $3 million in seed funding for its app aimed at new mothers. The company plans to expand the app to become a broader wellness resource for hopeful, expecting and new parents.
Brightwheel, an app that allows preschools, daycare providers and camps to communicate with parentsraises $55 million in a round led by Addition, valuing the business at $600+ million. Laurene Powell Jobs’s Emerson Collective and Jeff Weiner’s Next Play Ventures also participated.
ELSA, a Google-backed language learning app co-founded in 2015 by Vietnamese entrepreneur Vu Van and engineer Xavier Anguera, raises $15 million a round co-led by Vietnam Investments Group and SIG.
Financial super app Djamogets Y Combinator backing for its solution for consumers in Francophone Africa.
Bumble IPO filing sets price range for up to $1B. The dating app makers aims to sell 34.5 million shares at $28 to $30 apiece, valuing the business potentially at $6.46B.
Downloads
Reese’s Book Club
Image Credits: Hello Sunshine Apps
Actress and producer Reese Witherspoon’s media company Hello Sunshine has launched an app for Reese’s Book Club — the book club that focuses on diverse voices where women are the center of their stories. The book club today has nearly 2 million Instagram followers and 38 book picks that made The New York Times bestseller list. Its books have also been adapted into film and TV projects, including Hulu’s “Little Fires Everywhere,” upcoming Amazon series “Daisy Jones and the Six, Netflix’s “From Scratch,” and forthcoming film “Where the Crawdads Sing.”
The new app lets users keep track of the new monthly picks, browse past selections, join community discussions with fellow readers, hear from authors, compete for prizes and, soon, buy exclusives items that will help fund The Readership, a pay-it-forward platform aimed at amplifying diverse voices and promoting literacy, which may include efforts like installing book nooks in local communities and supporting indie booksellers.
Everyone’s favorite snarky weather app received a major overhaul toward the end of January, which includes a redesigned interface, new icons, tools to design the UI how you want it (an “interface maker”), new “secret locations” (a fun Easter egg) and more. The app has also switched to a vertical layout that fills the screen with information, which also includes smart cards that bubble up with weather info when it’s needed. Carrot Weather is also now a free download with subscriptions, instead of a paid app.
Google is introducing features that will allow users to take vital health measurements using just the camera they already have on their smartphone, expanding health and fitness features typically only available on dedicated wearables to a whole new group of people. Beginning next month, and available initially on Google Pixel phones exclusively (but with plans to offer it for other Android devices in future), users will be able to measure both their heart rate and their respiratory rate using just their device’s camera.
Typically, taking these measurements has required specialized hardware, including red or green light-based heart rate monitors like those found on the Apple Watch or on fitness trackers like those made by Google-acquired Fitbit. Google’s hardware and software teams, including the Google Health unit led by Director of Health Technologies Schwetak Patel, have managed to develop computer vision-based methods for taking these measurements using only smartphone cameras, which it says can produce results that are comparable to clinical-grade measurement hardware (it has produced a study to validate these results, which it’s making available in pre-print format while it seeks peer review through an academic journal).
For respiratory rate, the technology relies on a technique known as ‘optical flow,’ which monitors movements in a person’s chest as they breathe and uses that to determine their breathing rate. In its clinical validation study, which covered both typical individuals in good health, and people with existing respiratory conditions, Google’s data indicates that it’s accurate to within 1 breath per minute across all participants.
For heart rate, Google is initially using the camera to detect “subtle color changes” in a user’s finger tip, which provide an indicator about when oxygenated blood flows from your heart through to the rest of your body. The company’s validation data (again, still subject to external review) has shown accuracy within 2% margin of error, on average, across people with a range of different skin types. Google is also working on making this same technology work using color changes in a person’s face, it says, though that work is still in the exploratory phase.
Google is going to make these measurement features available to users within the next month, it says, via the Google Fit app, and initially on currently available Pixel devices made by the company itself. The plan is then to expand the features to different Android devices running Android 6 or later, sometime “in the coming months.”
Image Credits: Google
“My team has been working on ways that we can unlock the potential of everyday smart devices,” Patel said in a press briefing regarding the new features. This would include smart devices in the home, or a mobile phone, and how we leverage the sensors that are starting to become more and more ubiquitous within those devices, to support health and wellness.”
Patel, who is also a computer science professor at the University of Washington and who has been recognized with an ACM Prize in Computing Award for his work in digital health, said that the availability of powerful sensors in ubiquitous consumer devices, combined with advances in AI, have meant that daily health monitoring can be much more accessible than ever before.
“I really think that’s going to be a really important area moving forward given that if you think about health care, the journey just doesn’t end at the hospital, the four walls of the hospital,” he said. “It’s really this continuous journey, as you’re living your daily life, and being able to give you feedback and be able to measure your general wellness is an important thing.”
It’s worth noting that Google is explicit about these features being intended for use in a person’s own tracking of their general wellbeing – meaning it’s not meant as a diagnostic or medical tool. That’s pretty standard for these kinds of features, since few of these companies want to take of the task of getting full FDA medical-grade device certification for tools that are meant for general consumer use. To that end, Google Fit also doesn’t provide any guidance or advise based on the results of these measurements; instead, the app provides a general disclaimer that the results aren’t intended for medical use, and also offers up some very high-level description of why you’d even want to track these stats at all.
Many of the existing dedicated wellness and health tracking products on the market, like the Oura ring, for instance, provide more guidance and actionable insight based on the measurements it takes. Google seems intent on steering well clear of that line with these features, instead leaving the use of this information fully within the hands of users. That said, it could be a valuable resource to share with your physician, particularly if you’re concerned about potential health issues already, in place of other less convenient and available continuous health monitoring.
Patek said that Google is interested in potentially exploring how sensor fusion could further enhance tracking capabilities on existing devices, and in response to a question about potentially offering this on iPhones, he said that while the focus is currently on Android, they ultimate goal is indeed to get it “to as many people as possible.”
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Google is introducing features that will allow users to take vital health measurements using just the camera they already have on their smartphone, expanding health and fitness features typically only available on dedicated wearables to a whole new group of people. Beginning next month, and available initially on Google Pixel phones exclusively (but with plans to offer it for other Android devices in future), users will be able to measure both their heart rate and their respiratory rate using just their device’s camera.
Typically, taking these measurements has required specialized hardware, including red or green light-based heart rate monitors like those found on the Apple Watch or on fitness trackers like those made by Google-acquired Fitbit. Google’s hardware and software teams, including the Google Health unit led by Director of Health Technologies Schwetak Patel, have managed to develop computer vision-based methods for taking these measurements using only smartphone cameras, which it says can produce results that are comparable to clinical-grade measurement hardware (it has produced a study to validate these results, which it’s making available in pre-print format while it seeks peer review through an academic journal).
For respiratory rate, the technology relies on a technique known as ‘optical flow,’ which monitors movements in a person’s chest as they breathe and uses that to determine their breathing rate. In its clinical validation study, which covered both typical individuals in good health, and people with existing respiratory conditions, Google’s data indicates that it’s accurate to within 1 breath per minute across all participants.
For heart rate, Google is initially using the camera to detect “subtle color changes” in a user’s finger tip, which provide an indicator about when oxygenated blood flows from your heart through to the rest of your body. The company’s validation data (again, still subject to external review) has shown accuracy within 2% margin of error, on average, across people with a range of different skin types. Google is also working on making this same technology work using color changes in a person’s face, it says, though that work is still in the exploratory phase.
Google is going to make these measurement features available to users within the next month, it says, via the Google Fit app, and initially on currently available Pixel devices made by the company itself. The plan is then to expand the features to different Android devices running Android 6 or later, sometime “in the coming months.”
Image Credits: Google
“My team has been working on ways that we can unlock the potential of everyday smart devices,” Patel said in a press briefing regarding the new features. This would include smart devices in the home, or a mobile phone, and how we leverage the sensors that are starting to become more and more ubiquitous within those devices, to support health and wellness.”
Patel, who is also a computer science professor at the University of Washington and who has been recognized with an ACM Prize in Computing Award for his work in digital health, said that the availability of powerful sensors in ubiquitous consumer devices, combined with advances in AI, have meant that daily health monitoring can be much more accessible than ever before.
“I really think that’s going to be a really important area moving forward given that if you think about health care, the journey just doesn’t end at the hospital, the four walls of the hospital,” he said. “It’s really this continuous journey, as you’re living your daily life, and being able to give you feedback and be able to measure your general wellness is an important thing.”
It’s worth noting that Google is explicit about these features being intended for use in a person’s own tracking of their general wellbeing – meaning it’s not meant as a diagnostic or medical tool. That’s pretty standard for these kinds of features, since few of these companies want to take of the task of getting full FDA medical-grade device certification for tools that are meant for general consumer use. To that end, Google Fit also doesn’t provide any guidance or advise based on the results of these measurements; instead, the app provides a general disclaimer that the results aren’t intended for medical use, and also offers up some very high-level description of why you’d even want to track these stats at all.
Many of the existing dedicated wellness and health tracking products on the market, like the Oura ring, for instance, provide more guidance and actionable insight based on the measurements it takes. Google seems intent on steering well clear of that line with these features, instead leaving the use of this information fully within the hands of users. That said, it could be a valuable resource to share with your physician, particularly if you’re concerned about potential health issues already, in place of other less convenient and available continuous health monitoring.
Patek said that Google is interested in potentially exploring how sensor fusion could further enhance tracking capabilities on existing devices, and in response to a question about potentially offering this on iPhones, he said that while the focus is currently on Android, they ultimate goal is indeed to get it “to as many people as possible.”
There’s more AI news out there than anyone can possibly keep up with. But you can stay tolerably up to date on the most interesting developments with this column, which collects AI and machine learning advancements from around the world and explains why they might be important to tech, startups or civilization.
Before we get to the research in this edition, however, here’s a study from the ITIF trade group evaluating the relative positions of the U.S., EU and China in the AI “race.” I put race in quotes because no one knows where we’re going or how long the track is — though it’s still worth checking who’s in front every once in a while.
The answer this year is the U.S., which is ahead largely due to private investment from large tech firms and venture capital. China is catching up in terms of money and published papers but still lags far behind and takes a hit for relying on U.S. silicon and infrastructure.
The EU is operating at a smaller scale, and making smaller gains, especially in the area of AI-based startup funding. Part of that is no doubt the inflated valuations of U.S. companies, but the trend is clear — and perhaps an opportunity for investors is as well, who might see this as an opportunity to get in on some high-quality startups without needing quite so much capital.
The full report (PDF) goes into much more detail, of course, if you’re interested in a more granular breakdown of these numbers.
If the authors had known about this new Amazon-funded AI research center at USC they probably would have pointed at it as a good example of the type of partnership that helps keep U.S. production of AI scholars up.
A touch of class
On the farthest possible end from monetization and practical application, we have two interesting uses of machine learning in fields where human expertise is valued in different ways.
Each color indicates a different mode style. Image Credits: EPFL
At Switzerland’s EPFL, some music-minded boffins at the Digital and Cognitive Musicology lab were investigating the shift in the use of modes in classical music over the ages — major, minor, other or none at all. In an effort to objectively categorize thousands of pieces from hundreds of years and composers, they created an unsupervised machine learning system to listen to and categorize the pieces according to mode. (Some of the data and methods are available on GitHub.)
“We already knew that in the Renaissance, for example, there were more than two modes. But for periods following the Classical era, the distinction between the modes blurs together. We wanted to see if we could nail down these differences more concretely,” he explained in a university news release.
Several high-level Apple services are experiencing issues and outages on Wednesday morning, Apple has confirmed. These issues are impacting a number of consumer-facing services including Apple Music and Radio, Apple Books, and the App Store platforms across both iOS devices and Mac.
For some users, the services are down. For example, there were reports circulating this morning that users were having problems streaming music through Apple Music or using iTunes. Other have noticed strange problems cropping up on the App Store — like app search results that only returned a small handful of top apps related to the search term.
Even when the services are partially up, they’re sometimes much slower to load than usual — meaning users may see blank pages for several seconds before the page is populated with its usual content.
Image Credits: Apple
At the time of the initial reports, Apple’s Status page didn’t reflect these issues, as it showed all services as being available. That has since changed. Now, the page displays outages are occurring across the App Store, Apple Book, Apple Music, Apple Music Radio, iTunes Store, Mac App Store, and Radio.
The Apple Support Twitter account has also posted about the outage, but has yet to provide details about what has happened or when it might be resolved.
What’s concerning is that the account replied to a tweet with a complaint from a user who said they couldn’t reset their password — an indication that the outages could be impacting other types of backend services, as well.
Some services are currently experiencing an outage. Hang tight and keep checking back: https://t.co/waNYZdXpJm If you’d like to connect with us in DM, we can look further. https://t.co/GDrqU22YpT