For Google Maps’ trickiest challenges, AI is the answer

Every time you ask Google Maps to provide driving directions, it considers many options and selects one as the optimum route. Naturally, getting you to your destination in an efficient manner is a primary goal. But when you set out on a trip, efficiency isn’t the single most important factor. Above all, you’d like to get there safely. That’s the premise behind a new feature that Google unveiled today during this year’s online version of its I/O developer conference . Google Maps will now identify road segments where drivers tend to slam on their brakes. It will try to route you around such areas even if they’re theoretically part of the most obvious route. Figuring out where the danger zones are so you can avoid them is “one of the most complex problems I’ve been lucky enough to tackle in my time at Google,” says director of product Russell Dicker, who’s worked on Maps off and on for seven years. The company solved it by applying AI to data, as it’s been doing with a bevy of other recent and upcoming tweaks to the world’s most popular mapping app. It’s pretty obvious why hard braking might be a sign of dangerous stretch of road: It’s evidence that drivers are reacting to something unexpected. And if everyone involved doesn’t react quickly enough, the result can be an accident. Indeed, Dicker says that the inspiration for the new Google Maps feature came from an incident a couple of years ago when a Google Maps product manager rear-ended his father’s car at “this intersection with one of those super-short yellow lights.” Everyone was okay, but the mishap led the Googler to delve into the topic of hard-braking incidents— the subject of considerable research by organizations such as the Virginia Tech Transportation Institute. We think that we’re going to have the ability to potentially eliminate around 100 million hard-braking events.” Russell Dicker, Google The more the Maps team looked into the issues that can lead to hard braking—which range from road geometry to sunlight hitting drivers in the eyes—the more comfortable it felt factoring them into its driving directions. “We’ve seen that there can be a sudden increase in hard-braking events along a segment when it’s raining extra hard,” says Dicker. “And so this was the next ‘Aha’ moment for us, because we realized that understanding environmental factors and helping people navigate them successfully was what Google Maps has done for years.” So how does one identify roadways that are prone to hard-braking incidents? Google had an obvious opportunity to collect relevant data: The Google Maps app runs on smartphones equipped with accelerometers, allowing it to detect motion or the abrupt lack thereof. But phones aren’t bolted to vehicles; they’re subject to independent movement of their own within the cabin. That meant that raw accelerometer data was of limited value. Google discovered a workaround in the fact that a decent chunk of Google Maps navigation involves Android Auto —the feature, built into many recent vehicles, that lets you project apps from your phone onto a dashboard touchscreen. A phone that’s powering an Android Auto session is at least tethered to the vehicle it’s in, and Google found that it provided more robust evidence of hard braking Read More …

How Google’s new ‘MUM’ algorithm could transform the way we search

Google is flexing its artificial intelligence muscle to help users of its search engine research complex tasks that would normally involve multiple queries. Many of the Google searches we do are just a single query, such as “file a request for extension federal tax.” But other searches involve several searches about different aspects of a complex task. You might, for example, want to know how to prepare for a river rafting trip in Montana in August, and how the preparations might differ from the preparations you did before your Colorado River rafting trip last fall. If you asked a local rafting expert how to prepare you might get an extended answer that covers a range of relevant questions. Will the weather be hotter than it was in Colorado Read More …

Don’t buy new gadgets. Used or refurbished is just smarter—and greener

A couple of years ago, I made a conscious decision to stop buying new phones. While I used to always stay on the cutting edge when choosing a new iPhone or Android phone, I realized that buying used or refurbished devices made more sense. These days, one- or two-year-old phones aren’t much different from the latest models, and buying them second-hand lets you save money without getting locked into long-term wireless carrier contracts. Buying used or refurbished tech also helps make a tiny dent in the world’s e-waste problems . By purchasing an older device, you’re delaying its journey to the scrap heap and reducing demand for new products. The idea seems to be catching on; a survey from February commissioned by Backmarket found that 25% of people listed environmental reasons for buying refurbished gear, up from 16% in May 2019. For me, the used phone lifestyle has been working out pretty well. I’ve been able to bounce between a few different phones before selling them back into the used market, and I never have to get AT&T involved with activation. Read More …

Remote work made digital nomads possible. The pandemic made them essential

This story is part of  The Road Ahead , a series that examines the future of travel and how we’ll experience the world after the pandemic. In April, a radio DJ, a marine ecologist, a water polo player, and a migrant studies scholar flew to idyllic Dubrovnik, a seaside city in Croatia with a vast labyrinth of medieval architecture famed for composing the scenery of the cult fantasy TV show Game of Thrones . Hailing from Finland, Japan, and the United States, the travelers were among 10 lucky winners of a first-of-its-kind  digital nomad residency contest, for which the prize was a month-long stay in the lush “Pearl of the Adriatic” with complimentary meals and lodging. The residents ate, drank, networked, and day-tripped to the cliffs of Konavle—home of 2020’s most beautiful beach in Europe—and the island of Mljet, which is shrouded in dense forest that features exciting hazards like venomous snakes and wild mongooses. Ostensibly, they were there to brainstorm how to design Dubrovnik as a nomad-friendly city in the digital age. But for Croatia, the real goal was to market its own image away from a “holiday playground,” as program director Tanja Polegubic calls it, into a serious long-term destination for remote workers. You could think of it as striking while the iron is hot—or really, while Croatia is hot: During the COVID-19 pandemic, the country saw an influx of workers fleeing expensive cities in western Europe. “Asia wasn’t an option, so a lot of people were looking to the Balkans because the further east you go, it’s a lot cheaper,” Polegubic says. Croatia’s not alone: Countries spanning the Caribbean isle to the Arabian desert are suddenly pivoting to court digital nomads in the post-coronavirus era, dangling everything from free vaccines, to tax breaks, to the chance to live in tropical paradise. Call it a new global arms race, where the weapon in question is an arsenal of highly skilled remote workers—ones that were trapped in their homes during the pandemic, but could now be untethered by it from their offices forever. With a new class of human capital up for grabs, countries are looking to stockpile talent, and digital nomads are living a new reality: They’ve become a hot commodity. COVID-19 was an existential crisis: For the first time, a community built around having no fixed address was forced to shelter in place.” Digital nomads, ironically, are easy to locate. By nature of their lifestyle, many have built careers on the internet: sharing snapshots of dreamy landscapes spun from coconut palm trees and rainbow-colored villas, hosting blogs that detail the ins and outs of life perpetually on the road Read More …

Remote work made digital nomads possible. The pandemic made them essential

This story is part of  The Road Ahead , a series that examines the future of travel and how we’ll experience the world after the pandemic. In April, a radio DJ, a marine ecologist, a water polo player, and a migrant studies scholar flew to idyllic Dubrovnik, a seaside city in Croatia with a vast labyrinth of medieval architecture famed for composing the scenery of the cult fantasy TV show Game of Thrones . Hailing from Finland, Japan, and the United States, the travelers were among 10 lucky winners of a first-of-its-kind  digital nomad residency contest, for which the prize was a month-long stay in the lush “Pearl of the Adriatic” with complimentary meals and lodging. The residents ate, drank, networked, and day-tripped to the cliffs of Konavle—home of 2020’s most beautiful beach in Europe—and the island of Mljet, which is shrouded in dense forest that features exciting hazards like venomous snakes and wild mongooses. Ostensibly, they were there to brainstorm how to design Dubrovnik as a nomad-friendly city in the digital age. But for Croatia, the real goal was to market its own image away from a “holiday playground,” as program director Tanja Polegubic calls it, into a serious long-term destination for remote workers. You could think of it as striking while the iron is hot—or really, while Croatia is hot: During the COVID-19 pandemic, the country saw an influx of workers fleeing expensive cities in western Europe. “Asia wasn’t an option, so a lot of people were looking to the Balkans because the further east you go, it’s a lot cheaper,” Polegubic says. Croatia’s not alone: Countries spanning the Caribbean isle to the Arabian desert are suddenly pivoting to court digital nomads in the post-coronavirus era, dangling everything from free vaccines, to tax breaks, to the chance to live in tropical paradise. Call it a new global arms race, where the weapon in question is an arsenal of highly skilled remote workers—ones that were trapped in their homes during the pandemic, but could now be untethered by it from their offices forever. With a new class of human capital up for grabs, countries are looking to stockpile talent, and digital nomads are living a new reality: They’ve become a hot commodity. COVID-19 was an existential crisis: For the first time, a community built around having no fixed address was forced to shelter in place.” Digital nomads, ironically, are easy to locate. By nature of their lifestyle, many have built careers on the internet: sharing snapshots of dreamy landscapes spun from coconut palm trees and rainbow-colored villas, hosting blogs that detail the ins and outs of life perpetually on the road. Read More …