When Distracted Driving Involves Taylor Swift


When streaming spikes, so too do auto fatalities.

It all relates to new albums.

Distracted Driving

According to researchers affiliated with Harvard Medical School, an uptick in traffic fatalities correlates to album releases from popular entertainers like Taylor Swift and Drake. As their first step, researchers checked Spotify’s Top Ten Albums for first day releases between 2017 and 2023. Then, they checked the crash fatality data through the U.S. Fatality Analysis Reporting System.

Comparing the results, they found that during the first day of a Taylor Swift or Drake release (or one from another popular entertainer), streaming soared by 40 percent. At the same time, traffic crash fatalities were up by 15 percent. Putting the two fact sets together, they assumed a correlation and perhaps causation. After that, taking the next step, they hypothesized that the distraction of accessing the new album created the crash. They also were able to conclude that it was most likely that the individuals in these accidents were young and driving alone.,

Our Bottom Line: Externalities

Sometimes our lives are affected by decisions others make. Called an externality, those events can relate to factory pollutants that get us sick although we have no connection to the factory. Similarly, when others get a flu vaccine, they keep everyone healthier by not spreading germs. From here, we can also cite a slew of externalities that relate to new albums from Taylor Swift or Drake. Yes, they bring pleasure that spreads beyond the listener. But also, as the Harvard study indicates, the new albums correlate to, and maybe even cause, elevated traffic fatalities. They take us to externalities because the impact of a fatality ripples far beyond the victim.

My sources and more: Thanks to the Slate Money Numbers Round for inspiring today’s post. Then, for more detail, we took a look at the NBER working paper that described the streaming/fatality study.



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Apple is scaling back and rethinking its ambitious plans to introduce an AI-powered health coach, according to a Bloomberg report by Mark Gurman citing anonymous sources privy to the company’s plans.

The project, known inside Apple as Mulberry, was first reported last year, with the company expected to roll together health-related AI features as a coach or assistant. But now, Bloomberg reports, that project will be broken down into individual features introduced over time, as it has done with tools such as the sleep apnea and hearing tests added to Apple Watch and Apple AirPods.

AI Atlas

A representative for Apple did not immediately respond to a request for comment.

Bloomberg’s sources point to a change in leadership over Apple’s health technology. Veteran services head Eddy Cue is overseeing those projects and addressing pressure from competitors pushing into the health space, including Oura and Peloton as well as tech giants like Google and OpenAI, which just launched ChatGPT Health.

(Disclosure: Ziff Davis, CNET’s parent company, filed a lawsuit against OpenAI in April, alleging that it infringed Ziff Davis copyrights in training and operating its AI systems.)

Apple was also said to have built a studio for a revamped health services app that would have included virtual and video wellness instructions, and integration with existing health tools and Apple devices. It is likely that some of that content and software will still be released publicly, just not in one package, according to Bloomberg.





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