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Nathan Schaaf

Nathan Schaaf

My goal is to give back to the Medium community as I continue to learn and grow as a Data Scientist and make meaningful contributions in industry and society.

๐—ฌ๐—ฒ๐˜€๐˜๐—ฒ๐—ฟ๐—ฑ๐—ฎ๐˜†โ€™๐˜€ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—™๐—ถ๐—ฐ๐˜๐—ถ๐—ผ๐—ป. ๐—ง๐—ผ๐—ฑ๐—ฎ๐˜†โ€™๐˜€ ๐—ฅ๐—ฒ๐—ฎ๐—น๐—ถ๐˜๐˜†. ๐—ง๐—ผ๐—บ๐—ผ๐—ฟ๐—ฟ๐—ผ๐˜„โ€™๐˜€ ๐—ข๐—ฝ๐—ฝ๐—ผ๐—ฟ๐˜๐˜‚๐—ป๐—ถ๐˜๐˜†.

2 min readAug 5, 2026
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Iโ€™ve always been drawn to science fiction because it stretches the imagination. The best stories donโ€™t just entertain, they challenge us to think differently, spark creativity, and inspire us to solve problems that donโ€™t yet have solutions.

One short story has stayed with me since middle school: Ray Bradburyโ€™s ๐™๐™๐™š๐™ง๐™š ๐™’๐™ž๐™ก๐™ก ๐˜พ๐™ค๐™ข๐™š ๐™Ž๐™ค๐™›๐™ฉ ๐™๐™–๐™ž๐™ฃ๐™จ, published in 1950 and named after Sara Teasdaleโ€™s poem of the same title. The story takes place on ๐—”๐˜‚๐—ด๐˜‚๐˜€๐˜ ๐Ÿฐ ๐—ฎ๐—ป๐—ฑ ๐Ÿฑ, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ, in a post-apocalyptic California, where an automated house continues its daily routines long after its occupants are gone.

At first glance, itโ€™s a haunting story about humanityโ€™s fragility and technology vs. nature. But beneath that grim narrative is something else entirely, ๐—ฎ๐—ป ๐—ฒ๐˜…๐˜๐—ฟ๐—ฎ๐—ผ๐—ฟ๐—ฑ๐—ถ๐—ป๐—ฎ๐—ฟ๐˜† ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐—ถ๐—ป๐—ป๐—ผ๐˜ƒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป.

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Writing more than 75 years ago, Bradbury imagined technologies that were decades away from becoming reality. He described autonomous robotic cleaners as โ€œtiny robot miceโ€ฆ small cleaning animals, all rubber and metalโ€, a vision that feels remarkably familiar in the age of robotic vacuums. He envisioned an intelligent voice assistant that announced reminders like, โ€œToday is Mr. Featherstoneโ€™s birthday.โ€ anticipating assistants such as todayโ€™s Siri and Alexa. He even imagined voice-activated security and authentication systems, long before they became part of our everyday lives.

๐—ง๐—ผ๐—ฑ๐—ฎ๐˜†, ๐—”๐˜‚๐—ด๐˜‚๐˜€๐˜ ๐Ÿฑ, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ, ๐˜„๐—ฒโ€™๐˜ƒ๐—ฒ ๐—ฎ๐—ฟ๐—ฟ๐—ถ๐˜ƒ๐—ฒ๐—ฑ ๐—ฎ๐˜ ๐˜๐—ต๐—ฒ ๐—ณ๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—•๐—ฟ๐—ฎ๐—ฑ๐—ฏ๐˜‚๐—ฟ๐˜† ๐—ถ๐—บ๐—ฎ๐—ด๐—ถ๐—ป๐—ฒ๐—ฑ.

Thatโ€™s why I like to think of today as โ€œ๐—ฅ๐—ฎ๐˜† ๐—•๐—ฟ๐—ฎ๐—ฑ๐—ฏ๐˜‚๐—ฟ๐˜† ๐——๐—ฎ๐˜†.โ€

As ๐—ฎ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฎ๐—น ๐—ถ๐—ป๐˜๐—ฒ๐—น๐—น๐—ถ๐—ด๐—ฒ๐—ป๐—ฐ๐—ฒ (๐—”๐—œ) rapidly reshapes the way we live and work, itโ€™s easy to focus on the uncertainty or the risks. Those conversations are important. But I also choose to see the extraordinary opportunity. Like Bradbury, ๐˜๐—ผ๐—ฑ๐—ฎ๐˜†โ€™๐˜€ ๐—ถ๐—ป๐—ป๐—ผ๐˜ƒ๐—ฎ๐˜๐—ผ๐—ฟ๐˜€ ๐—ฎ๐—ฟ๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ถ๐—ป๐—ถ๐—ป๐—ด ๐—ฝ๐—ผ๐˜€๐˜€๐—ถ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐—ถ๐—ฒ๐˜€ ๐˜๐—ต๐—ฎ๐˜ ๐˜„๐—ถ๐—น๐—น ๐—ฏ๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐˜๐—ผ๐—บ๐—ผ๐—ฟ๐—ฟ๐—ผ๐˜„โ€™๐˜€ ๐—ฟ๐—ฒ๐—ฎ๐—น๐—ถ๐˜๐˜†.

As someone working in data science in healthcare, Iโ€™m excited about the opportunity to help shape how AI is used to improve care, solve meaningful problems, and unlock new ways of thinking. The future isnโ€™t something we simply inherit, itโ€™s something we build.

7_There Will Come Soft Rains by Ray Bradbury.pdf

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Nathan Schaaf
Nathan Schaaf

Written by Nathan Schaaf

My goal is to give back to the Medium community as I continue to learn and grow as a Data Scientist and make meaningful contributions in industry and society.