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Description
The Ethical Algorithm: The Science of Socially Aware Algorithm DesignOver the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from
Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps. Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.Binding Type: Hardcover
Publisher: Oxford University Press, USA
Published: 11/01/2019
ISBN: 9780190948207
Pages: 232
Weight: 1.15lbs
Size: 9.30h x 6.10w x 0.90d
Review Citations: Library Journal 09/06/2019 pg. 1
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Product Reviews
★★★★★ 5
Dewy and Effective Finish
Size: 1.7 Ounce (Pack of 1)
I recently started using the Cocoonkind SPF, and I’m really impressed with this product! It provides excellent sun protection without the greasy or heavy feeling that some sunscreens can leave behind. The formula is lightweight and absorbs quickly into my skin, leaving it feeling soft and hydrated. I also love that it’s made with clean, natural ingredients—knowing that it’s cruelty-free and free of harmful chemicals gives me peace of mind. The finish is dewy but not shiny, making it perfect for daily use under makeup or on its own. I’ve been using it every day, and it’s become a staple in my skincare routine. If you’re looking for a clean, effective sunscreen that provides great protection while nourishing your skin, I highly recommend Cocoonkind SPF! It’s gentle, effective, and perfect for all skin types.
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Reviewed in the United States on January 11, 2025
★★★★★ 3
White cast
Size: 1.7 Ounce (Pack of 1)
Has a white cast on brown skin, works okay under makeup
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Reviewed in the United States on April 21, 2026
★★★★★ 5
So far, so good!
Size: 1.7 Ounce (Pack of 1)
It rubs in clear very nicely and doesn’t feel greasy or heavy on my skin.
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Reviewed in the United States on April 24, 2026
★★★★★ 5
Nontoxic sunscreen
Size: 1.7 Fl Oz (Pack of 2)
Excellent sunscreen! Nontoxic and gentle. I have sensitive skin and chemical sunscreens can irritate my skin, so I switched to this one. It has a creamy feel, but doesn’t make your skin look or feel oily. I have dry-normal skin, for reference. It initially has a bit of a white cast, but once rubbed in you don’t notice it.
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Reviewed in the United States on December 17, 2025
★★★★★ 5
Finally, a Sunscreen That Actually Absorbs and Smells Amazing!
Style: SPF 50, Size: 6 Ounce (Pack of 1)
I love this stuff. For some reason, other sunscreens never fully absorb into my skin — no matter how much I rub them in or prep with lotion, they always leave that embarrassing white tint that keeps me from using them consistently. The Sun Bum Original SPF 50 Sunscreen Spray is completely different. It sprays on evenly, spreads easily, and absorbs right away without any residue, so I actually want to use it and reapply often. As a bonus, it smells amazing — if you like coconut, you’ll love this.
Pros:
- Absorbs instantly with no white tint
- Lightweight, easy-to-apply spray
- Pleasant coconut scent
- Encourages consistent use
- Reef-friendly and made without harsh ingredients
Cons:
- None at all — perfect sunscreen for everyday use!
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Reviewed in the United States on November 8, 2025
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