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The problem, as BuzzFeed's Ben Smith has explained, is that publishers who are optimizing for pageviews — which are really just clicks — are betraying the reader's trust.
It has been compared to several screening methods which are optimizing for system diversity and are often used for optimal sensor placement.
They are prone to bias, too, depending on the data they are fed and the outcomes they are optimizing for.
The algorithms are optimizing for a goal that can be measured in the moment whether a user clicks on a link without regard to the longer-range and more important goal of keeping users satisfied with their experience on the site.
"We are optimizing for profitability over fundability," Williams said.
Through a process called "Connects" we are optimizing for more timely feedback and meaningful discussions to help employees learn in the moment, grow and drive great results.
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Namely, that many nonprofits are optimized for telling compelling/viscerally attractive stories rather than optimized for helping the beneficiaries.
Those heuristics will fail because they are not optimized for a financial context – they are optimized for the physical world.
In a world of limited resources, applications are optimized for their main function.
"We as a species are optimized for face-to-face communication, so only two of these -- the reading and replying -- are vaguely associated with that," Mr. Kock said.
They are optimized for one domain.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com