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Concerning technologies such as nuclear power and chemical plants, Perrow writes: "Because of the complexity, they are best decentralized; because of the tight coupling, they are best centralized.
Be intentional when deciding which technologies are best centralized versus distributed.
Chesbrough argued that even the best centralized resources cant match the innovative energy of the collective.
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The fact is, there is no dispositive empirical proof about which method is best — the centralized technocratic one or the decentralized market-based one.
"At Vacasa we've built a technology that lets us combine centralized best practices, centralized systems with employees in each of the markets in which we do business.
Opinions practice has resisted centralized best-practices or regulation.
With these improvements, data transmission is dispersed on relatively better routes instead of being centralized on the best route with lower overhead.
Is a centralized facility the best option for poultry?
For example, it is not clear how to best integrate data from established, centralized databases with that provided by 'community annotation'.
Just as Bitcoin was introduced by Satoshi, every decentralized system starts as centralized, and innovations work best when there's an individual party at the helm.
On top of that, music metadata -- the data that credits the producers, writers, performers of a song -- can be messy at best, as there is no one centralized authority where accurate data is stored.
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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