paradox of automation

Paradox of Automation’s Last Mile

My collaborator, Siddharth Suri, and I have spent nearly 2 years studying a nascent but rapidly expanding piece of the platform economy that we call “crowdwork.” Right now, crowdwork — millions of people around the world working in concert with programmers issuing tasks to an API — fuels automation of the internet. This work requires people to contribute responses, at a moment’s notice, and benefits most from a dispersed, diverse set of responses more than the steady input of one person responding to a single call full-time. We see a moving frontier, between what machines can and can’t solve, what we call the paradox of automation’s last mile. As machines progress, they solve problems that previously only humans could solve. But with each solution a new problem — or opportunity for machine learning — presents itself. Engineers, using crowdwork, put their heads down and dig into advancing the frontier of automation once again. The humans who used to [...]