These jobs exist because of new technologies.
This cluster maps professions that emerge from digital transformation — not the roles the tech industry celebrates, but the roles that exist because something is broken, hidden, or unaccountable. Content moderators make platforms safe in ways algorithms cannot. Algorithmic auditors find the bias that companies would prefer not to find. Ghost workers and Mechanical Turk labourers keep AI systems functioning while remaining structurally invisible.
Understanding these roles means understanding that the digital economy has a labour layer that its public narrative erases.
The question this cluster asks: who is doing the work the platform claims the algorithm does?
Terms in this cluster
Content Moderator
The invisible labour of removing harmful content at scale. The human layer beneath the algorithmic moderation that cannot do it alone.
Creator Economy
The platform is your employer. The content is your labour. The algorithm sets your hours.
Personal Branding
You are not a person. You are a product. This is now expected before you graduate.
Ghost Work
Gray & Suri, 2019. Invisible on-demand labour that makes AI systems function — erased from the product narrative while essential to its operation. (new V10)
Mechanical Turk
Amazon MTurk: the infrastructure for invisible human microlabour that makes AI appear more capable than it is. Named after a historical deception it exactly reproduces. (new V10)
Prompt Engineer
The person who knows how to talk to the model. New skill or new dependency? Possibly both.