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Learn / Where robots are going · 2 min read

How far away are robots from doing a cleaner's job?

Our read of the research, with the numbers

The short answer

Our read is that robots will keep taking more open-floor work now, and over the next several years they may help with a few more tasks in some buildings while people still do most of the job. A robot doing a cleaner's whole shift in most buildings looks decades away. Nobody knows for sure, including us.

A humanoid robot in a research lab handling a towel at a table while two engineers watch.

What the government expects

The U.S. Bureau of Labor Statistics counts about 2.43 million janitors and building cleaners in 2025. In its August 2026 forecast, it expects that number to grow 2% by 2035, with about 321,800 openings a year, mostly from people leaving the job.

The same report says high-tech cleaning methods may slow growth, but it does not expect the job to shrink in the next ten years.

What AI experts expect

In a survey taken in December 2024, AI Impacts asked 1,580 AI researchers when machines could do every job better and cheaper than people. As a group they gave that a 10% chance by 2035 and a 50% chance by 2098.

They were asked about hands-on tasks too, and gave about even odds that a robot could fold laundry like a store worker within ten years and wire a new house by 2040. That means a top lab could build it, while getting it cheap and into buildings takes longer.

Their answers have moved earlier with each survey, though the authors also warn that expert guesses like these have a mixed track record.

What banks and economists expect

Morgan Stanley forecasts that humanoid robots will be adopted slowly until the mid-2030s, then faster in the late 2030s and 2040s. Goldman Sachs forecast about 1.4 million humanoid robots shipping by 2035, and in 2024 it put the cost to build one at $30,000 to $150,000.

Back in 2013, two Oxford researchers gave janitors and cleaners a 66% chance of being automated someday, without giving a date. Janitor jobs have grown since then.

Our estimate, in three stages

  1. Now: machines take open-floor scrubbing and vacuuming in big open buildings, and people do the rest.
  2. Next several years, roughly to the mid-2030s: robots may help with more tasks in some buildings, like carrying things from room to room. People still do most of the job, and someone runs the machines.
  3. The whole job in most buildings: likely decades away. The experts put a 10% chance on 2035 and even odds on 2098, so the range is very wide.

What would change our read

We would move our estimate earlier if a robot started cleaning restrooms and offices at many paid sites with no one steering it from afar, and later if robots stay stuck in warehouses moving boxes. We will update this page when the evidence changes.

Why this matters to your crew

Nobody can give you a date, and we won't pretend to. What the numbers do show is that your hand skills are the part robots are furthest from, and that skill is what we pay you to record, for each hour we accept.

What other owners ask

So will a robot take my job?

Not in the next few years, based on everything we found, and past that nobody knows. The AI researchers we cite give it about a 1 in 10 chance by 2035 and even odds by 2098.

Why should I trust your estimate?

You shouldn't take it on faith, which is why every number here links to its source below. Our part is the reading of those numbers, and we could be wrong.

Does recording speed this up?

Video like yours is one of many things robot teams use, and we can't measure how much any one set of video moves the date.

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