As destiny would have it, I discovered myself attending the 2025 supplies dealing with commerce present in March and being in an exhibition sales space immediately reverse throughout from a robotics producer (once more). This time, the robots have been doing extra advanced duties at a sooner tempo than was the case two years in the past.
Some historical past:
Almost two years in the past, I used to be attending America’s giant materials dealing with trade’s annual commerce present, doing sales space responsibility for an organization. Diagonally throughout the primary aisle was a robotics firm’s sales space. On the closest nook to my line of sight was a stationary robotic that was tasked with placing cartons on a pallet in a logical sequence after which eradicating them. It did this repetitively all through the present. Or at the very least tried to.
What I noticed at the very least a number of instances a day throughout present hours was the robotic “lacking the mark” because it took a carton (by suction on the highest of the carton) from the ground whereas transferring it to a place on the pallet. Sadly, it was not completely correct in “seeing” the vacation spot area’s boundaries, and it was off simply sufficient to have the carton fall over and out of place.
When this occurred, a human would rush over to the robotic, cease it, tidy up the pallet, and make an adjustment to the robotic. Upon restarting the robotic, all could be effectively for about an hour or so till the subsequent spill occurred. Our human hero once more got here to the rescue, and all was proper with the world.
What this younger human was doing was wrangling the robotic effectively earlier than the job title “robotic wrangler” was in widespread circulation.
As I headed once more to the 2025 present, I anticipated that robots like this could be performing optimally given the advances in robotics, imaginative and prescient techniques, AI (synthetic intelligence)-infusion, and different operational traits.
Right here’s what I noticed from my vantage level on the ground of the present:
There have been twelve robotic “pickers” operating inside a grid of choosing areas with “cease / go” site visitors management coordinating their actions.
Quicker and extra advanced, which meant that the robots obtained into hassle sooner, requiring “corrective help” from a bigger pressure of human robotic wranglers.
Phrase obtained round about these robots colliding at increased speeds over a posh grid of choosing areas. This drew a big crowd of attendees ready on the sidelines to see the “present.” When a crash occurred, greater than as soon as a day, up went the smartphones to seize the restoration efforts, which concerned people rising from a protecting management cage, climbing into the robotic motion enviornment, wrangling the fallen robots up from the ground and aligning them again onto the “monitor” alongside the choosing areas.
All of the cheers and applause of the sizeable viewers when order was restored. This might have made for an awesome actuality TV present!
However the attention-grabbing factor is there’s a brand new warehousing job class that’s wanted to get robots out of a jam after they function outdoors of their “regular” programmed conduct. This can be a particular shift in the way forward for work in warehouses and distribution facilities. Meet the Robotic Wranglers.
Let’s first make the vital distinction between a “robotic engineer” and a “robotic wrangler.” A useful information to the variations might be discovered on this article from Unmudl. The basic distinction between them is:
“Whereas Robotic Engineers design the techniques, Robotic Wranglers maintain them in test, ensuring they carry out day-to-day duties successfully.”
This wrangler description applies completely to the younger human talked about above. Right here’s The Wall Avenue Journal’s ($) current report on wranglers in warehouses.
Now the vital query: How a lot does a robotic wrangler make yearly? Right here’s Glassdoor’s perspective. Evaluate that with Zippia’s perspective on human warehouse employees.
Effectively, the plus $31,388 upside being a robotic wrangler is critical. What number of wranglers are wanted in a warehouse the place robots have changed people?
Right here’s a current perspective within the AutomatedWarehouse publication.
Key Excerpt
“We’ve seen 1:4 or 1:10 ratios of individuals required to maintain robots going,” mentioned Michael Bearman, chief buyer officer at Vecna Robotics Inc.. “Some individuals name such wranglers ‘robotic babysitters,’ and old-school AGVs [automated guided vehicles] pose plenty of challenges. For example, these robots aren’t that related, so chances are you’ll not know the place in a 1 million-sq.-ft. warehouse precisely the place they’re.”
What’s the level? What “knowledge dots” must be related?
As I’ve beforehand identified, doing a ROI (return on funding) evaluation when contemplating robotic expertise to exchange people for warehouse jobs could also be lacking essential knowledge factors. In earlier posts, power consumption will increase related to robotic installations could also be a hidden knowledge level.
The associated fee “financial savings” calculation for a robotic offset to human labor might not account for the necessity for—and upside price of—human robotic wranglers. Roughly, utilizing the info wage knowledge factors above, a wrangler prices the identical as two “conventional” human warehouse employees.
That issue alone can negatively affect the ROI for robotics adoption.
This gave me the chance to do some “again of the envelope” math. Two years in the past, there was a single human robotic wrangler used to revive the robotic’s potential to carry out its job.
On this new state of affairs, 4 human wranglers emerged from the management cage to appropriate the state of affairs. These have been the identical individuals staffing the management consoles. Even utilizing essentially the most beneficiant human / robotic assist ratio of 1 wrangler for ten robots, and placing apart the price of the robots, the funding in higher-skilled people elevated.
The necessity for higher educated robotics-trained people will enhance. Are we ready for that shift?

Concerning the Writer
Tim Lindner develops multimodal expertise options (voice / augmented actuality / RF scanning) that target assembly or exceeding logistics and provide chain clients’ productiveness enchancment goals. He might be reached at linkedin.com/in/timlindner.