Indian Workers Filmed for Robot Training: Job Loss Fears

What Is Egocentric Data and Why Are Indian Workers Being Filmed?

Indian garment factory workers in Delhi are being equipped with head-mounted cameras that record their every movement on the production line — not for productivity monitoring, as many were initially told, but to collect egocentric data used to train humanoid robots. This first-person video footage is becoming a critical resource for companies like Tesla, Figure AI, and Boston Dynamics, which are racing to develop robots capable of performing human tasks. India now holds an estimated 35-36% of the global data annotation market, with 60% of revenue coming from US clients, according to reports from The Guardian and industry analysts.

The practice has sparked serious ethical concerns: workers are not compensated for generating this valuable data, many were not fully informed about how the footage would be used, and they now fear being replaced by the very robots they are helping to train.

How Egocentric Data Collection Works

Head-Mounted Cameras in Factories and Homes

Startups like EgoLab.AI — founded in early 2026 by two teenagers — and Human Archive (which raised $8.2 million in seed funding) are leading the collection of egocentric data in India. Workers wear lightweight RGB-D cameras strapped to their heads or caps while performing routine tasks: sewing garments, folding clothes, slicing vegetables, or assembling products. The footage captures precisely what the worker sees and how their hands move, providing the first-person perspective that robots need to learn manipulation tasks.

EgoLab.AI calls itself "India's largest first-person POV data aggregator." It supplies data to Tesla, which CEO Elon Musk expects will derive 80% of its future value from the Optimus humanoid robot. Other clients include Figure AI and Boston Dynamics. The company plans to aggregate 100 million hours of footage from textile, automobile, electronics, and other sectors by 2027.

Low Wages, High Demand

India's dominance in this emerging industry is driven by cost and scale. Data collection that costs $30 per hour in the United States can be done for under $5 per hour in India. Garment workers earn around $200 per month — roughly ₹250 per hour ($2.60) — and receive no additional compensation for wearing the cameras. Some workers report receiving nothing more than a soft drink for their participation.

"I was told the camera was to check my productivity," said one worker from a Delhi garment factory, speaking to The Guardian. "Now I realize I am training the machine that will take my job."

Ethical Concerns and Lack of Consent

The ethics of AI training data collection is under scrutiny. Workers at Pearl Global Industries in Gurugram told investigators they were not properly informed that their footage would be sold to robotics companies. The devices were presented as productivity monitoring tools. Critics argue that workers in vulnerable positions — many are migrant laborers from marginalized communities — cannot realistically refuse to wear the cameras without fear of losing their jobs.

"These workers are generating enormous value for some of the world's most valuable companies, yet they receive nothing," said a labor rights advocate quoted in the investigation. "This is a new form of data colonialism."

Factory owners have resisted demands for direct worker compensation, claiming that rising costs could force closures. Meanwhile, the global race for AI dominance shows no signs of slowing, and the demand for egocentric data is expected to grow exponentially as humanoid robots move toward commercial deployment.

India's Role in the Global Robot Training Economy

India has quietly become the world's hub for robot training data. The country accounts for roughly 35% of the global data annotation market — a figure that rises to 40% when including the broader Asia-Pacific region. Indian IT, BPO, and KPO firms are increasingly integrating "Data Curation as a Service" into their offerings, moving up the value chain from simple image tagging to complex behavioral modeling.

The shift toward Physical AI — AI that controls robots performing real-world tasks — requires precisely the kind of nuanced human input that Indian workers provide. Unlike large language models such as ChatGPT, which are trained on text scraped from the internet, robots need physical demonstration data. This has created a booming industry for egocentric footage, with companies racing to capture billions of hours of human activity in factories, warehouses, kitchens, and homes.

However, the impact of automation on developing economies raises difficult questions. India's vast workforce of 500 million people could face significant disruption if humanoid robots become commercially viable for manufacturing, logistics, and service industries.

What Happens to Workers When Robots Replace Them?

The irony is not lost on the workers themselves. "I am working in my own grave," one factory worker told the Indian Express. The data they generate today is being used to train robots that could make their jobs obsolete within a decade.

Tesla's Optimus humanoid robot is expected to enter volume production in 2026, with Elon Musk claiming the company is installing production lines capable of building 1 million robots per year. Figure AI, Agility Robotics, and 1X Technologies are also racing to commercialize humanoid robots for industrial and domestic use. If these robots can perform the tasks currently done by millions of Indian workers, the social and economic consequences could be severe.

Some experts argue that the current wave of egocentric data collection represents a last window of opportunity for developing countries to benefit from the AI revolution — if they can negotiate fair terms for their workers' data. Others warn that without regulatory safeguards, the practice will accelerate inequality.

Frequently Asked Questions

What is egocentric data?

Egocentric data is first-person video footage recorded from a head-mounted camera that captures exactly what a person sees and how they move. It is used to train robots to perform human tasks by providing a point-of-view perspective.

Why are Indian workers being filmed?

Indian workers are being filmed because India has a large, low-cost industrial workforce that performs the kinds of manual tasks robots are being trained to automate. Companies can collect egocentric data in India for a fraction of the cost in the US or Europe.

Are workers compensated for their data?

In most cases, no. Workers receive their regular wages (about $200 per month) but no additional compensation for generating egocentric data. Some receive a soft drink or small incentive, but the footage is sold to tech companies for significant profit.

Which companies are buying this data?

Tesla (for its Optimus humanoid robot), Figure AI, Boston Dynamics, and other robotics companies are known clients of Indian data aggregation startups like EgoLab.AI and Human Archive.

Will these robots replace Indian workers?

If humanoid robots become commercially viable for manufacturing, logistics, and service jobs, millions of Indian workers could face displacement. The data being collected today is specifically designed to train robots to perform these tasks.

Sources

• The Guardian — Indian factory workers told to film themselves for AI robots
• Indian Express — 'I'm working in my own grave': Workers in India training robots that may replace them
• Scroll.in — How Big Tech is harnessing Indian factory workers' data to train robots
• ExplainX.ai — Indian Workers Wear Cameras to Train AI Robots 2026
• Wikipedia — Optimus (robot)