100 Operators, 30,000 ATMs and a Changing Economy
In a control room in Navi Mumbai, 100 operators oversee bots monitoring 30,000 ATMs across India. Cameras, sensors and automated systems perform work that once required 60,000 security guards. The operation captures a change reaching far beyond banking: machines are taking over tasks that supported stable employment and helped build India's middle class over three decades.
Contents
- 100 Operators, 30,000 ATMs and a Changing Economy
- How Automation Reached Office Jobs
- Why a Salary Buys Less
- A Slowdown on Top of Lasting Job Changes
- Debt Moves Into Everyday Life
- Graduates Face a Narrower Route Into Work
- Household Pressure Reaches Shops and Car Showrooms
- A Large Tax Base With Limited Political Attention
- What Employers Are Looking For Now
- Key Points
As of March 30, 2026, that transformation sits alongside two other pressures, stagnant earnings and growing household debt. Around 40 million income taxpayers earning between Rs 5 lakh and Rs 1 crore annually form a productive core of the economy. For these educated, employed citizens, qualifications and hard work offer less assurance of financial security as artificial intelligence reshapes employment and living expenses rise.
VS, a 27-year-old BTech graduate from western Rajasthan, earns Rs 14,000 a month as a freelance salesperson. Last year, he lost Rs 1.3 million trading Futures and Options, almost his family's entire savings. He is among nine million Indians participating in similar speculative trading, with collective annual losses exceeding $12 billion, roughly the size of the federal government's education budget.
Rahul Singh, a food delivery agent, illustrates another kind of financial pressure. His borrowing extended beyond discretionary home renovation to basic household needs. Singh described the purpose of those loans in terms of survival:
covering essential expenses, such as rent, medical bills and any other unforeseen expenses, which were critical for survival.
Both experiences show how the gap between earnings and expectations can push households toward risk or debt. Some try to rebuild their finances through trading. Others borrow to keep paying rent or medical bills. The pressure reaches people at different income levels, even when their jobs, qualifications and spending choices differ.
How Automation Reached Office Jobs
Automation began eroding work requiring intermediate levels of skill in the early 2000s. Clerical positions, bookkeeping and sales jobs, which had absorbed many graduates, gradually disappeared. ATMs replacing bank tellers represented an early wave. Sophisticated bots and generative AI now extend that change into manufacturing and office work.
India's IT services sector, described as the country's largest graduate employer with eight million workers, is retrenching staff. Niti Aayog, the government's planning body, estimates that AI could eliminate close to three million IT and customer service jobs by 2031.
Chief executives of some of India's most profitable companies discuss using AI to reduce salary bills by a third. At one large private bank, a single AI tool handles 95% of customer queries that previously required a call centre team of 3,000 people. These changes affect the number of workers needed to carry out routine tasks.
Saurabh Mukherjea, founder of Marcellus Investment Managers and author of the new book Breakpoint, describes a structural change in employment:
Whether it's in factories or in offices, the machines are taking over conventional middle class jobs,
Research discussed in the Economic Survey identifies a "sharp structural break after December 2022" in the way generative AI is reshaping labour markets. Workers in IT services, business process management, finance and analytics support urban consumption and provide an employment destination for the millions of graduates entering the workforce each year.
Earlier technological changes mainly disrupted manufacturing or informal employment. The current wave reaches work involving thinking, information and repeated processes, including jobs that have anchored middle class security. Shantanu Rooj, founder of TeamLease Edtech, explains why changes to these workflows can last:
Once workflows are rebuilt around AI, some entry level and coordination heavy tasks don't come back in the same form.
Why a Salary Buys Less
The average middle class income taxpayer's annual income has grown by roughly Rs 50,000 over the past decade, approximately the price of a decent smartphone. For people who remain employed, this limited increase has collided with rising costs for food, transport, housing, healthcare and education.
Recent research puts the annual increase in the price of a vegetarian thali at 11%. The price of an entry level car or motorcycle rises by 7% to 8% annually, while medical costs climb at 14%. These expenses help explain why household budgets can feel much tighter even when pay has increased.
Analysts using typical middle class spending patterns estimate that living costs double roughly every eight years. Their calculation, covering rent, food, healthcare and education, implies an effective inflation rate of about 9% for this group. A family that lived comfortably on Rs 1 million in 2016 now needs close to Rs 2 million annually, while salaries in most cases have barely moved.
Mukherjea connects this loss of purchasing power to the rise in borrowing. Income measured in real terms means what the money can buy after accounting for higher prices:
In real terms, middle-class incomes have effectively halved due to inflation. People want to live a better life, but in inflation-adjusted terms, that means the middle class has had to load up on a lot of debt.
India also faces a cyclical slowdown after three years of bumper growth following the pandemic. Part of that expansion came from "revenge spending", as people resumed purchases after restrictions and disruption. With that spending effect fading, households face a weaker economic cycle alongside longer lasting changes in jobs and pay.
A Slowdown on Top of Lasting Job Changes
Mukherjea expects the middle class to bear a large share of the strain from the downturn following COVID-19. He describes the near term economic risk in stark terms:
It is all but certain that the middle class will be the biggest casualty of this post-COVID cyclical economic downturn,
A cyclical slowdown can be temporary. Wage stagnation and the replacement of jobs through automation are structural changes, meaning they alter how the economy employs and pays people. Those pressures are expected to influence middle class finances over the next decade, even if economic growth recovers.
Households therefore face two clocks running at once. A weaker spending cycle can affect current hiring and sales, while businesses rebuilding their operations around machines can permanently change the kinds of workers they need. For graduates and existing employees, the challenge extends beyond waiting for demand to improve.
Debt Moves Into Everyday Life
India's household debt excluding housing loans reached 32% of GDP in FY2025, compared with 23% in FY2017, an increase of nine percentage points. Non-housing household debt relative to income now exceeds the levels in the United States and China, placing Indian households among the most indebted worldwide on that measure.
Nearly half of Indian families have taken personal loans. Among borrowers, 67% took their first loan before turning 30. For people carrying debt, servicing it absorbs nearly 40% of annual income. Money used for repayments is then unavailable for current household needs or saving.
Between 5% and 10% of retail borrowers are caught in debt traps, taking fresh loans to repay earlier ones without a clear route out. Job losses, very high ratios of equated monthly installments to income, and medical emergencies are major reasons for defaults. An equated monthly installment, or EMI, is the regular payment a borrower makes toward a loan.
Legal support firms describe severe financial distress among people seeking debt resolution. Their data indicate that 60% are making only minimum payments or have stopped repaying altogether. For another reported 60%, EMIs consume the entire family income, while 40% borrow again to stay afloat. These figures concern people contacting debt resolution services.
The Reserve Bank of India's December 2024 Financial Stability Report says 45% of borrowers are classified as subprime, a category associated with greater repayment risk. Nearly half of their loan requirements go toward consumption rather than investment. Borrowing pays for current spending instead of building an asset or an income source.
Vacations are the most common reason for taking personal loans, accounting for more than a quarter of such borrowing. Among more affluent middle class households, debt also funds premium smartphones and lifestyle upgrades. For less affluent families, it meets essential expenses such as healthcare and education. Net household savings as a share of GDP have fallen to their lowest level since 1976.
Graduates Face a Narrower Route Into Work
India produces more than eight million graduates annually, yet graduate unemployment stands at 29.1%, nine times the rate among people who never attended school. A degree is becoming a less dependable route into employment, even as more young people obtain one.
The strain reaches the Indian Institutes of Technology, institutions long associated with strong career prospects. Across IITs nationally, 8,000 of 21,500 graduates remain unemployed, about 37% of that total. Minimum placement salaries at IIT Bombay fell from Rs 6 lakh a year in 2023 to Rs 4 lakh in 2024.
The Parliamentary Standing Committee on Education's March 2025 report cited an "unusual decline in placements in IITs and IIITs between 2021-22 and 2023-24." A TeamLease survey in October 2024 estimated that only 10% of engineering graduates would find employment that year. By March 2025, surveys indicated that 83% of engineering graduates remained without work.
The Naukri Jobspeak Index places growth in white collar job creation at just 1%, compared with 11% before 2020. In western Pune's Hinjewadi tech park, young engineers with degrees and debt queue each morning for walk-in interviews at business process outsourcing firms, seeking data entry jobs paying Rs 18,000 a month.
The sequence of figures shows how the employment squeeze developed:
- Before 2020: White collar job creation grew by 11%, compared with 1% now.
- After December 2022: Economic Survey research identifies a sharp structural break associated with generative AI.
- 2023 to 2024: IIT Bombay's minimum placement salary fell from Rs 6 lakh to Rs 4 lakh annually.
- October 2024: A TeamLease survey estimated employment for only 10% of engineering graduates that year.
- March 2025: The parliamentary education committee highlighted declining IIT and IIIT placements, while surveys put engineering graduates without work at 83%.
- By 2031: Niti Aayog estimates that AI could eliminate close to three million IT and customer service jobs.
Even the IIT degree, long one of India's most coveted credentials, is becoming a less certain ticket to prosperity. The pressure at these leading institutions reflects the broader difficulty of matching expanding graduate numbers with suitable jobs.
Household Pressure Reaches Shops and Car Showrooms
Fast-moving consumer goods volume growth has fallen from 11% fourteen years ago to 3% today. Car sales remain stagnant, while consumer durables growth has dropped from 11% to between 1% and 2%. Leaders of large consumer companies have expressed concern and confusion about weakening demand.
Consumption accounts for 60% of India's GDP. The growth model that developed after 1991 depended on middle class spending generating demand, demand creating jobs, and those jobs supporting further spending. When households cannot afford purchases, that cycle weakens across businesses and employment.
Nestle India's managing director Suresh Narayanan has described a shrinking market in the income group that many consumer goods companies traditionally served:
there used to be a middle segment which used to be the segment most of us FMCG companies used to operate in, which is the middle class of the country. That seems to be shrinking.
Maruti Suzuki chairperson RC Bhargava points to the lower priced car market. In 2018-19, 82% of cars sold cost less than Rs 10 lakh. He says that segment is now declining:
Now that segment is not growing anymore. It is declining actually,
Bhargava also explains the difficulty of relying on sales of more expensive vehicles to compensate for weakness in such a large part of the market:
So you can judge for yourself if that large segment does not grow and actually declines how much can the other segment grow and make up for this 80% segment.
The squeeze extends beyond optional purchases into essential consumption. Lower spending can reduce business demand, which can constrain hiring and earnings in turn. For an economy so dependent on consumption, household financial pressure travels well beyond the families experiencing it first.
A Large Tax Base With Limited Political Attention
India's 40 million middle class income taxpayers sit within an electorate of 970 million voters. They help fund the state but remain too dispersed to exercise political influence matching their economic contribution. Political attention gravitates toward poorer voters and wealthy campaign funders, leaving the middle class with limited attention despite its tax burden.
Steady work and tax compliance helped this group build India after economic liberalization. Its present financial insecurity brings into focus whether the country can sustain the middle class that supported three decades of growth.
Mukherjea's book Breakpoint describes the shift from secure employment and predictable consumption toward a less certain working life:
to work in India now is to stand at a breakpoint in history, the moment when an old order built on secure employment and steady consumption gives way to something new and uncertain.
The World Economic Forum estimates that AI could contribute up to 14% of global GDP by 2030. How those gains will be distributed remains uncertain. For workers facing displacement, the prospect of a larger economy sits alongside the immediate need to earn a stable living.
What Employers Are Looking For Now
Workers are being urged to develop capabilities that complement automation: creativity, problem solving, empathy, negotiation and critical thinking. Healthcare, education, design and services present opportunities for growth, while continuous learning becomes more central to remaining employable.
Some companies are exploring "T-shaped talent", meaning people with deep knowledge in one field combined with fluency in AI tools. The aim is to pair subject expertise with the ability to use new technology in practical business work.
Remote work opportunities are also emerging in tier II and tier III towns. Companies are finding that they can hire technology workers living in smaller cities at lower cost than employees based in metropolitan areas. For professionals, location and the ability to work with automated systems are becoming part of the changing employment equation.
Neeti Sharma, CEO of TeamLease Digital, describes the shift in the value employers place on skills:
Any repetitive, routine, logical work can be done by AI agents. The premium is moving to people who can apply AI to business outcomes.
Collaborating with and governing autonomous systems is becoming a present requirement for competitiveness rather than a skill reserved for the future. India's middle class faces that adjustment while managing rising expenses, weak wage growth and debt repayments, making the transition both a career challenge and a household financial problem.
Key Points
- About 40 million middle class income taxpayers face pressure from automation, stagnant earnings and rising debt.
- Niti Aayog estimates that AI could eliminate close to three million IT and customer service jobs by 2031.
- Graduate unemployment stands at 29.1%, while India produces more than eight million graduates annually.
- Household debt excluding housing loans rose from 23% of GDP in FY2017 to 32% in FY2025.
- Analysts estimate that typical middle class living costs double roughly every eight years.
- Nine million speculative traders collectively lose more than $12 billion annually.
- Weakening consumer demand matters for an economy where consumption accounts for 60% of GDP.
- Employers increasingly seek subject expertise combined with AI skills, while workers are urged to strengthen creativity, judgment and interpersonal capabilities.






