The Quiet Displacement
In a darkened control room in Navi Mumbai, 100 operators oversee bots monitoring 30,000 ATMs across India. Their cameras, sensors and automated systems perform work that once required 60,000 security guards. This facility serves as a powerful metaphor for a broader transformation gripping the nation. Across India, automation has been quietly reshaping the employment landscape, eliminating the stable jobs that built the middle class over three decades. The 40 million income taxpayers who earn between Rs 5 lakh and Rs 1 crore annually, forming the productive core of the Indian economy, now find themselves under unprecedented strain. These educated, employed citizens are discovering that credentials and hard work no longer guarantee financial security in an economy being rapidly restructured by artificial intelligence and economic headwinds.
The crisis manifests differently across social strata. Consider VS, a 27-year-old BTech graduate from western Rajasthan earning Rs 14,000 monthly as a freelance salesperson. Last year, he lost Rs 1.3 million, nearly his entire family’s savings, trading Futures and Options on the stock market. He represents one of nine million Indians engaged in similar speculative trading, collectively losing over $12 billion annually, roughly equal to the federal government’s entire education budget. Then consider Rahul Singh, a food delivery agent who borrowed money not merely for discretionary home renovation but for “covering essential expenses, such as rent, medical bills and any other unforeseen expenses, which were critical for survival.” These are not cautionary tales about individual failure. They are portraits of a class under pressure.
When Machines Take Over
The displacement began gradually in the early 2000s when automation started hollowing out middle-skill work, eliminating clerical roles, bookkeeping positions and sales jobs that once absorbed India’s graduates. Artificial intelligence has dramatically accelerated this disruption. India’s IT services sector, the country’s largest graduate employer with eight million workers, is actively retrenching staff. Niti Aayog, the government’s planning body, estimates that by 2031, AI could eliminate close to three million IT and customer service jobs.
Chief executives of India’s most profitable companies openly discuss using AI to cut salary bills by a third. At one large private bank, a single AI tool now handles 95% of customer queries that previously required a 3,000-strong call centre team. Saurabh Mukherjea, founder of Marcellus Investment Managers and author of the new book “Breakpoint,” warns that this represents a structural break in employment patterns. “Whether it’s in factories or in offices, the machines are taking over conventional middle class jobs,” he notes. The first wave arrived with ATMs replacing bank tellers. The next wave involves sophisticated bots and generative AI disrupting both manufacturing and white-collar sectors.
Research from the Economic Survey identifies a “sharp structural break after December 2022” in how generative AI is reshaping labour markets. White-collar workers in IT services, business process management, finance and analytics are central to urban consumption. They also help absorb the millions of graduates entering the workforce each year. Unlike earlier technology shifts that mainly disrupted manufacturing or informal work, today’s AI wave targets cognitive and process-driven roles, the very jobs that anchor the middle class. As Shantanu Rooj, founder of TeamLease Edtech, explains, “Once workflows are rebuilt around AI, some entry level and coordination heavy tasks don’t come back in the same form.”
The Mathematics of Stagnation
Even for those who retain employment, the economics of middle-class life have deteriorated. Over the past decade, the average middle-class income taxpayer’s annual income has grown by roughly Rs 50,000, approximately the price of a decent smartphone. Against actual living costs, this represents a slow erosion of purchasing power. Recent research shows a vegetarian thali now costs 11% more each year, an entry-level car or motorcycle rises by 7 to 8% annually and medical costs climb at 14%.
Based on spending patterns for typical middle-class households covering rent, food, healthcare and education, analysts estimate the true cost of living doubles roughly every eight years, implying an effective inflation rate of about 9% for this demographic. A family living comfortably on Rs 1 million in 2016 now requires close to Rs 2 million annually. Their salaries, in most cases, have barely moved. As Mukherjea observes, “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.” The middle class finds itself on a treadmill where the belt speeds up annually.
The cyclical economic downturn compounds these structural challenges. India experienced three years of bumper growth following the pandemic, driven partly by “revenge spending.” As that effect fades, the economy faces a cyclical slowdown. “It is all but certain that the middle class will be the biggest casualty of this post-COVID cyclical economic downturn,” Mukherjea warns. While the slowdown may be temporary, wage stagnation and automation-driven job losses are structural issues that will influence the middle class over the next decade.
Borrowing to Survive
The gap between earnings and living costs creates pressure that manifests in dangerous financial behavior. India’s non-housing household debt as a share of income now exceeds that of the United States and China, making Indians one of the most indebted groups worldwide when excluding mortgages. Non-housing household debt stands at 32% of GDP in FY2025, up from 23% in FY2017. Nearly half of all Indian families have taken personal loans, with 67% of borrowers taking their first loan before age 30. For those carrying debt, nearly 40% of annual income goes toward servicing it.
This borrowing finances consumption and survival rather than investment. Between 5% and 10% of retail borrowers are caught in debt traps, taking new loans to pay old ones with no clear exit. Data from legal support firms indicates that 60% of borrowers contacting debt resolution services are either making minimum payments or have ceased repayments entirely. For another 60%, equated monthly installments consume their entire family income, forcing 40% to borrow anew just to stay afloat. Defaults stem largely from job losses, exorbitant EMI-to-income ratios and medical emergencies.
The Reserve Bank of India’s December 2024 Financial Stability Report reveals that 45% of all borrowers are classified as sub-prime, and nearly half of their loan requirements are directed toward consumption rather than investment. Vacations rank as the most common reason for taking personal loans, with over a quarter of such borrowing dedicated to holidays. For the affluent segments of the middle class, borrowing finances aspirational purchases like premium smartphones and lifestyle upgrades. For less affluent households, debt covers essential consumption such as healthcare and education. The result is that net household savings as a percentage of GDP are at their lowest since 1976.
The Graduate Unemployment Paradox
India now produces more graduates than ever, over eight million annually, yet becoming a graduate actively reduces employment prospects. The unemployment rate for graduates stands at 29.1%, nine times higher than for those who never attended school. Even at the Indian Institutes of Technology, once considered guaranteed passports to prosperity, the picture has changed. Across IITs nationally, 8,000 of 21,500 graduates remain unemployed. Minimum placement salaries at IIT Bombay fell from Rs 6 lakh per annum 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 from October 2024 estimated that only 10% of engineering graduates would find employment that year. By March 2025, surveys indicated 83% of engineering graduates remained without work. White-collar job creation has collapsed from 11% growth before 2020 to just 1% today, according to the Naukri Jobspeak Index.
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, hoping to land data entry jobs paying Rs 18,000 monthly. This compression represents the new ground reality for India’s educated youth. As one analyst notes, the crisis is visible even at the country’s apex institutions, where the IIT degree, long India’s most coveted credential, is beginning to look less like a golden ticket and more like a lottery.
The Consumption Engine Stalls
The consequences ripple outward through the economy. Fast-moving consumer goods volume growth has dropped from 11% fourteen years ago to 3% today. Car sales remain stagnant. Consumer durables growth has collapsed from 11% to 1-2%. When leaders of India’s largest consumer companies discuss these trends, they display expressions of confusion and concern. The Indian consumer has stopped spending, not as a lifestyle choice but because they cannot afford to do so.
This matters profoundly because consumption accounts for 60% of India’s GDP. The post-1991 growth model relied on a specific logic: middle-class spending creates demand, demand creates jobs, jobs create more spending. That virtuous cycle, three decades in the making, has broken. Nestle India’s managing director Suresh Narayanan noted recently that “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 explained that in 2018-19, 82% of cars sold were priced below Rs 10 lakh. “Now that segment is not growing anymore. It is declining actually,” he stated. “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 compression extends beyond discretionary purchases into essential consumption, creating a feedback loop that threatens the entire economic model.
Political Silence and the Path Forward
Despite bearing the fiscal burden of the state, the middle class commands little political attention. With 40 million taxpayers among 970 million voters, this demographic is large enough to fund government operations but too diffuse to influence policy. Politicians court the poor for votes and the wealthy for campaign funding. The middle class pays for both and waits.
The group built the post-liberalization India through steady work and tax compliance. Whether modern India can sustain this middle class remains the defining question of the decade. As the book “Breakpoint” argues, “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.”
Survival requires fundamental shifts in mindset and skill acquisition. The World Economic Forum estimates AI could contribute up to 14% of global GDP by 2030, but the distribution of those gains remains uncertain. For Indian workers, the mandate is clear: develop capabilities that complement rather than compete with automation. Skills involving creativity, problem-solving, empathy, negotiation and critical thinking offer the greatest protection against displacement. Healthcare, education, design and service-based fields present opportunities for growth.
Some companies are exploring “T-shaped talent” models, seeking people with deep expertise in one domain plus fluency with AI tools. Remote work opportunities in tier II and tier III towns are emerging as companies discover they can hire tech workers living in smaller cities at lower costs than metro-based employees. As Neeti Sharma, CEO of TeamLease Digital, observes, “Any repetitive, routine, logical work can be done by AI agents. The premium is moving to people who can apply AI to business outcomes.” For professionals, the ability to collaborate with and govern autonomous systems is no longer a future skill but the baseline for competitiveness in the current economy.
Key Points
- India’s 40 million middle-class income taxpayers face simultaneous crises of job displacement, stagnant wages and rising debt
- Automation and AI threaten to eliminate up to 3 million IT and customer service jobs by 2031, with white-collar job growth collapsing from 11% to 1%
- Graduate unemployment has reached 29.1%, nine times higher than for illiterate workers, even as India produces over 8 million graduates annually
- Non-housing household debt exceeds US and China levels, with 40% of annual income going to debt servicing for many borrowers
- Cost of living doubles roughly every eight years for middle-class households while incomes remain stagnant
- Consumer spending has stalled, with FMCG growth dropping from 11% to 3% and car sales stagnating, threatening India’s consumption-driven growth model
- Nine million Indians collectively lose $12 billion annually in speculative stock market trading, often using family savings to chase returns
- Experts recommend developing AI-resistant skills including creativity, critical thinking and emotional intelligence while embracing continuous learning
