Gig workers in Bengaluru and Chennai: what the PLFS numbers actually show

India's Periodic Labour Force Survey is the most rigorous employment dataset the government produces — yet economists increasingly acknowledge that it was designed for a labour market that existed before 2015. The PLFS classifies workers as self-employed, regular wage, or casual wage. Platform workers — the delivery riders, freelance designers, cab drivers, and short-task gig workers who now make up an estimated 7–8 percent of urban employment in South India's two largest metros — do not map cleanly onto any of those categories.

The latest PLFS annual report (2022–23) shows urban male workforce participation in Bengaluru at 72.4 percent and in Chennai at 68.9 percent. Both figures are above the all-India urban average of 66.1 percent. On the surface, this looks like a positive story. Dig into the self-employment sub-category, however, and a different picture emerges. Self-employment in both cities rose by roughly 3 percentage points between 2019–20 and 2022–23 — a period that overlaps precisely with the rapid expansion of Swiggy, Zomato, Ola, Rapido, and Urban Company in both markets. The PLFS treats these workers as self-employed, recording them as employed. What it does not record is earnings volatility, the absence of employer-side social security contributions, or the effective hourly rates once platform fees and fuel costs are deducted.

Informal surveys conducted by the Azim Premji University Labour Research Unit in Bengaluru and the MIDS in Chennai in 2023 found median net hourly earnings for platform delivery workers ranging from ₹58 to ₹74 per hour — below the statutory minimum wage for unskilled workers in both Karnataka (₹537/day, or approximately ₹67/hour for an 8-hour shift) and Tamil Nadu (₹563/day). The PLFS shows these workers as employed. The minimum wage data shows them as potentially earning below the floor. Both statements can be simultaneously true, and that is precisely the measurement gap that current official statistics cannot yet close.

Until the survey instrument is updated — a reform the Labour Ministry's technical committee has discussed but not timetabled — analysts should treat urban self-employment growth in South India's tech metros as a signal requiring further disaggregation, not a straightforward indicator of labour market health.