Growth in GSDP does not automatically translate into employment of the same percentage. A highly automated factory can add substantial output with relatively few workers, while small trade employs many people with low measured output per worker. The quality of work matters: earnings, safety, seasonality, stability and access to training. Construction, agriculture and small services can absorb labour but are vulnerable to weather, price and project cycles.

Skills policy works when training matches local demand and a route to actual placement or self-employment exists. A certificate alone is not a job. A port-linked logistics course needs firms, practical training and transport access; food-processing training needs quality standards and buyers. Women may face mobility, safety, care-work or credit constraints even when skills exist. A district-level analysis should ask which constraint is binding, not assume that every unemployment problem has the same solution.

Budget documents can report allocations for skill development, but the outcome budget should be checked for trainees, completions and placements. A programme's announced target is not the number trained. In MCQs, distinguish labour-force participation from unemployment rate and employment count. A lower unemployment rate can coexist with low participation if many people are outside the measured labour force.

Worked example: A manufacturing plant can create formal jobs, contract work and indirect service demand. A headline investment proposal is not an employment count. Compare approved investment, construction stage, operational output and actual workers with their dates. Skills programmes also require placement and retention measures, not only enrolment. An SI or Constable candidate should be able to spot when an answer option substitutes one stage of the employment chain for another.

Active recall: How can output grow without proportional job growth? Distinguish labour-force participation from unemployment.