Public perception about the pattern of shock on the employment rate during COVID-19 is based on the Centre for Monitoring Indian Economy data, which is widely referred to in public debates, corporate policy-making, and banking sector. The question that crops up then is how reliable is the CMIE data on the labour market? Here, the examination of the employment ratio indicator of the Periodic Labour Force Survey and CMIE is extended to two another very important labour market indicators, that are, labour force participation rate and unemployment rate, and a comparison of the PLFS and CMIE is carried out to look at their trends and association.