In the times of COVID-19, it is desirable to know jobs that can be performed from home. A most common way to estimate jobs that can be performed from home is by carrying out surveys. However, unavailability of surveys in the home country compels researchers to estimate a work from home index using other countries’ surveys. This can potentially lead to large measurement errors. We believe that to overcome these challenges rating-based methodology provides a reasonable alternative which can easily be replicated in any country. Using rating-based methodology and statistical tools like inter-rater reliability we attempt to provide a robust index of WFH for India.