Evaluating citizen science data: A citizen observatory to measure cyclists’ waiting times

•Crowdsourced mobility data can be collected through citizen observatories.•Evaluating data quality in a citizen observatory for mobility requires a framework.•Cyclists wait 4.2% of their trip time for traffic lights on average.•Cyclists overestimate their waiting time almost as often as they underestimate it.