HONG KONG—China economists and strategists at leading brokerages say they are hewing closer to the official government line and being cautious in their commentary in response to signs of tighter monitoring. 

The latest sign came Friday when the state-run China Securities Journal said the main securities industry body has told brokerages to ensure their chief economists play a positive role in analyzing official policies and boosting investor confidence.