Brokerage analysts in China are confronting a harsh new reality.

The industry — which employs thousands of people who research and opine about stocks, the economy and markets — is retrenching after years of expansion.

At Guotai Junan Securities, a state-owned brokerage based in Shanghai, several senior analysts recently resigned after deciding not to accept pay cuts and stricter performance metrics.