Progyny's significant stock drop and loss of a major client like Amazon are critical factors affecting its short-term stock price. The company's financials show minimal growth and declining margins, which further contribute to the negative outlook. The downgrade in rating reflects these challenges and the perceived loss of competitive advantage.