Analyst upgrades typically lead to a positive short-term reaction in the stock market as they suggest a bullish outlook on the company's future performance. The upgrade from Craig-Hallum indicates a positive change in the firm's perception of Axcelis Technologies, likely leading to increased investor confidence and a rise in stock price.