event-based-trading

• python backend
• newsAPI to get recent news about company
• yahoo finance to get stock data
• vaderSentiment to evaluate the sentiment of a news article

testing

well performing and then declining

• Bed Bath and Beyond (BBBY) Start: January 2021 (meme stock surge) End: January 2023 (decline toward bankruptcy)

unexpected growth

• GameStop (GME): Start: January 2021 (meme stock rally) End: March 2021 (stabilization)
• Nvidia (NVDA): Start: January 2023 (AI boom) End: December 2023 (continued growth)

reacting to covid-19

• Zoom (ZM): Start: February 2020 (initial COVID-19 lockdowns) End: March 2021 (work-from-home peak)

long-term stability but short-term volatility

• Tesla (TSLA): Date Range: April 2023 to June 2023 (price fluctuations during Elon Musk's corporate moves)

IPOs and early stage companies

• Beyoned Meat (BYND) May 2019 - December 2019 (early-stage hype followed by stabilization)

mergers and acquisitions

• Twitter (TWTR) Elon Musk acquisition bid: April 4, 2022 April 2022 to October 2022 (volatility during negotiation and final purchase)