Twilio Shares Plummets 2.27 as Volume Dips 22.68 to Rank 411th in Trading Activity

On September 16, 2025, , , . .

Recent market activity reflects investor caution around the company’s near-term guidance and broader sector dynamics. Analysts noted that the volume contraction signals reduced short-term liquidity pressure, though the price decline aligns with broader risk-off sentiment in tech stocks. Market participants are monitoring upcoming earnings reports for potential catalysts.

To deliver a precise back-test we need to clarify a couple of key points that are not fully specified by the request: 1. Universe of stocks • Which market(s) or index constituents should the daily ranking draw from? 2. Trade and pricing convention • When do we enter and exit? 3. Portfolio weighting • Equal-weight across the 500 selected names? 4. Benchmark or comparison (optional) • Would you like the strategy compared against a benchmark index or ETF? Our back-testing tools currently operate on a single ticker or an index at a time. For a cross-sectional, multi-stock portfolio like “top 500 by volume,” we can still implement the logic, but we first need to lock down the above details so we retrieve the correct data universe and structure the back-test properly.