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. 5, , ranking 103rd in market activity. The streamer’s performance followed strategic updates in user engagement and advertising frameworks, with investors focusing on its evolving monetization strategies.
Analysts highlighted Spotify’s recent emphasis on and expanded podcast partnerships as key drivers. The company’s focus on and targeted ad placements has positioned it to capture a larger share of the digital audio advertising market, which remains a critical growth lever amid competitive pressures.
Investor sentiment was also influenced by Spotify’s operational efficiency measures, including cost optimization in content licensing and infrastructure. These adjustments align with broader industry trends toward sustainable growth, though market participants remain cautious about macroeconomic headwinds affecting discretionary spending.
To carry out this back-test rigorously I’ll need to clarify a few details that affect both data-collection and portfolio construction: 1. Universe • Which market(s) should we scan each day for the “top 500 by trading volume” – e.g., all U.S. listed equities, a specific exchange (NYSE + NASDAQ), or a global universe? 2. Portfolio construction & weighting • Should the 500 names be equally weighted at the open each day, or is another weighting rule (e.g., proportional to volume) preferred? • Are transaction costs or slippage assumptions required? 3. Rebalance timing • You mentioned “hold for 1 day.” To be precise: – Enter at today’s close and exit at tomorrow’s close (close-to-close), or – Enter at tomorrow’s open and exit at tomorrow’s close (open-to-close)? – Or another convention? 4. Benchmark (optional) • Do you need the results compared with a benchmark index (e.g., S&P 500)? Once these points are settled, I can create the retrieval plan, pull the necessary volume and price data, generate the daily trading signals, and run the back-test from 2022-01-01 to the most recent trading day. Let me know your preferences and I’ll proceed immediately.

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