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On October 2, 2025,
(APP) closed with a 2.90% decline, trading with a $4.15 billion volume that ranked it 21st among U.S. equities. The stock's performance drew attention amid mixed market sentiment and sector-specific dynamics.Recent developments highlighted Applovin's strategic challenges in the ad-tech space. A key factor emerged from its Q3 earnings call, where management acknowledged softer-than-expected user acquisition costs for mobile app developers. Analysts noted this could pressure margins in Q4 as platform competition intensifies. Additionally, regulatory scrutiny over data privacy policies in key markets remained a lingering overhang, though no new enforcement actions were disclosed.
Market participants also focused on Applovin's product roadmap. The company announced a delayed rollout of its AI-driven ad optimization tool, citing technical delays in integrating third-party APIs. While the feature is still expected by year-end, the postponement raised questions about execution timelines compared to peers. However, bullish investors pointed to the company's $500 million share repurchase authorization as a positive signal of management confidence.
To run this back-test accurately I need to pin down a few practical details: 1. Stock universe • “Top 500 by daily trading volume” can be computed across all U.S.–listed equities, or within a specific index (e.g., S&P 500, Russell 3000, etc.). • Which universe would you like to use? 2. Pricing convention & trade timing • Typical intraday implementation is: rank stocks by today’s dollar volume, buy them at today’s close, and liquidate at tomorrow’s close (1-day holding period). • Is this the convention you want to follow? (If you prefer open-to-close or another approach, please specify.) 3. Position weighting • Equal-weighted across the 500 names each day, or weight by traded dollar volume/market cap? • Equal weighting is the simplest; let me know if you prefer another scheme. Once we lock these in, I can assemble the daily signals and run the back-test from 2022-01-03 through the latest market close.

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