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Citigroup closed higher by 1.28% on September 26, 2025, with a trading volume of $1.17 billion, ranking 56th among U.S. stocks. The move followed selective market activity focused on institutional trading flows and equity derivatives activity. Analyst notes highlighted improved risk appetite in global credit markets, though macroeconomic uncertainty remained a drag on broader equity momentum.
Backtesting parameters for evaluating volume-weighted strategies require precise definitions: the stock universe must be fixed (e.g., S&P 500 constituents or user-defined tickers), with clear rules for ranking criteria (prior-day volume vs. same-day volume) and entry/exit pricing conventions. Rebalancing frequency and feasibility checks depend on consistent daily ticker lists. Implementation would involve daily rankings from January 3, 2022, forward, with execution logic confirmed before data retrieval.
Technical constraints include handling large ticker universes and ensuring practical limits on rebalancing cycles. The backtest engine can process multi-ticker scenarios but requires explicit input parameters to align with regulatory and operational standards. Confirmation of universe scope and timing conventions is necessary before generating execution plans.

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