• Try this:

    UPDATE h SET Avg1WkVol = d.Avg1WkVol

    FROM Test_HistoricalData h

    INNER JOIN (SELECT a.RowID, Avg1WkVol = (SELECT AVG(Volume)

    FROM Test_HistoricalData b

    WHERE b.Symbol = a.Symbol

    AND b.MarketDate < a.MarketDate

    AND b.MarketDate > a.MarketDate-8)

    FROM Test_HistoricalData a

    ) d ON d.RowID = h.RowID

    “Write the query the simplest way. If through testing it becomes clear that the performance is inadequate, consider alternative query forms.” - Gail Shaw

    For fast, accurate and documented assistance in answering your questions, please read this article.
    Understanding and using APPLY, (I) and (II) Paul White
    Hidden RBAR: Triangular Joins / The "Numbers" or "Tally" Table: What it is and how it replaces a loop Jeff Moden