The final half hour on 2025's largest-move session, against a typical 2025 session
Answered against 22 years of US equities and 12 years of US options data and published with the query that produced it. This result is stored as of 2026-09-22, from Leveraged ETF Rebalancing Into the Close.
| et_time | big_move_shares_m | typical_shares_m |
|---|---|---|
| 15:30 | 0.39 | 0.13 |
| 15:31 | 0.53 | 0.11 |
| 15:32 | 0.45 | 0.1 |
| 15:33 | 0.68 | 0.1 |
| 15:34 | 0.42 | 0.09 |
| 15:35 | 0.41 | 0.12 |
| 15:36 | 0.21 | 0.11 |
| 15:37 | 0.97 | 0.12 |
| 15:38 | 0.3 | 0.1 |
| 15:39 | 0.34 | 0.1 |
| 15:40 | 0.16 | 0.12 |
| 15:41 | 0.4 | 0.12 |
| 15:42 | 0.27 | 0.11 |
| 15:43 | 0.16 | 0.12 |
| 15:44 | 0.3 | 0.11 |
| 15:45 | 0.49 | 0.14 |
| 15:46 | 0.22 | 0.13 |
| 15:47 | 0.71 | 0.14 |
| 15:48 | 0.38 | 0.14 |
| 15:49 | 0.33 | 0.15 |
| 15:50 | 0.86 | 0.3 |
| 15:51 | 0.5 | 0.21 |
| 15:52 | 0.72 | 0.19 |
| 15:53 | 0.43 | 0.21 |
| 15:54 | 0.66 | 0.31 |
| 15:55 | 0.77 | 0.34 |
| 15:56 | 0.72 | 0.24 |
| 15:57 | 0.81 | 0.28 |
| 15:58 | 0.97 | 0.37 |
| 15:59 | 2.72 | 1 |
| 16:00 | 0.45 | 0.16 |
- Rows × columns
- 31 × 3
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
et_time |
text | 31 distinct values (15:30, 15:31, 15:32…) | |
big_move_shares_m |
number | 0.16 to 2.72 | count |
typical_shares_m |
number | 0.09 to 1 | count |
Computed from Strasmore's warehouse of US exchange, SIP and OPRA market data. Equity prices are delayed; options greeks and implied volatility are end-of-day. This result is stored, not recomputed on load — it is exactly the numbers that were returned on , and the query below is what returned them.
Run it yourself
This is the exact query behind the result above. Change a ticker, a date or a column and run it against the warehouse — no account, no key. The no-signup tier is smaller than the one this page was computed on; a query that reaches past it comes back saying which plan runs it.
WITH
(
SELECT date
FROM
(
SELECT
date,
abs(close_px / lagInFrame(close_px)
OVER (ORDER BY date ASC ROWS BETWEEN 1 PRECEDING AND CURRENT ROW) - 1) AS abs_move
FROM
(
SELECT
date,
max(toFloat64(close)) AS close_px
FROM global_markets.stocks_daily_aggs
WHERE ticker = 'QQQ'
AND date >= '2024-12-16'
AND date <= '2025-12-31'
GROUP BY date
)
)
WHERE date >= '2025-01-02'
ORDER BY abs_move DESC
LIMIT 1
) AS reset_date
SELECT
formatDateTime(toTimeZone(window_start, 'America/New_York'), '%H:%i') AS et_time,
round(sumIf(volume,
toDate(toTimeZone(window_start, 'America/New_York')) = reset_date) / 1e6, 2) AS big_move_shares_m,
round(avg(volume) / 1e6, 2) AS typical_shares_m
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker = 'QQQ'
AND window_start >= '2025-01-01 00:00:00'
AND window_start < '2026-01-01 00:00:00'
AND (toHour(toTimeZone(window_start, 'America/New_York')) * 60
+ toMinute(toTimeZone(window_start, 'America/New_York'))) BETWEEN 930 AND 960
GROUP BY et_time
ORDER BY et_time
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