QQQ After NFP (2026-01-02): Event Probability and Median Return
Historical probability profile for QQQ around NFP events (T+1/T+7).
Event Snapshot
Event: NFP
Event date: 2026-01-02
As-of (T-1): 2026-03-12
Freshness age: 69 days
Freshness status: Stale Data
Sample size: 34
Event Outcome
Direction: UP
Actual: 158627
Previous: 158497
Delta: 130.0000
All-history
P(up): 57.14%
P(down): 42.86%
T+1 median: 0.15%
T+7 P(up): 50%
T+7 median: 0.12%
Same-direction
T+1 P(up): 50%
T+1 P(down): 50%
T+7 P(up): 50%
T+7 P(down): 50%
Matched sample: 18
Action Lens (Educational)
Historical odds are mixed, so position sizing and risk controls matter most.
Related Events
2025-01-10 Nonfarm Payrolls: QQQ Historical Win Rate
Sharpe(T+7): 7.64 · T+7 median: 0.12% · sample: 34
QQQ After NFP (2024-12-06): Event Probability and Median Return
Sharpe(T+7): 3.77 · T+7 median: 0.12% · sample: 34
QQQ After NFP (2024-08-02): Event Probability and Median Return
Sharpe(T+7): 3.35 · T+7 median: 0.12% · sample: 34
QQQ Price (Event Window)
Candlestick · HistoricalEvent Snapshot
- Event: NFP
- Asset: QQQ
- Event date: 2026-01-02
- As-of date (T-1): 2026-03-12
- Freshness age: 69 days
- Sample size (all-history): 34
Event Outcome
- NFP Outcome: UP (Actual 158627.0, Previous 158497.0, Delta +130.0000)
- Direction basis: vs_previous
Probability Table (All-history)
| Window | P(up) | P(down) | Median return | Mean return | Sample |
|---|---|---|---|---|---|
| T+1 | 57.14% | 42.86% | 0.15% | -0.12% | 21 |
| T+7 | 50.0% | 50.0% | 0.12% | 1.03% | 34 |
Probability Table (Same-direction)
| Window | P(up) | P(down) | Median return | Mean return | Sample |
|---|---|---|---|---|---|
| T+1 | 50.0% | 50.0% | -0.05% | -0.29% | 18 |
| T+7 | 50.0% | 50.0% | 0.12% | 1.05% | 30 |
Event Outcome Interpretation
This event should be read as a distribution problem, not a headline-only trade. QQQ around NFP is best framed through how the release landed higher than the previous release. The current observation shows actual value 158627.0000 versus previous 158497.0000, a delta of +130.0000. Across the full history, QQQ has a T+7 up probability of 50.00% versus 50.00% down, with a median return of 0.12%. When only matching the same event direction, the T+7 up probability shifts to 50.00% across 18 comparable releases, with a same-direction median of 0.12%. The current release therefore reads as constructive and above baseline, but not as a full regime break. The standing hub thesis for this asset-event pair is: QQQ’s NFP response is conditional: strong jobs can be bearish through yields, but bullish if interpreted as soft-landing without hawkish repricing.
Distribution Position
This window is above baseline and reads as constructive, positive but not extreme. The current T+7 move of 2.21% carries a z-score of 0.46 and a percentile rank of 73.53, placing the release in the central band of observed windows. That keeps the interpretation on the stronger side of normal without pushing it into tail language. The right read is that the event behaved better than usual, but not so far beyond baseline that it should be mistaken for a structural break.
Comparison vs Hub Baseline
This comparison is above baseline, but it remains constructive rather than extreme. Against the hub baseline for this asset-event pair, the current print is measurable rather than anecdotal. The hub baseline median T+7 return is 0.12% and the current gap is +2.09%. Same-direction probability is +0.00% versus all-history, and the same-direction median differs by +0.00%. That is enough to mark the page as positively skewed, while still requiring cross-asset confirmation before upgrading conviction. The current regime context also matters: Market has shifted to balancing growth optimism against rate pressure.
Failure Modes
The failure mode here is over-promoting a constructive setup into a false regime break. The main failure mode is confusing distribution evidence with certainty. Conflicting wage and unemployment signals can increase intraday chop. Moderate upside events often fail when secondary markets stop confirming, so the biggest mistake is ignoring the difference between above-baseline behavior and true tail behavior.
Execution Relevance
Use this page as an educational operating lens, not a trading instruction. The correct stance is to treat this as constructive but not extreme. The checklist is still Check average hourly earnings alongside payrolls.; Confirm direction with Nasdaq futures breadth.; Avoid oversized 0DTE exposure in first 20 minutes., and confirmation is still required before acting on the signal. Above-baseline pages deserve attention, but they do not eliminate the need for discipline.
Methodology
This page aggregates historical windows for the same event type (NFP) and deduplicates by event date. It reports both all-history probabilities and same-direction probabilities based on event outcome direction (vs previous) for educational use only.
Trust & Methodology
- Educational content only. This is not investment advice.
- Data sources: FRED (event calendar/outcomes) and yfinance (historical price windows).
- Methodology: all-history and same-direction event windows (T+1/T+7 probability, median, mean, sample size).
- Data last updated at: 2026-03-04T01:58:11+00:00