MANH Beat BKNG by +300% Average Alpha in Our 14-Year Backtest
How did Booking Holdings (BKNG) and Manhattan Associates (MANH) fare under JumpstartSignal's 5-stage screening pipeline across our full 2012–2025 walk-forward backtest? We flagged BKNG 2 times (2 signal days, first signal in 2013) and MANH 3 times (7 signal days, first signal in 2012). Every entry price, return, and SPY comparison below is from the frozen backtest snapshot.
Head-to-Head Stats
BKNG ✅ OPPORTUNITY Booking Holdings · Consumer Discretionary
MANH ✅ OPPORTUNITY Manhattan Associates · Technology
Per-Signal Returns
Each bar below shows the best return from one signal cluster, held from the entry date through Feb 1, 2026. The SPY return over the same period is shown alongside each entry, alpha is the gap between the two.
BKNG Signal Clusters
| Entry Date | Entry Price | Return | SPY Return | Alpha vs SPY |
|---|---|---|---|---|
| Apr 12, 2013 | $29.18 | +584% | +439% | +145% |
| Feb 12, 2014 | $48.95 | +308% | +363% | -55% |
MANH Signal Clusters
| Entry Date | Entry Price | Return | SPY Return | Alpha vs SPY |
|---|---|---|---|---|
| Apr 25, 2012 | $12.48 | +1110% | +528% | +582% |
| May 22, 2013 | $18.21 | +729% | +417% | +312% |
| Oct 14, 2013 | $23.62 | +539% | +399% | +140% |
What This Teaches
Stock screening is about frequency, not preference. MANH was flagged 3× and BKNG was flagged 2× because MANH's weekly closes repeatedly matched the confluence we score for. That's why we publish the full record: the absence of a signal on a great company is as instructive as a signal on a mediocre one.
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FAQ
Is BKNG or MANH a better momentum stock?
In our 14-year backtest, BKNG had an average alpha of +45% per signal versus +345% for MANH. BKNG produced 2 buy clusters vs 3 for MANH.
When did JumpstartSignal first flag BKNG?
Apr 12, 2013 at an entry price of $29.18 (SPOTLIGHT or OPPORTUNITY buy signal). That signal has returned +584% held to the snapshot date, versus +439% for SPY over the same period.
When did JumpstartSignal first flag MANH?
Apr 25, 2012 at an entry price of $12.48 (SPOTLIGHT or OPPORTUNITY buy signal). That signal has returned +1110% held to the snapshot date, versus +528% for SPY.
Does this mean one stock is a buy and the other isn't?
No. Historical signal frequency and past returns are not buy recommendations. Our pipeline identifies entries that would have matched the template historically. Past performance does not guarantee future results. Use these pages as methodology research, not investment advice.
Where does the underlying data come from?
All entries on this page come from the R30 walk-forward validated backtest covering 2012-2025 (the 'seo_active' snapshot in our golden archive). Entry prices, returns, and SPY comparisons are computed from end-of-day OHLCV and frozen at snapshot time. See our methodology for details.