The takeaway
Natural Resource Partners LP shows a moderate seasonal pattern over 10 years of data — strongest in November (+5.4%) and softest in June (0.0%).
Right now
In July, the stock has risen 70% of years, averaging +6.6%, about +4.4 pts better than the S&P 500.
The full picture
Natural Resource Partners LP's most dependable month has been November, higher in 8 of 10 years; June has been its least reliable, up just 30% of the time.
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Month by month
The stock's clearest edge over the S&P 500 lands in September (+11.7 pts); it has trailed the market most in March (−5.5 pts).
“vs S&P” is Natural Resource Partners LP’s average for a month minus the S&P 500’s average for that same month — isolating Natural Resource Partners LP’s own seasonal edge from broad market drift.
Reality check
Over the last 5 years, November has closed higher 100% of the time versus 80% across the last 10 years — the pattern is weakening.
Figures are the typical (median) November return and how often it rose — the last 5 years versus the last 10(the heatmap’s default window). This verdict stays anchored to that 10-year window even if you zoom the chart, so it never disagrees with the badges above.
In plain English
The seasonal story is really one month's story — November. It has closed higher in 8 of 10 Novembers, a concentration the rest of the calendar can't touch.
The strength looks broad-based rather than freakish: its average (+5.4%) and median (+6.9%) sit close together, so no single blow-out year is flattering the figure. That reliability comes with real swings, mind — even November ranges by 12.4% from year to year, so any single year can land far from the average. Better still, that strength is the stock's own and not just a buoyant market — November has outpaced the S&P 500 by +3.0 points on average. Few peers keep such company in November — the typical stock clears it just 62% of the time.
November anchors a run, too: the November-through-January window has been the stock's reliable season. On the other side of the ledger, June is the year's quietest corner, essentially flat on average, and the edge isn't year-round — the stock has trailed the S&P 500 in March, August, and May. Its roughest month on record was a −35.0% August in 2016 — a reminder of how hard even a seasonal name can fall.
November has now closed higher 6 years running. The pattern has softened of late, November's last five years slipping below its longer-run record.
For a stock this dependable in November, the sharper question is the rest of the year — outside its strong stretch, the calendar gives far less to lean on. With returns that swing hard year to year, the signal is best held loosely.
Short answers on the stock's best month (November), its worst (June), and whether it really trades seasonally.
Yes, to a moderate degree. Since 2016 its best month (November, +5.4%) has run well ahead of its worst (June, 0.0%) — the heatmap above shows how steady that gap has been year to year.
November has been the strongest, averaging +5.4% and closing higher in 8 of 10 years since 2016.
It's the weakest, averaging 0.0% — historically a soft spot, though it still varies from year to year.
Explore
These names have the strongest July track records on record — a starting point for comparison.
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