Ticker League

SAP (SAP) seasonality heatmap

Returns across monthly, quarterly, and yearly periods. Cell color encodes signed magnitude; the scale auto-fits each table.

2026

Jan-17.2%
Feb+0.2%
Mar-15.0%
Apr-1.0%
May+7.3%
Jun-9.6%
Jul
Aug
Sep
Oct
Nov
Dec

2025

Jan+12.1%
Feb-0.4%
Mar-2.4%
Apr+8.8%
May+4.3%
Jun+0.4%
Jul-5.7%
Aug-5.1%
Sep-1.8%
Oct-2.7%
Nov-7.0%
Dec+0.5%

2024

Jan+12.0%
Feb+8.5%
Mar+3.8%
Apr-7.1%
May+1.6%
Jun+10.6%
Jul+4.9%
Aug+3.8%
Sep+4.3%
Oct+2.0%
Nov+1.7%
Dec+3.6%

2023

Jan+14.9%
Feb-4.0%
Mar+11.2%
Apr+6.9%
May-2.4%
Jun+4.9%
Jul-0.3%
Aug+2.5%
Sep-7.4%
Oct+3.6%
Nov+18.7%
Dec-2.8%

2022

Jan-10.6%
Feb-10.1%
Mar-1.4%
Apr-9.2%
May+1.1%
Jun-9.1%
Jul+2.7%
Aug-8.6%
Sep-4.7%
Oct+18.2%
Nov+15.4%
Dec-6.9%

2021

Jan-3.2%
Feb-2.3%
Mar-0.5%
Apr+14.0%
May+1.2%
Jun+0.4%
Jul+2.3%
Aug+4.5%
Sep-10.1%
Oct+7.2%
Nov-11.3%
Dec+9.1%

2020

Jan-2.4%
Feb-5.5%
Mar-10.6%
Apr+7.3%
May+9.2%
Jun+9.3%
Jul+13.7%
Aug+3.9%
Sep-5.8%
Oct-31.4%
Nov+13.4%
Dec+7.6%

2019

Jan+3.9%
Feb+3.6%
Mar+7.8%
Apr+11.6%
May-3.6%
Jun+11.2%
Jul-10.1%
Aug-3.1%
Sep-1.1%
Oct+12.5%
Nov+2.5%
Dec-1.4%

2018

Jan+0.8%
Feb-7.7%
Mar+0.6%
Apr+5.4%
May+2.8%
Jun+2.5%
Jul+0.3%
Aug+3.2%
Sep+2.7%
Oct-12.8%
Nov-3.3%
Dec-4.0%

2017

Jan+5.9%
Feb+1.8%
Mar+5.3%
Apr+2.0%
May+8.4%
Jun-2.7%
Jul+1.1%
Aug-0.8%
Sep+4.5%
Oct+4.2%
Nov-0.7%
Dec-0.9%

2016

Jan+0.9%
Feb-5.6%
Mar+6.7%
Apr-2.2%
May+4.4%
Jun-7.5%
Jul+16.5%
Aug+0.7%
Sep+3.9%
Oct-3.9%
Nov-5.3%
Dec+3.9%

2015

Jan-6.2%
Feb+7.4%
Mar+2.8%
Apr+4.9%
May-1.2%
Jun-5.0%
Jul+2.1%
Aug-6.2%
Sep-3.7%
Oct+21.5%
Nov+0.4%
Dec+0.1%

2014

Jan-12.3%
Feb+5.1%
Mar+1.3%
Apr-0.4%
May-4.3%
Jun+0.7%
Jul+1.9%
Aug-0.7%
Sep-7.4%
Oct-5.6%
Nov+3.2%
Dec-0.9%

2013

Jan+2.0%
Feb-4.7%
Mar+3.0%
Apr-0.9%
May-7.1%
Jun-0.8%
Jul+0.1%
Aug+1.3%
Sep+0.1%
Oct+6.0%
Nov+5.6%
Dec+5.3%

2012

Jan+14.2%
Feb+11.8%
Mar+3.3%
Apr-5.1%
May-12.0%
Jun+3.6%
Jul+6.7%
Aug+3.6%
Sep+8.6%
Oct+2.2%
Nov+7.0%
Dec+3.1%

2011

Jan+14.4%
Feb+4.3%
Mar+1.6%
Apr+5.2%
May-2.7%
Jun-2.4%
Jul+2.9%
Aug-12.7%
Sep-7.1%
Oct+19.2%
Nov-0.7%
Dec-11.7%

2010

Jan-3.2%
Feb-1.6%
Mar+8.0%
Apr-1.5%
May-10.6%
Jun+5.4%
Jul+3.5%
Aug-5.1%
Sep+13.3%
Oct+4.9%
Nov-9.3%
Dec+7.8%

2009

Jan-2.3%
Feb-9.2%
Mar+9.8%
Apr+8.0%
May+15.2%
Jun-7.3%
Jul+17.6%
Aug+3.2%
Sep+0.2%
Oct-7.4%
Nov+5.8%
Dec-2.2%

2008

Jan-6.5%
Feb-0.6%
Mar+4.5%
Apr+1.3%
May+9.9%
Jun-4.5%
Jul+10.9%
Aug-3.0%
Sep-4.7%
Oct-33.9%
Nov-3.4%
Dec+6.1%

2007

Jan-12.7%
Feb-0.7%
Mar-3.0%
Apr+7.5%
May+0.5%
Jun+7.0%
Jul+5.6%
Aug+0.3%
Sep+8.5%
Oct-7.5%
Nov-5.6%
Dec-0.3%

2006

Jan+14.0%
Feb-0.5%
Mar+6.3%
Apr+0.6%
May-3.0%
Jun-0.2%
Jul-13.1%
Aug+4.6%
Sep+3.7%
Oct+0.3%
Nov+5.2%
Dec+1.7%

2005

Jan-12.4%
Feb+4.7%
Mar-1.2%
Apr-1.6%
May+5.3%
Jun+5.0%
Jul-1.1%
Aug-0.4%
Sep+1.5%
Oct-0.9%
Nov+5.2%
Dec-0.2%

2004

Jan-0.2%
Feb-4.5%
Mar-0.7%
Apr-5.2%
May+8.9%
Jun+3.5%
Jul-4.3%
Aug-8.9%
Sep+6.8%
Oct+9.5%
Nov+4.3%
Dec-0.7%

2003

Jan+20.5%
Feb-11.0%
Mar-9.3%
Apr+34.5%
May+12.2%
Jun+2.6%
Jul+0.4%
Aug+2.0%
Sep+1.6%
Oct+20.1%
Nov+5.5%
Dec+7.8%

2002

Jan+9.8%
Feb-2.5%
Mar+8.8%
Apr-12.3%
May-20.6%
Jun-5.8%
Jul-23.0%
Aug+2.9%
Sep-41.6%
Oct+70.2%
Nov+16.2%
Dec-12.3%

2001

Jan+41.4%
Feb-18.8%
Mar-25.1%
Apr+39.0%
May-12.7%
Jun-0.0%
Jul+2.8%
Aug-4.4%
Sep-24.9%
Oct-0.8%
Nov+20.8%
Dec+2.9%

2000

Jan+25.2%
Feb+9.4%
Mar-16.2%
Apr-17.8%
May-12.6%
Jun+9.5%
Jul+18.8%
Aug+15.1%
Sep-4.2%
Oct-17.1%
Nov-34.8%
Dec+1.3%

1999

Jan-5.9%
Feb-5.7%
Mar-17.8%
Apr+19.2%
May+7.3%
Jun+3.2%
Jul-8.5%
Aug+4.2%
Sep+14.4%
Oct-3.1%
Nov-8.2%
Dec+55.1%

1998

Jan+15.3%
Feb+12.3%
Mar+4.0%
Apr+21.0%
May+5.7%
Jun+24.1%
Jul+8.6%
Aug-31.9%
Sep-7.0%
Oct+8.0%
Nov+0.6%
Dec-14.8%

1997

Jan+12.9%
Feb-2.9%
Mar+10.8%
Apr+8.9%
May+0.5%
Jun+12.6%
Jul+17.0%
Aug-5.0%
Sep+15.3%
Oct+12.5%
Nov+3.1%
Dec+3.2%

1996

Jan-3.4%
Feb+4.5%
Mar-6.5%
Apr-9.0%
May+3.4%
Jun+10.4%
Jul-4.0%
Aug+15.6%
Sep+2.2%
Oct-19.8%
Nov+2.2%
Dec+0.0%

1995

Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct+1.3%
Nov+3.6%
Dec-4.4%

Avg

Jan+3.9%
Feb-0.8%
Mar-0.3%
Apr+4.3%
May+0.5%
Jun+2.7%
Jul+2.3%
Aug-0.8%
Sep-1.3%
Oct+2.5%
Nov+1.6%
Dec+1.8%

Median

Jan+0.9%
Feb-0.7%
Mar+1.6%
Apr+2.0%
May+1.2%
Jun+2.6%
Jul+2.2%
Aug+0.5%
Sep+0.2%
Oct+2.0%
Nov+2.5%
Dec+0.1%

Last 5Y Avg

Jan+2.2%
Feb-1.1%
Mar-0.8%
Apr-0.3%
May+2.4%
Jun+1.4%
Jul+0.8%
Aug-0.6%
Sep-3.9%
Oct+5.7%
Nov+3.5%
Dec+0.7%

Std Dev (σ)

Jan12.9%
Feb7.0%
Mar9.0%
Apr12.2%
May8.2%
Jun7.2%
Jul9.4%
Aug8.5%
Sep11.2%
Oct18.3%
Nov10.4%
Dec11.5%

Consistency (μ/σ)

Jan0.30
Feb-0.11
Mar-0.04
Apr0.35
May0.06
Jun0.38
Jul0.25
Aug-0.10
Sep-0.12
Oct0.13
Nov0.16
Dec0.16

Win Rate (%)

Jan55%
Feb39%
Mar58%
Apr58%
May61%
Jun63%
Jul70%
Aug53%
Sep53%
Oct58%
Nov65%
Dec52%

Winning / Losing Months

Jan1714
Feb1219
Mar1813
Apr1813
May1912
Jun1911
Jul219
Aug1614
Sep1614
Oct1813
Nov2011
Dec1615

Longest Win / Loss Streak

Jan44
Feb25
Mar123
Apr53
May46
Jun53
Jul123
Aug22
Sep55
Oct43
Nov63
Dec33

Best

Jan+41.4%2001
Feb+12.3%1998
Mar+11.2%2023
Apr+39.0%2001
May+15.2%2009
Jun+24.1%1998
Jul+18.8%2000
Aug+15.6%1996
Sep+15.3%1997
Oct+70.2%2002
Nov+20.8%2001
Dec+55.1%1999

Worst

Jan-17.2%2026
Feb-18.8%2001
Mar-25.1%2001
Apr-17.8%2000
May-20.6%2002
Jun-9.1%2022
Jul-23.0%2002
Aug-31.9%1998
Sep-41.6%2002
Oct-33.9%2008
Nov-34.8%2000
Dec-14.8%1998
−41.6%+70.2%

Frequently asked questions

Data & methodology