Correlation Analysis
Walmart Inc. Common Stock vs Williams-Sonoma, Inc.
WMT vs WSM
+0.923
Very strong positive
When one moves up, the other tends to follow.
Walmart Inc. Common Stock
↗WMT
Since its founding in 1962, Walmart has become the world's largest retailer, operating over 10,700 stores globally (including 4,600 namesake locations on its home turf and another 600 Sam's Club outlets) and growing its e-commerce presence, attracting 270 million customers weekly. In aggregate, the firm posted more than $680 billion in fiscal 2025 sales. Its core operations span three reporting segments: Walmart US (68% of fiscal 2025 sales), Walmart International (18%), and Sam's Club (14%). Within the US, nearly 60% of its $465 billion in fiscal 2025 revenue came from its grocery offerings, with another quarter from general merchandise. Internationally, Walmart's operations are concentrated in Mexico, though it also has budding exposure to India.
Market cap 1T
Williams-Sonoma, Inc.
↗WSM
With a retail and direct-to-consumer presence, Williams-Sonoma is a player in the nearly $300 billion domestic home category and $450 billion international home market, focused on expanding its exposure in the B2B ($80 billion total addressable market), marketplace, and franchise areas. Namesake Williams-Sonoma (152 stores) offers high-end cooking essentials, while Pottery Barn (183) provides casual home accessories. West Elm (120) is an emerging concept for young professionals, and Rejuvenation (13) offers lighting and house parts. Brand extensions include Pottery Barn Kids and Pottery Barn Teen (45) as well as Mark & Graham and GreenRow. Williams-Sonoma also has a business-to-business team that supports projects that range from residential to large-scale commercial.
Market cap 21.7B · 19,800 employees
Time Series
Relative Performance
Who Moves First
in sync
WMT and WSM tend to move at the same time.
After testing 13 timing shifts, the strongest relationship was +0.923 (they moved in the same direction).
Do They Crash Together?
Correlation by Market Regime
How these series behave when markets are rising, falling, or diverging. A correlation that holds in drawdowns is very different from one that only works in rallies.
Both Rising
+0.435
16 periods · Return correlation when both series rose
Both Falling
+0.905
7 periods · Return correlation when both series fell
Diverging
-0.637
12 periods · Return correlation when series moved apart
R-Squared
85.2%
Share of variance in one series explained by the other.
Trend Agreement
58.0%
How often both series moved in the same direction period-to-period.
Overlap Quality
1,254
Deep shared window — 1,254 usable pairs.
Significance
p < 0.001
95% CI: [0.914, 0.931]
Scatter
XY Regression
Pipeline
Data quality details
Pipeline
Data quality details
Pipeline Summary
1,254 paired data points survived the daily window.
Raw input
1,254
1,254
Normalized
1,254
1,254
Prepared
1,254
1,254
Aligned
1,254
1,254
Invalid removed
0
A: 0 / B: 0
Duplicates removed
0
A: 0 / B: 0
Alignment drops
0
A: 0 / B: 0
Series A
Walmart Inc. Common Stock
WMT
Market cap 1T
Stock · 1,254 raw → 1,254 prepared
Series B
Williams-Sonoma, Inc.
WSM
Market cap 21.7B · 19,800 employees
Stock · 1,254 raw → 1,254 prepared
Sign agreement
100.0%
How often both values share the same sign.
Zero crossings
17
Estimated crossover points between normalized spreads.
Slope
1.9122
Linear regression slope.
Intercept
-11.9712
Linear regression intercept.
Related Extremes
Highest and Lowest Correlated
Saved 7 hours ago · ID: stock-wmt-vs-stock-wsm-daily