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Correlation Analysis

Valero Energy Corporation vs Walmart Inc. Common Stock

VLO vs WMT

+0.691

Strong positive

When one moves up, the other tends to follow.

VLO logo

Valero Energy Corporation

VLO

Valero Energy is one of the largest independent refiners in the United States. It operates 15 refineries, with a total throughput capacity of 3.2 million barrels a day in the US, Canada, and the United Kingdom. Valero also owns 12 ethanol plants with capacity of 1.6 billion gallons a year and holds a 50% stake in Diamond Green Diesel, which can produce 1.2 billion gallons per year of renewable diesel.

Market cap 73.4B · 9,811 employees

WMT logo

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

Apr 9, 2021 — Apr 7, 2026Daily1,254 data pointsStockStockEnergyConsumer

Time Series

Relative Performance

Green: VLOGray: WMT36 of 1,254 points (sampled)

Who Moves First

in sync

VLO and WMT tend to move at the same time.

After testing 13 timing shifts, the strongest relationship was +0.691 (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

+0.404

15 periods · Return correlation when both series rose

Both Falling

+0.502

5 periods · Return correlation when both series fell

Diverging

-0.817

15 periods · Return correlation when series moved apart

R-Squared

47.8%

Share of variance in one series explained by the other.

Trend Agreement

52.3%

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: [0.661, 0.719]

Scatter

XY Regression

48.450100150200250266.534.7406080100120140141Valero Energy CorporationWalmart Inc. Common StockData pointsFit (r = 0.691)

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

VLO logo

Valero Energy Corporation

VLO

Market cap 73.4B · 9,811 employees

Stock · 1,254 raw → 1,254 prepared

Series B

WMT logo

Walmart Inc. Common Stock

WMT

Market cap 1T

Stock · 1,254 raw → 1,254 prepared

Sign agreement

100.0%

How often both values share the same sign.

Zero crossings

39

Estimated crossover points between normalized spreads.

Slope

0.4930

Linear regression slope.

Intercept

4.0383

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

Saved 7 hours ago · ID: stock-vlo-vs-stock-wmt-daily