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Correlation Analysis

Johnson & Johnson vs Valero Energy Corporation

JNJ vs VLO

+0.447

Moderate positive

When one moves up, the other tends to follow.

JNJ logo

Johnson & Johnson

JNJ

Johnson & Johnson is the world's largest and most diverse healthcare firm. It has two divisions: innovative medicine and medtech. These now represent all of the company's sales following the divestment of the consumer business, Kenvue, in 2023. After restructurings in 2023-24, the drug division focuses on three main therapeutic areas: immunology, oncology, and neurology. Geographically, just over half of total revenue is generated in the United States.

Market cap 580.4B

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

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

Time Series

Relative Performance

Green: JNJGray: VLO36 of 1,254 points (sampled)

Who Moves First

in sync

JNJ and VLO tend to move at the same time.

After testing 13 timing shifts, the strongest relationship was +0.447 (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

+0.865

11 periods · Return correlation when both series rose

Both Falling

+0.152

8 periods · Return correlation when both series fell

Diverging

-0.700

16 periods · Return correlation when series moved apart

R-Squared

20.0%

Share of variance in one series explained by the other.

Trend Agreement

50.3%

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: [0.402, 0.490]

Scatter

XY Regression

135.5140160180200220240252.648.450100150200250266.5Johnson & JohnsonValero Energy CorporationData pointsFit (r = 0.447)

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

JNJ logo

Johnson & Johnson

JNJ

Market cap 580.4B

Stock · 1,254 raw → 1,254 prepared

Series B

VLO logo

Valero Energy Corporation

VLO

Market cap 73.4B · 9,811 employees

Stock · 1,254 raw → 1,254 prepared

Sign agreement

100.0%

How often both values share the same sign.

Zero crossings

49

Estimated crossover points between normalized spreads.

Slope

0.7935

Linear regression slope.

Intercept

-6.5915

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

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