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Correlation Analysis

Union Pacific Corp. vs VISA Inc.

UNP vs V

+0.318

Light positive

When one moves up, the other tends to follow.

UNP logo

Union Pacific Corp.

UNP

Omaha, Nebraska-based Union Pacific is the largest public railroad in North America. Operating on more than 30,000 miles of track in the western two-thirds of the US, Union Pacific generated $24.5 billion of revenue in 2025 by hauling coal, industrial products, intermodal containers, agricultural goods, chemicals, fertilizers, and automotive goods. Union Pacific owns about one-fourth of Mexican railroad Ferromex and historically derives roughly 10% of its revenue hauling freight to and from Mexico.

Market cap 145.8B · 29,287 employees

V

VISA Inc.

V

Visa is the largest payment processor in the world. In fiscal 2025, it processed almost $17 trillion in total volume. Visa operates in over 200 countries and processes transactions in over 160 currencies. Its systems are capable of processing over 65,000 transactions per second.

Market cap 583.4B

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

Time Series

Relative Performance

Green: UNPGray: V36 of 1,254 points (sampled)

Who Moves First

in sync

UNP and V tend to move at the same time.

After testing 13 timing shifts, the strongest relationship was +0.318 (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

+0.437

10 periods · Return correlation when both series rose

Both Falling

+0.704

10 periods · Return correlation when both series fell

Diverging

-0.596

15 periods · Return correlation when series moved apart

R-Squared

10.1%

Share of variance in one series explained by the other.

Trend Agreement

64.5%

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: [0.267, 0.367]

Scatter

XY Regression

187.6200220240260267.3192.8200250300350372.1Union Pacific Corp.VISA Inc.Data pointsFit (r = 0.318)

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

UNP logo

Union Pacific Corp.

UNP

Market cap 145.8B · 29,287 employees

Stock · 1,254 raw → 1,254 prepared

Series B

V

VISA Inc.

V

Market cap 583.4B

Stock · 1,254 raw → 1,254 prepared

Sign agreement

100.0%

How often both values share the same sign.

Zero crossings

23

Estimated crossover points between normalized spreads.

Slope

0.9601

Linear regression slope.

Intercept

45.1009

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

Saved 6 hours ago · ID: stock-unp-vs-stock-v-daily