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Correlation Analysis

Apple Inc. vs Walmart Inc. Common Stock

AAPL vs WMT

+0.902

Very strong positive

When one moves up, the other tends to follow.

AAPL logo

Apple Inc.

AAPL

Apple is among the largest companies in the world, with a broad portfolio of hardware and software products targeted at consumers and businesses. Apple's iPhone makes up a majority of the firm sales, and Apple's other products like Mac, iPad, and Watch are designed around the iPhone as the focal point of an expansive software ecosystem. Apple has progressively worked to add new applications, like streaming video, subscription bundles, and augmented reality. The firm designs its own software and semiconductors while working with subcontractors like Foxconn and TSMC to build its products and chips. Slightly less than half of Apple's sales come directly through its flagship stores, with a majority of sales coming indirectly through partnerships and distribution.

Market cap 3.8T

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 observationsStockStockTechnologyConsumer

Who Moves First

in sync

AAPL and WMT tend to move at the same time.

Best correlation after shifting: +0.902 (13 shifts scanned)

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

-0.161

15 periods · Return correlation when both series rose

Both Falling

+0.868

5 periods · Return correlation when both series fell

Diverging

-0.570

15 periods · Return correlation when series moved apart

R-Squared

81.3%

Share of variance in one series explained by the other.

Trend Agreement

59.3%

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: [0.891, 0.912]

Time Series

Rebased to 100

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

Scatter

XY Regression

112.3120140160180200220240260280285.634.7406080100120140141Apple Inc.Walmart Inc. Common StockData pointsFit (r = 0.902)

Pipeline

Data quality details

Pipeline Summary

1,254 paired observations 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

AAPL logo

Apple Inc.

AAPL

Market cap 3.8T

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

27

Estimated crossover points between normalized spreads.

Slope

0.5452

Linear regression slope.

Intercept

-36.0144

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

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