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Correlation Analysis

Nvidia Corp vs PAYEMS

NVDA vs PAYEMS

+0.731

Strong positive

When one moves up, the other tends to follow.

NVDA logo

Nvidia Corp

NVDA

Nvidia is a leading developer of graphics processing units. Traditionally, GPUs were used to enhance the experience on computing platforms, most notably in gaming applications on PCs. GPU use cases have since emerged as important semiconductors used in artificial intelligence to run large language models. Nvidia not only offers AI GPUs, but also a software platform, Cuda, used for AI model development and training. Nvidia is also expanding its data center networking solutions, helping to tie GPUs together to handle complex workloads.

Market cap 4.3T

F

PAYEMS

PAYEMS

Apr 1, 2021 — Mar 1, 2026Monthly60 data pointsStockFREDTechnology

Time Series

Relative Performance

Green: NVDAGray: PAYEMS36 of 60 points (sampled)

Who Moves First

PAYEMS leads NVDA by 6 months

PAYEMS tends to move before NVDA.

After testing 13 timing shifts, the strongest relationship was +0.794 (they moved in the same direction).

Stability

Rolling Correlation

How the correlation evolves over time. A stable line means the relationship is reliable; large swings signal regime-dependent behavior.

Dashed line = zero correlationRange: -1 to +1

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

-0.398

20 periods · Return correlation when both series rose

Both Falling

N/A

1 periods · Return correlation when both series fell

Diverging

-0.120

14 periods · Return correlation when series moved apart

R-Squared

53.4%

Share of variance in one series explained by the other.

Trend Agreement

55.9%

How often both series moved in the same direction period-to-period.

Overlap Quality

60

Thin shared window — 60 usable pairs.

Significance

p < 0.001

95% CI: [0.585, 0.831]

Scatter

XY Regression

-0.8050100150200202.3143,463144,000146,000148,000150,000152,000154,000156,000158,000159,761Nvidia CorpPAYEMSData pointsFit (r = 0.731)

Pipeline

Data quality details

Pipeline Summary

60 paired data points survived the monthly window.

Raw input

1,254

1,047

Normalized

1,254

1,047

Prepared

61

1,047

Aligned

60

60

Invalid removed

0

A: 0 / B: 0

Duplicates removed

0

A: 0 / B: 0

Alignment drops

988

A: 1 / B: 987

Series A

NVDA logo

Nvidia Corp

NVDA

Market cap 4.3T

Stock · 1,254 raw → 61 prepared

Series B

F

PAYEMS

FRED · 1,047 raw → 1,047 prepared

Sign agreement

100.0%

How often both values share the same sign.

Zero crossings

1

Estimated crossover points between normalized spreads.

Slope

47.5704

Linear regression slope.

Intercept

151327.5180

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

Saved 6 hours ago · ID: stock-nvda-vs-fred-payems-monthly-20260408-1mmran