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Correlation Analysis

Microsoft Corp vs Ecolab, Inc.

MSFT vs ECL

+0.824

Strong positive

When one moves up, the other tends to follow.

MSFT logo

Microsoft Corp

MSFT

Microsoft develops and licenses consumer and enterprise software. It is known for its Windows operating systems and Office productivity suite. The company is organized into three equally sized broad segments: productivity and business processes (legacy Microsoft Office, cloud-based Office 365, Exchange, SharePoint, Skype, LinkedIn, Dynamics), intelligence cloud (infrastructure- and platform-as-a-service offerings Azure, Windows Server OS, SQL Server), and more personal computing (Windows Client, Xbox, Bing search, display advertising, and Surface laptops, tablets, and desktops).

Market cap 2.8T

ECL logo

Ecolab, Inc.

ECL

Ecolab produces and markets cleaning and sanitation products for the industrial manufacturing, data center, hospitality, healthcare, and life sciences markets. The firm is the global market share leader in this category with a wide array of products and services, including dish and laundry washing systems, pest control, and infection control products. Additionally, Ecolab sells customized water management and cooling solutions across its end markets. The company has a strong hold on the US market and is growing its presence abroad.

Market cap 75.4B · 48,000 employees

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

Time Series

Relative Performance

Green: MSFTGray: ECL36 of 1,254 points (sampled)

Who Moves First

MSFT leads ECL by 6 days

MSFT tends to move before ECL.

After testing 13 timing shifts, the strongest relationship was +0.833 (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

+0.273

15 periods · Return correlation when both series rose

Both Falling

+0.602

9 periods · Return correlation when both series fell

Diverging

-0.773

11 periods · Return correlation when series moved apart

R-Squared

67.9%

Share of variance in one series explained by the other.

Trend Agreement

63.5%

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: [0.805, 0.841]

Scatter

XY Regression

208.6250300350400450500549.3131.8150200250300313.2Microsoft CorpEcolab, Inc.Data pointsFit (r = 0.824)

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

MSFT logo

Microsoft Corp

MSFT

Market cap 2.8T

Stock · 1,254 raw → 1,254 prepared

Series B

ECL logo

Ecolab, Inc.

ECL

Market cap 75.4B · 48,000 employees

Stock · 1,254 raw → 1,254 prepared

Sign agreement

100.0%

How often both values share the same sign.

Zero crossings

22

Estimated crossover points between normalized spreads.

Slope

0.4148

Linear regression slope.

Intercept

65.4867

Linear regression intercept.

Related Extremes

Highest and Lowest Correlated

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