These move together about 64% of the time
Strong positive
Strong enough to use as a signal — read the stability and regime notes below before relying on it.
Bank of America is a formidable financial titan with a $3.5 trillion balance sheet and a cornerstone of the American economy, holding the second-largest deposit market share in the United States. While the firm has maintained its stronghold among middle-market and retail clientele domestically, Bank of America has continued to hold its own on the global stage, as evidenced by its fourth-largest global trading operation and an investment banking division that regularly finishes in the top four in global league tables. The firm is organized across four segments: consumer banking, global wealth and investment management, global banking, and global markets.
Market cap 375.2B · 213,000 employees
Shopify offers an e-commerce platform primarily to small and medium-size businesses. The firm has two segments. The subscription solutions segment allows Shopify merchants to conduct e-commerce on a variety of platforms, including the company's website, physical stores, pop-up stores, kiosks, social networks (Facebook), and Amazon. The merchant solutions segment offers add-on products for the platform that facilitate e-commerce and include Shopify Payments, Shopify Shipping, and Shopify Capital.
What to Watch
Tighter in drawdowns
Pair moves more tightly when both fall (+45%) than when both rise (+24%) — typical risk-off behaviour.
Regime-dependent
The correlation has flipped sign across time windows — not reliable as a standalone signal.
Time Series
Time-Shifted Correlation
See how correlation changes when one series is offset in time. A taller bar at a non-zero shift means the two move together better when one leads the other — that's a potential lead/lag signal.
Correlation by shift
Click a bar to inspect. Range: -6 to 6 days.
Selected shift
No shift
Correlation at this shift
+78%
No shift — both series at their actual dates.
1,255 overlapping points at this shift
Time series with Shopify Inc. Class A subordinate voting shares at original dates
Indexed to 100 at start
Deep Dive
Stability
How the correlation evolves over time. A stable line means the relationship is reliable; large swings signal regime-dependent behavior.
Corr
+78%
Pearson correlation
95% CI
+76% → +80%
Likely range
R²
60.9%
Variance explained
Trend agreement
64.0%
Same-direction moves
Significance
p < 0.001
Statistical confidence
Data points
1,255
Deep
Pipeline
Pipeline Summary
1,255 paired data points survived the daily window.
Raw input
1,255
1,255
Normalized
1,255
1,255
Prepared
1,255
1,255
Aligned
1,255
1,255
Invalid removed
Explore
The strongest positive and inverse pairs we’ve saved for each side of this comparison — good jumping-off points if this result raised a question.
Market cap 165.8B · 7,600 employees
Do They Crash Together?
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
+24%
94 periods · Return correlation when both series rose
Both Falling
+45%
83 periods · Return correlation when both series fell
Diverging
-54%
72 periods · Return correlation when series moved apart
Scatter
0
A: 0 / B: 0
Duplicates removed
0
A: 0 / B: 0
Alignment drops
0
A: 0 / B: 0
Series A
Bank of America Corporation
BAC
Market cap 375.2B · 213,000 employees
Stock · 1,255 raw → 1,255 prepared
Series B
Shopify Inc. Class A subordinate voting shares
SHOP
Market cap 165.8B · 7,600 employees
Stock · 1,255 raw → 1,255 prepared
Sign agreement
100.0%
How often both values share the same sign.
Zero crossings
14
Estimated crossover points between normalized spreads.
Slope
4.2337
Linear regression slope.
Intercept
-79.3134
Linear regression intercept.
Saved 1 hour ago · ID: stock-bac_stock-shop_5y
SHOP
Shopify Inc. Class A subordinate voting shares
Strongest positive