Tax-loss harvesting alternatives for ICE

Among the 12 Financial Exchanges & Data peers screened, NDAQ (Nasdaq Inc.) has tracked ICE most closely over the past year, with a return correlation of 0.64. The strongest fund stand-in is IAI (iShares Broker-Dealers & Exchanges) at 0.49 over the past year. Correlations are computed from daily closing-price returns aligned by trading day.

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STOCKS

Single-name peers

Ticker	Name	Sub-industry	1Y	3Y	5Y	10Y
NDAQ	Nasdaq Inc.	Financial Exchanges & Data	0.64	0.58	0.61	0.68
SPGI	S&P Global	Financial Exchanges & Data	0.58	0.54	0.59	0.63
MCO	Moody's Corporation	Financial Exchanges & Data	0.55	0.54	0.60	0.63
MORN	Morningstar, Inc.	Financial Exchanges & Data	0.50	0.48	0.50	0.46
CME	CME Group	Financial Exchanges & Data	0.50	0.42	0.51	0.64
MSCI	MSCI Inc.	Financial Exchanges & Data	0.49	0.43	0.51	0.56
FDS	FactSet	Financial Exchanges & Data	0.40	0.39	0.44	0.51
DFIN	Donnelley Financial Solutions, Inc.	Financial Exchanges & Data	0.38	0.35	0.38	0.37
MKTX	MarketAxess	Financial Exchanges & Data	0.34	0.27	0.35	0.43
VIRT	Virtu Financial, Inc.	Financial Exchanges & Data	0.29	0.27	0.30	0.20
CBOE	Cboe Global Markets	Financial Exchanges & Data	0.28	0.28	0.35	0.46
COIN	Coinbase Global	Financial Exchanges & Data	0.28	0.22	0.33	—

ETFS

Fund stand-ins

An ETF is generally not 'substantially identical' to a single stock, which is why funds are the standard wash-sale-aware replacement.

Ticker	Name	Focus	Match	1Y	3Y	5Y	10Y
IAI	iShares Broker-Dealers & Exchanges	Capital Markets	INDUSTRY	0.49	0.50	0.56	0.65
XLF	Financial Select Sector SPDR	Financials Sector	SECTOR	0.49	0.50	0.54	0.59
VFH	Vanguard Financials ETF	Financials Sector	SECTOR	0.48	0.49	0.53	0.59
IPAY	ETFMG Prime Mobile Payments	Payments	SUB-IND	0.47	0.43	0.48	0.56
IYF	iShares US Financials ETF	Financials Sector	SECTOR	0.47	0.49	0.54	0.61
KIE	SPDR S&P Insurance ETF	Insurance	INDUSTRY	0.40	0.45	0.47	0.55
FINX	Global X FinTech ETF	FinTech	SUB-IND	0.39	0.40	0.48	0.53
IAK	iShares US Insurance ETF	Insurance	INDUSTRY	0.32	0.42	0.44	0.53
ARKF	ARK Fintech Innovation ETF	FinTech (Active)	SUB-IND	0.30	0.32	0.43	0.46
KBE	SPDR S&P Bank ETF	Banks	INDUSTRY	0.26	0.31	0.36	0.44
KBWB	Invesco KBW Bank ETF	Large Banks	INDUSTRY	0.23	0.32	0.37	0.46
KRE	SPDR S&P Regional Banking ETF	Regional Banks	SUB-IND	0.22	0.28	0.32	0.41

NEXT STEPS

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Replacement research for ICE's peers

NDAQ SPGI MCO MORN CME MSCI FDS DFIN MKTX VIRT CBOE COIN

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Method: Pearson correlation of daily closing-price returns, Yahoo Finance data, series aligned by trading day, refreshed weekly. A cell is blank when overlapping history covers less than 60% of its window. Correlation is descriptive, not predictive. Wash-sale treatment depends on facts and circumstances — confirm with a tax professional. Not investment advice.