Tax-loss harvesting alternatives for MSA

Among the 5 Office Services & Supplies peers screened, MLKN (MillerKnoll, Inc.) has tracked MSA most closely over the past year, with a return correlation of 0.42. The strongest fund stand-in is PAVE (Global X US Infrastructure) at 0.60 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
MLKN	MillerKnoll, Inc.	Office Services & Supplies	0.42	0.42	0.42	0.37
TILE	Interface, Inc.	Office Services & Supplies	0.41	0.33	0.37	0.43
HNI	HNI Corporation	Office Services & Supplies	0.41	0.45	0.44	0.45
WSC	WillScot Holdings Corp.	Office Services & Supplies	0.34	0.41	0.41	0.38
PBI	Pitney Bowes, Inc.	Office Services & Supplies	0.09	0.24	0.29	0.29

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
PAVE	Global X US Infrastructure	Infrastructure	SECTOR	0.60	0.63	0.63	0.63
FIDU	Fidelity MSCI Industrials ETF	Industrials Sector	SECTOR	0.60	0.64	0.64	0.65
VIS	Vanguard Industrials ETF	Industrials Sector	SECTOR	0.60	0.64	0.64	0.65
XLI	Industrial Select Sector SPDR	Industrials Sector	SECTOR	0.59	0.63	0.63	0.64
IYJ	iShares US Industrials ETF	Industrials Sector	SECTOR	0.57	0.63	0.63	0.64
PPA	Invesco Aerospace & Defense ETF	Aerospace & Defense	INDUSTRY	0.45	0.52	0.54	0.57
XAR	SPDR S&P Aerospace & Defense	Aerospace & Defense (Equal Wt)	INDUSTRY	0.45	0.49	0.51	0.55
IYT	iShares Transportation Average	Transportation	INDUSTRY	0.44	0.53	0.52	0.57
JETS	US Global Jets ETF	Airlines	SUB-IND	0.44	0.48	0.46	0.45
ITA	iShares Aerospace & Defense ETF	Aerospace & Defense	INDUSTRY	0.43	0.47	0.49	0.53
XTN	SPDR S&P Transportation ETF	Transportation	INDUSTRY	0.42	0.53	0.52	0.54
BOTZ	Global X Robotics & AI	Robotics & AI	SECTOR	0.37	0.47	0.49	0.50

NEXT STEPS

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Replacement research for MSA's peers

MLKN TILE HNI WSC PBI

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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.