Tax-loss harvesting alternatives for MLI

Among the 39 Industrial Machinery & Supplies & Components peers screened, VMI (Valmont Industries) has tracked MLI most closely over the past year, with a return correlation of 0.53. The strongest fund stand-in is PAVE (Global X US Infrastructure) at 0.52 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
VMI	Valmont Industries	Industrial Machinery & Supplies & Components	0.53	0.47	0.48	0.51
MWA	Mueller Water Products	Industrial Machinery & Supplies & Components	0.48	0.54	0.55	0.61
ITT	ITT Inc.	Industrial Machinery & Supplies & Components	0.47	0.56	0.59	0.63
NPO	EnPro Industries, Inc.	Industrial Machinery & Supplies & Components	0.46	0.55	0.56	0.61
TKR	Timken	Industrial Machinery & Supplies & Components	0.44	0.52	0.57	0.63
ATMU	Atmus Filtration Technologies Inc.	Industrial Machinery & Supplies & Components	0.44	0.46	0.44	—
RBC	RBC Bearings	Industrial Machinery & Supplies & Components	0.43	0.47	0.48	0.59
HUBB	Hubbell Incorporated	Industrial Machinery & Supplies & Components	0.43	0.50	0.53	0.59
SPXC	SPX Technologies	Industrial Machinery & Supplies & Components	0.42	0.49	0.50	0.59
LECO	Lincoln Electric	Industrial Machinery & Supplies & Components	0.41	0.50	0.54	0.57
PRLB	Protolabs	Industrial Machinery & Supplies & Components	0.40	0.40	0.36	0.38
PNR	Pentair	Industrial Machinery & Supplies & Components	0.40	0.51	0.53	0.56
FELE	Franklin Electric	Industrial Machinery & Supplies & Components	0.39	0.56	0.59	0.62
GTES	Gates Corporation	Industrial Machinery & Supplies & Components	0.38	0.49	0.50	0.50
NDSN	Nordson Corporation	Industrial Machinery & Supplies & Components	0.38	0.49	0.51	0.56
CR	Crane	Industrial Machinery & Supplies & Components	0.37	0.47	0.44	—
KAI	Kadant Inc.	Industrial Machinery & Supplies & Components	0.36	0.50	0.53	0.56
SWK	Stanley Black & Decker	Industrial Machinery & Supplies & Components	0.36	0.45	0.47	0.55
ESE	ESCO Technologies Inc.	Industrial Machinery & Supplies & Components	0.36	0.46	0.49	0.57
EPAC	Enerpac Tool Group	Industrial Machinery & Supplies & Components	0.36	0.48	0.46	0.55
SXI	Standex International Corporation	Industrial Machinery & Supplies & Components	0.36	0.48	0.53	0.58
KMT	Kennametal	Industrial Machinery & Supplies & Components	0.35	0.47	0.52	0.56
GGG	Graco Inc.	Industrial Machinery & Supplies & Components	0.35	0.50	0.53	0.58
SNA	Snap-on	Industrial Machinery & Supplies & Components	0.34	0.44	0.50	0.54
FLS	Flowserve	Industrial Machinery & Supplies & Components	0.32	0.45	0.47	0.53
DCI	Donaldson Company	Industrial Machinery & Supplies & Components	0.32	0.47	0.54	0.60
ESAB	ESAB	Industrial Machinery & Supplies & Components	0.31	0.44	0.44	—
ZWS	Zurn Elkay Water Solutions Corp.	Industrial Machinery & Supplies & Components	0.30	0.47	0.46	0.51
IEX	IDEX Corporation	Industrial Machinery & Supplies & Components	0.30	0.44	0.49	0.57
XYL	Xylem Inc.	Industrial Machinery & Supplies & Components	0.30	0.39	0.45	0.54
JBTM	JBT Marel Corporation	Industrial Machinery & Supplies & Components	0.27	0.36	0.43	0.52
MIDD	Middleby	Industrial Machinery & Supplies & Components	0.23	0.40	0.46	0.51
AIN	Albany International Corp.	Industrial Machinery & Supplies & Components	0.23	0.43	0.48	0.55
CRS	Carpenter Technology	Industrial Machinery & Supplies & Components	0.22	0.37	0.43	0.53
TNC	Tennant Company	Industrial Machinery & Supplies & Components	0.19	0.41	0.46	0.52
GWW	W. W. Grainger	Industrial Machinery & Supplies & Components	0.15	0.37	0.42	0.45
FTV	Fortive	Industrial Machinery & Supplies & Components	0.14	0.37	0.45	0.53
OTIS	Otis Worldwide	Industrial Machinery & Supplies & Components	0.07	0.24	0.36	0.39
MFP	Midera Food Processing, Inc.	Industrial Machinery & Supplies & Components	—	—	—	—

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	0.52	0.65	0.67	0.73
VIS	Vanguard Industrials ETF	Industrials Sector	SECTOR	0.49	0.61	0.64	0.69
FIDU	Fidelity MSCI Industrials ETF	Industrials Sector	SECTOR	0.49	0.62	0.64	0.69
XLI	Industrial Select Sector SPDR	Industrials Sector	SECTOR	0.47	0.59	0.61	0.67
IYJ	iShares US Industrials ETF	Industrials Sector	SECTOR	0.47	0.60	0.62	0.67
XTN	SPDR S&P Transportation ETF	Transportation	INDUSTRY	0.34	0.53	0.56	0.62
BOTZ	Global X Robotics & AI	Robotics & AI	SECTOR	0.33	0.46	0.48	0.51
IYT	iShares Transportation Average	Transportation	INDUSTRY	0.32	0.50	0.54	0.62
XAR	SPDR S&P Aerospace & Defense	Aerospace & Defense (Equal Wt)	INDUSTRY	0.31	0.44	0.48	0.60
PPA	Invesco Aerospace & Defense ETF	Aerospace & Defense	INDUSTRY	0.31	0.46	0.49	0.59
ITA	iShares Aerospace & Defense ETF	Aerospace & Defense	INDUSTRY	0.30	0.41	0.46	0.58
JETS	US Global Jets ETF	Airlines	SUB-IND	0.30	0.45	0.46	0.51

NEXT STEPS

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Replacement research for MLI's peers

VMI MWA ITT NPO TKR ATMU RBC HUBB SPXC LECO PRLB PNR FELE GTES NDSN CR KAI SWK ESE EPAC SXI KMT GGG SNA FLS DCI ESAB ZWS IEX XYL JBTM MIDD AIN CRS TNC GWW FTV OTIS MFP

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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.