Tax-loss harvesting alternatives for LAD

Among the 13 Automotive Retail peers screened, AN (AutoNation) has tracked LAD most closely over the past year, with a return correlation of 0.66. The strongest fund stand-in is XRT (SPDR S&P Retail ETF) at 0.51 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
AN	AutoNation	Automotive Retail	0.66	0.74	0.74	0.72
ABG	Asbury Automotive Group	Automotive Retail	0.64	0.73	0.73	0.70
GPI	Group 1 Automotive, Inc.	Automotive Retail	0.57	0.65	0.70	0.67
PAG	Penske Automotive Group	Automotive Retail	0.56	0.69	0.71	0.69
SAH	Sonic Automotive, Inc.	Automotive Retail	0.53	0.64	0.67	0.65
KMX	CarMax, Inc.	Automotive Retail	0.43	0.54	0.58	0.57
PHIN	PHINIA, Inc.	Automotive Retail	0.38	0.45	0.36	—
CVNA	Carvana	Automotive Retail	0.31	0.42	0.40	0.37
VVV	Valvoline	Automotive Retail	0.30	0.40	0.39	0.40
AAP	Advance Auto Parts	Automotive Retail	0.22	0.27	0.30	0.32
AZO	AutoZone Inc.	Automotive Retail	0.10	0.14	0.19	0.30
ORLY	O'Reilly Automotive	Automotive Retail	0.05	0.11	0.20	0.29
MUSA	Murphy USA	Automotive Retail	-0.01	0.07	0.17	0.23

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
XRT	SPDR S&P Retail ETF	Retail	INDUSTRY	0.51	0.64	0.66	0.61
PEJ	Invesco Leisure & Entertainment	Leisure & Entertainment	INDUSTRY	0.44	0.55	0.56	0.55
IYC	iShares US Consumer Discretionary	Cons Discretionary Sector	SECTOR	0.40	0.53	0.55	0.54
FDIS	Fidelity MSCI Consumer Discretionary	Cons Discretionary Sector	SECTOR	0.37	0.52	0.55	0.54
ITB	iShares US Home Construction	Homebuilders	SUB-IND	0.36	0.51	0.53	0.55
VCR	Vanguard Consumer Discretionary	Cons Discretionary Sector	SECTOR	0.36	0.52	0.54	0.55
XHB	SPDR S&P Homebuilders ETF	Homebuilders	SUB-IND	0.34	0.53	0.57	0.59
BETZ	Roundhill Sports Betting iGaming	Sports Betting	SUB-IND	0.33	0.46	0.49	0.48
XLY	Consumer Discretionary SPDR	Cons Discretionary Sector	SECTOR	0.32	0.48	0.51	0.52
RTH	VanEck Retail ETF	Retail	INDUSTRY	0.27	0.42	0.48	0.47
DRIV	Global X Autonomous & EV ETF	Autonomous & EV	INDUSTRY	0.19	0.41	0.47	0.50
CARZ	First Trust S-Network EV & FV	Autos & EVs	INDUSTRY	0.13	0.33	0.40	0.45

NEXT STEPS

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Replacement research for LAD's peers

AN ABG GPI PAG SAH KMX PHIN CVNA VVV AAP AZO ORLY MUSA

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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.