Tax-loss harvesting alternatives for PBF

Among the 8 Oil & Gas Refining & Marketing peers screened, VLO (Valero Energy) has tracked PBF most closely over the past year, with a return correlation of 0.77. The strongest fund stand-in is XOP (SPDR S&P Oil & Gas E&P ETF) at 0.68 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
VLO	Valero Energy	Oil & Gas Refining & Marketing	0.77	0.80	0.80	0.80
DINO	HF Sinclair	Oil & Gas Refining & Marketing	0.77	0.77	0.76	0.76
PARR	Par Pacific Holdings, Inc.	Oil & Gas Refining & Marketing	0.74	0.72	0.72	0.67
CVI	CVR Energy, Inc.	Oil & Gas Refining & Marketing	0.73	0.72	0.75	0.73
MPC	Marathon Petroleum	Oil & Gas Refining & Marketing	0.73	0.74	0.75	0.73
PSX	Phillips 66	Oil & Gas Refining & Marketing	0.73	0.73	0.73	0.75
REX	REX American Resources Corporation	Oil & Gas Refining & Marketing	0.37	0.33	0.35	0.42
WKC	World Kinect Corporation	Oil & Gas Refining & Marketing	0.22	0.31	0.42	0.47

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
XOP	SPDR S&P Oil & Gas E&P ETF	Oil & Gas E&P	SUB-IND	0.68	0.67	0.69	0.65
CRAK	VanEck Oil Refiners ETF	Oil Refiners	SUB-IND	0.67	0.66	0.67	0.66
IEO	iShares US Oil & Gas E&P ETF	Oil & Gas E&P	SUB-IND	0.66	0.66	0.68	0.69
VDE	Vanguard Energy ETF	Energy Sector	SECTOR	0.58	0.60	0.65	0.67
FENY	Fidelity MSCI Energy ETF	Energy Sector	SECTOR	0.57	0.60	0.65	0.67
XLE	Energy Select Sector SPDR	Energy Sector	SECTOR	0.57	0.60	0.65	0.67
IYE	iShares US Energy ETF	Energy Sector	SECTOR	0.56	0.59	0.65	0.66
AMLP	Alerian MLP ETF	Energy Infrastructure	INDUSTRY	0.38	0.37	0.47	0.52
OIH	VanEck Oil Services ETF	Oil Services	SUB-IND	0.38	0.50	0.57	0.60
IEZ	iShares US Oil Equipment & Services	Oil Services	SUB-IND	0.35	0.48	0.57	0.60
VOO	Vanguard S&P 500 ETF	S&P 500	BROAD	-0.09	0.20	0.23	0.38
SPY	SPDR S&P 500 ETF	S&P 500	BROAD	-0.09	0.20	0.23	0.38

NEXT STEPS

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Replacement research for PBF's peers

VLO DINO PARR CVI MPC PSX REX WKC

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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.