Tax-loss harvesting alternatives for PLMR

Among the 24 Property & Casualty Insurance peers screened, RLI (RLI Corp.) has tracked PLMR most closely over the past year, with a return correlation of 0.58. The strongest fund stand-in is KIE (SPDR S&P Insurance ETF) at 0.67 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
RLI	RLI Corp.	Property & Casualty Insurance	0.58	0.50	0.39	0.36
ACGL	Arch Capital Group	Property & Casualty Insurance	0.58	0.42	0.35	0.37
KNSL	Kinsale Capital Group	Property & Casualty Insurance	0.54	0.43	0.40	0.39
HIG	Hartford (The)	Property & Casualty Insurance	0.53	0.44	0.38	0.32
CB	Chubb Limited	Property & Casualty Insurance	0.52	0.41	0.36	0.35
AMSF	Amerisafe, Inc.	Property & Casualty Insurance	0.52	0.37	0.32	0.31
THG	Hanover Insurance	Property & Casualty Insurance	0.52	0.42	0.36	0.36
CINF	Cincinnati Financial	Property & Casualty Insurance	0.51	0.44	0.37	0.35
ALL	Allstate Corp.	Property & Casualty Insurance	0.51	0.42	0.35	0.36
PGR	Progressive Corp.	Property & Casualty Insurance	0.51	0.39	0.31	0.31
ORI	Old Republic International	Property & Casualty Insurance	0.50	0.43	0.38	0.36
TRV	Travelers Companies	Property & Casualty Insurance	0.49	0.40	0.32	0.34
UFCS	United Fire Group, Inc.	Property & Casualty Insurance	0.47	0.38	0.28	0.30
WRB	W. R. Berkley Corporation	Property & Casualty Insurance	0.47	0.39	0.33	0.35
EIG	Employers Holdings, Inc.	Property & Casualty Insurance	0.46	0.39	0.35	0.31
AGO	Assured Guaranty Ltd.	Property & Casualty Insurance	0.43	0.36	0.32	0.30
MCY	Mercury General	Property & Casualty Insurance	0.43	0.37	0.29	0.30
FNF	Fidelity National Financial	Property & Casualty Insurance	0.40	0.33	0.33	0.31
SIGI	Selective Insurance Group	Property & Casualty Insurance	0.40	0.38	0.36	0.36
HCI	HCI Group, Inc.	Property & Casualty Insurance	0.38	0.29	0.27	0.26
SAFT	Safety Insurance Group, Inc.	Property & Casualty Insurance	0.37	0.34	0.31	0.31
STC	Stewart Information Services Corporation	Property & Casualty Insurance	0.36	0.31	0.32	0.32
FAF	First American Financial Corporation	Property & Casualty Insurance	0.34	0.31	0.31	0.30
RDN	Radian Group, Inc.	Property & Casualty Insurance	0.28	0.29	0.31	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
KIE	SPDR S&P Insurance ETF	Insurance	INDUSTRY	0.67	0.58	0.51	0.47
IAK	iShares US Insurance ETF	Insurance	INDUSTRY	0.65	0.54	0.46	0.44
VFH	Vanguard Financials ETF	Financials Sector	SECTOR	0.31	0.39	0.40	0.40
XLF	Financial Select Sector SPDR	Financials Sector	SECTOR	0.30	0.39	0.39	0.40
IYF	iShares US Financials ETF	Financials Sector	SECTOR	0.30	0.39	0.40	0.41
IPAY	ETFMG Prime Mobile Payments	Payments	SUB-IND	0.26	0.35	0.39	0.42
KBE	SPDR S&P Bank ETF	Banks	INDUSTRY	0.25	0.30	0.34	0.34
KRE	SPDR S&P Regional Banking ETF	Regional Banks	SUB-IND	0.24	0.29	0.32	0.33
FINX	Global X FinTech ETF	FinTech	SUB-IND	0.12	0.28	0.37	0.40
KBWB	Invesco KBW Bank ETF	Large Banks	INDUSTRY	0.10	0.26	0.30	0.33
IAI	iShares Broker-Dealers & Exchanges	Capital Markets	INDUSTRY	0.07	0.30	0.34	0.39
ARKF	ARK Fintech Innovation ETF	FinTech (Active)	SUB-IND	0.06	0.26	0.33	0.36

NEXT STEPS

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Replacement research for PLMR's peers

RLI ACGL KNSL HIG CB AMSF THG CINF ALL PGR ORI TRV UFCS WRB EIG AGO MCY FNF SIGI HCI SAFT STC FAF RDN

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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.