FactorDeck
Data as of 2026-08-31
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Accruals

Cash-backed earnings: −(net income − operating cash flow) ÷ assets. Higher = cleaner earnings.

As of 2026-08-31 · 93 names held · backtest spans 238 months

Trailing returns

1W
+0.04%
S&P 500 TR +0.45%
1M
+5.47%
S&P 500 TR +2.72%
3M
+6.15%
S&P 500 TR +1.41%
6M
+11.28%
S&P 500 TR +12.32%
YTD
+18.45%
S&P 500 TR +13.14%
1Y
+23.39%
S&P 500 TR +20.38%
5Y
+80.97%
S&P 500 TR +82.47%
10Y
+313.40%
S&P 500 TR +316.17%
SINCE
+1319.54%
S&P 500 TR +733.44%
from 2006-11-01
2006-11-01 to 2026-08-31 · 4987 sessions

Cumulative return vs S&P 500 TR

Performance stats

MetricFactorS&P 500 TR
Annualized return
(1 + total) ^ (252/4987) − 1
+14.35%+11.31%
Annualized volatility
daily-return stdev × √252
+22.52%+19.61%
Sharpe ratio
ann return ÷ ann vol (rf = 0)
0.640.58
Max drawdown
worst peak-to-trough on the cumulative series
-51.79%-55.25%
Information ratio
ann excess return ÷ tracking error (vs S&P 500 TR)
0.43
Monthly hit rate
share of months where factor return > S&P 500 TR
56% (133/238)

How it's computed

What. For each ticker we take the most recently reported net_income, subtract operating_cash_flow, and scale by total_assets. That difference is the *accrual* — the slice of reported profit not yet converted to cash. We negate it, so firms whose earnings are backed by real cash rank in the top quintile and firms whose earnings outrun their cash rank at the bottom.

Why it has worked. Sloan (1996) documented the "accrual anomaly": high-accrual firms reliably underperform low-accrual firms over the following year. The intuition is that accruals are more subjective and reversible than cash — heavy accruals often signal aggressive revenue recognition or earnings management that later unwinds. It's one of the most robust earnings-quality signals in the literature.

Caveats. Coverage depends on cash-flow-statement data, which Synapse reports less consistently than the income statement — names missing operating_cash_flow drop out of the screen. Financials are a poor fit (the operating-cash-flow concept is muddier for banks), so the top quintile tilts away from the sector.

Current sector mix

SectorNames% of screen
Information Technology2526.9%
Industrials2122.6%
Consumer Discretionary1314.0%
Health Care1010.8%
Energy66.5%
Financials55.4%
Communication Services55.4%
Consumer Staples33.2%
Materials22.2%
Unknown11.1%
Real Estate11.1%
Utilities11.1%

Current top quintile (93 names)

TickerNameSectorSignalZ-score
EXPEExpedia Group, Inc.Industrials14.9%3.14
CBOECboe Global Markets, Inc.Financials14.2%3.14
LYVLive Nation Entertainment, Inc.Consumer Discretionary10.5%3.14
VEEVVEEVA SYSTEMS INCHealth Care9.5%3.14
FIXCOMFORT SYSTEMS USA INCIndustrials8.2%3.14
FICOFAIR ISAAC CORPIndustrials7.0%3.14
APDAir Products & Chemicals, Inc.Materials6.7%3.01
MRKMerck & Co., Inc.Health Care6.3%2.82
MRNAModerna, Inc.Health Care6.2%2.75
TTDTrade Desk, Inc.Information Technology6.1%2.72
ABNBAirbnb, Inc.Industrials5.8%2.54
INTUINTUIT INC.Information Technology5.7%2.50
FTNTFortinet, Inc.Information Technology5.5%2.41
NTAPNetApp, Inc.Information Technology5.1%2.22
UALUnited Airlines Holdings, Inc.Industrials5.1%2.21
CRWDCrowdStrike Holdings, Inc.Information Technology5.0%2.18
NOWServiceNow, Inc.Information Technology4.9%2.14
DVNDEVON ENERGY CORP/DEEnergy4.7%2.04
VRSNVERISIGN INC/CAInformation Technology4.5%1.92
CRMSalesforce, Inc.Information Technology4.3%1.85
DDOGDatadog, Inc.Information Technology4.1%1.73
CCLCarnival Corp Ltd.Industrials4.0%1.70
CMGCHIPOTLE MEXICAN GRILL INCConsumer Discretionary4.0%1.68
TKOTKO Group Holdings, Inc.Consumer Discretionary3.8%1.60
FDSFACTSET RESEARCH SYSTEMS INCInformation Technology3.8%1.59
EQTEQT CorpEnergy3.8%1.59
HOODRobinhood Markets, Inc.Financials3.7%1.56
KRKROGER COConsumer Staples3.6%1.51
UBERUber Technologies, IncIndustrials3.5%1.46
CNCCENTENE CORPHealth Care3.5%1.45
VRSKVerisk Analytics, Inc.Information Technology3.4%1.41
ADSKAutodesk, Inc.Information Technology3.4%1.40
FFIVF5, INC.Information Technology3.4%1.40
URIUNITED RENTALS, INC.Industrials3.3%1.36
XYZBlock, Inc.3.2%1.32
GDDYGoDaddy Inc.Information Technology3.2%1.30
LOWLOWES COMPANIES INCConsumer Discretionary3.1%1.29
DPZDOMINOS PIZZA INCConsumer Staples3.1%1.28
RDDTReddit, Inc.Communication Services3.1%1.28
ANETArista Networks, Inc.Information Technology3.1%1.27
NCLHNorwegian Cruise Line Holdings Ltd.Industrials3.0%1.21
WDAYWorkday, Inc.Information Technology2.9%1.20
VRTVertiv Holdings CoInformation Technology2.8%1.14
WBDWarner Bros. Discovery, Inc.Communication Services2.8%1.12
DOWDOW INC.Materials2.6%1.05
INTCINTEL CORPInformation Technology2.6%1.04
FANGDiamondback Energy, Inc.Energy2.6%1.02
EBAYEBAY INCIndustrials2.6%1.02
HDHOME DEPOT, INC.Consumer Discretionary2.5%1.01
ORLYO REILLY AUTOMOTIVE INCConsumer Discretionary2.5%1.00
NVRNVR INCConsumer Discretionary2.5%1.00
TSLATesla, Inc.Consumer Discretionary2.4%0.94
ODFLOLD DOMINION FREIGHT LINE, INC.Industrials2.4%0.94
JBHTHUNT J B TRANSPORT SERVICES INCIndustrials2.4%0.93
TROWPRICE T ROWE GROUP INCFinancials2.4%0.92
VLOVALERO ENERGY CORP/TXEnergy2.3%0.91
HASHASBRO, INC.Consumer Discretionary2.3%0.91
GPNGLOBAL PAYMENTS INCFinancials2.3%0.90
ABBVAbbVie Inc.Health Care2.3%0.89
ONON SEMICONDUCTOR CORPInformation Technology2.3%0.88
PANWPalo Alto Networks IncInformation Technology2.3%0.88
MRVLMarvell Technology, Inc.Information Technology2.2%0.87
LMTLOCKHEED MARTIN CORPIndustrials2.2%0.86
ITGARTNER INCInformation Technology2.2%0.85
DISWalt Disney CoConsumer Discretionary2.2%0.83
DLTRDOLLAR TREE, INC.Consumer Discretionary2.1%0.82
RCLROYAL CARIBBEAN CRUISES LTDIndustrials2.1%0.80
ACNAccenture plcInformation Technology2.1%0.80
COOCOOPER COMPANIES, INC.Health Care2.1%0.79
DASHDoorDash, Inc.Industrials2.1%0.79
ELVElevance Health, Inc.Health Care2.0%0.77
RSGREPUBLIC SERVICES, INC.Industrials2.0%0.76
FERGFerguson Enterprises Inc. /DE/Consumer Discretionary2.0%0.76
COINCoinbase Global, Inc.Financials2.0%0.75
TMUST-Mobile US, Inc.Communication Services2.0%0.75
AMDADVANCED MICRO DEVICES INCInformation Technology2.0%0.74
TRMBTRIMBLE INC.Health Care2.0%0.73
BDXBECTON DICKINSON & COHealth Care1.9%0.72
CHTRCHARTER COMMUNICATIONS, INC. /MO/Communication Services1.9%0.70
CPRTCOPART INCConsumer Discretionary1.9%0.70
UPSUNITED PARCEL SERVICE INCIndustrials1.9%0.70
MCOMOODYS CORP /DE/Industrials1.9%0.70
EOGEOG RESOURCES INCEnergy1.8%0.68
SYYSYSCO CORPConsumer Staples1.8%0.67
PSAPublic StorageReal Estate1.8%0.66
CMCSACOMCAST CORPCommunication Services1.8%0.66
AKAMAKAMAI TECHNOLOGIES INCIndustrials1.8%0.64
RMDRESMED INCHealth Care1.8%0.64
AESAES CORPUtilities1.8%0.63
GDGENERAL DYNAMICS CORPIndustrials1.7%0.63
COPCONOCOPHILLIPSEnergy1.7%0.62
WMWASTE MANAGEMENT INCIndustrials1.7%0.61
TELTE Connectivity plcInformation Technology1.7%0.60