============================================ ============= Rouwenhorst REPORT =========== ============================================ Name: 20150104_20161215_NASDAQ_plR_m5_d Pipeline: ['computeSecurityReturns()', 'computeRouwenhorstSecurityRankings()', 'setXsMemberCount(5)', 'computePortfolioReturns()', 'report()'] js: [25, 35, 45, 65, 130] ks: [25, 35, 41, 65, 130] risklessReturnSecurityName: %5EH15_TB_M6 indexSecurityName: %5EIXIC Report switches: WinnerLoser TimeFrame: 1 4 2015 12 15 2016 Period: d Component Count: 1268 Component Source: ../../../DBs/Analyst/stockhistory/20161218/d Components: ['VSAR', 'NDSN', 'PRIM', 'KITE', 'PFPT', 'SIR', 'PRSC', 'EXLS', 'AMD', 'BLDR', 'IDXX', 'QRVO', 'GAIN', 'MGNX', 'ERII', 'JBHT', 'ICLR', 'ERIE', 'ERIC', 'LSTR', 'ROIC', 'SSYS', 'EXAS', 'MANT', 'VSAT', 'RPTP', 'AVAV', 'EXA', 'SCLN', 'CRBP', 'NILE', 'VRTX', 'RSYS', 'TGTX', 'TRVN', 'FRAN', 'MANH', 'VRTS', 'VRTU', 'CCOI', 'DENN', 'CSIQ', 'ENDP', 'GT', 'LIOX', 'ONVO', 'TSCO', 'ADTN', 'FLXN', 'MNKD', 'ONEQ', 'LION', 'BECN', 'RDWR', 'CSII', 'MRNS', 'AMZN', 'FULT', 'GK', 'PLPM', 'OTIC', 'MAR', 'MAT', 'AXAS', 'MENT', 'HDP', 'SNH', 'SNI', 'XRAY', 'AMCN', 'ACLS', 'INVA', 'PACB', 'ODFL', 'AMCC', 'SFBS', 'JBSS', 'EGBN', 'IBTX', 'WBMD', 'NYMT', 'CME', 'SBAC', 'TOPS', 'BDGE', 'GWPH', 'WMGI', 'PCH', 'EVOK', 'ICUI', 'SOHU', 'ESIO', 'IDCC', 'SREV', 'AAWW', 'OMCL', 'INGN', 'GHDX', 'TTS', 'ITRI', 'APOL', 'CYOU', 'DCOM', 'THLD', 'DVAX', 'FNGN', 'PCLN', 'UIHC', 'FSLR', 'NWLI', 'BSET', 'DIOD', 'ALGT', 'GRMN', 'APLP', 'MBFI', 'NSIT', 'WSBC', 'SNPS', 'STBA', 'ZG', 'JAKK', 'MSTR', 'STBZ', 'JACK', 'CEVA', 'FIVE', 'BBOX', 'LHCG', 'BABY', 'CPRT', 'PEBO', 'AFAM', 'CHUY', 'SLRC', 'WIX', 'CBF', 'ALOG', 'SAIA', 'LPSN', 'UFPI', 'SBSI', 'VWR', 'NVDA', 'MU', 'AMSG', 'INO', 'NDAQ', 'ASNA', 'MMLP', 'BMCH', 'NUAN', 'LMAT', 'EBIO', 'MBUU', 'ARIA', 'HRZN', 'CROX', 'ACIW', 'STKL', 'MITK', 'LMOS', 'SPPI', 'AMGN', 'MDRX', 'MGRC', 'DOX', 'RAVN', 'LBAI', 'HURN', 'EBIX', 'ELGX', 'AMBA', 'SNHY', 'MSFT', 'SWIR', 'BLUE', 'KTOS', 'NGHC', 'HSII', 'XXIA', 'UHAL', 'MNTA', 'NATI', 'POWI', 'VIP', 'PCBK', 'POWL', 'ASPS', 'SCHN', 'RPXC', 'TASR', 'CVBF', 'TAST', 'CELG', 'IDTI', 'LOXO', 'LQDT', 'CNCE', 'ATEC', 'LJPC', 'HABT', 'INSM', 'SMCI', 'FOMX', 'KNDI', 'FMI', 'CBPO', 'LLTC', 'SPIL', 'FMBI', 'CAC', 'MYRG', 'FGEN', 'NTAP', 'ZBRA', 'EFSC', 'MIFI', 'SP', 'UEPS', 'NTRI', 'UNFI', 'GNCA', 'USAT', 'GNCMA', 'AAL', 'ASCMA', 'LYTS', 'WMIH', 'PSEC', 'ADBE', 'LTRPA', 'ITCI', 'FARM', 'CAR', 'FARO', 'YRCW', 'STEM', 'YY', 'EEFT', 'FFIV', 'SONC', 'PBPB', 'FTR', 'BNCL', 'COHR', 'IART', 'ABAX', 'BNCN', 'EPZM', 'ERI', 'COHU', 'INCR', 'LE', 'SEMI', 'WOOF', 'ONB', 'INCY', 'ISRG', 'STRZA', 'ATNI', 'BJRI', 'EXEL', 'VNET', 'MDCO', 'BHBK', 'MDCA', 'WETF', 'FLEX', 'AKRX', 'CACQ', 'NEOG', 'FORM', 'BANR', 'MMSI', 'KEYW', 'SKYW', 'HTLD', 'FDUS', 'BANF', 'BLBD', 'ANTH', 'CACC', 'FRGI', 'FORR', 'ZIOP', 'WSFS', 'STX', 'XONE', 'EZPW', 'PICO', 'ACHC', 'QLYS', 'ALKS', 'FLXS', 'CERN', 'NCLH', 'FLWS', 'SRNE', 'CRAY', 'MITL', 'TBRA', 'SONS', 'CALM', 'SYBT', 'HAYN', 'BLKB', 'RUTH', 'CALD', 'FIZZ', 'MIK', 'UTEK', 'NUVA', 'WSTC', 'SPTN', 'TRUP', 'ORBK', 'CBOE', 'MDXG', 'SQBG', 'CSFL', 'DORM', 'KALU', 'FLDM', 'GIII', 'SCHL', 'TRUE', 'XLNX', 'ECPG', 'PLUG', 'HFWA', 'HAWK', 'RP', 'EXTR', 'ESPR', 'ACET', 'GLPI', 'XENT', 'GERN', 'ASTE', 'TTPH', 'CTBI', 'PLUS', 'MEOH', 'PCRX', 'SPSC', 'WPPGY', 'TOWN', 'NVFY', 'ESLT', 'URBN', 'HBNC', 'CHFC', 'GPOR', 'AEPI', 'ATRS', 'RVNC', 'ESND', 'HLIT', 'PACW', 'DAKT', 'EGOV', 'KPTI', 'CHY', 'FELE', 'NNBR', 'SFNC', 'NVIV', 'HAFC', 'AMRN', 'SNAK', 'ARCC', 'AMRI', 'ARWR', 'NTES', 'AMCX', 'ILMN', 'BRKL', 'HTBX', 'UFCS', 'FOXA', 'BRKS', 'BRKR', 'SUPN', 'ROST', 'ACTA', 'ORBC', 'SAVE', 'MTRX', 'AMRS', 'PTCT', 'ATSG', 'FFIN', 'HDS', 'DXPE', 'ISBC', 'VA', 'EFII', 'HZNP', 'SLGN', 'CKEC', 'BMRN', 'ISNS', 'EWBC', 'FOXF', 'COLB', 'MNRO', 'AVGO', 'QIWI', 'PTEN', 'LAYN', 'SBRA', 'SGMO', 'ADSK', 'SEIC', 'EMKR', 'SGMS', 'ALNY', 'LPLA', 'LNCE', 'IIIN', 'HSKA', 'ASML', 'SYMC', 'DISCA', 'PAYX', 'CSOD', 'RARE', 'AEIS', 'RAIL', 'BOBE', 'EA', 'ORLY', 'UTHR', 'CRESY', 'AXDX', 'ENT', 'CSX', 'HWAY', 'EQIX', 'VNDA', 'IQNT', 'OCFC', 'AIMC', 'CNOB', 'CZR', 'TUBE', 'WIFI', 'SAAS', 'LXRX', 'ORIG', 'ALGN', 'TXRH', 'KANG', 'RSTI', 'SCMP', 'SSB', 'TCPC', 'ACXM', 'AGII', 'CVGI', 'AGIO', 'SALE', 'MLAB', 'CMPR', 'SPHS', 'WABC', 'XLRN', 'FOLD', 'NWBI', 'PLXS', 'NWBO', 'HIBB', 'OTEX', 'ABY', 'CRTO', 'CBSH', 'MERC', 'CVGW', 'PGTI', 'TVIA', 'QUNR', 'ENOC', 'LANC', 'XNCR', 'SASR', 'LBRDA', 'SIMO', 'PODD', 'IPHS', 'MASI', 'TTEC', 'LORL', 'EXPO', 'LGND', 'HAIN', 'TTEK', 'GEVO', 'LBIO', 'MDLZ', 'OZRK', 'EXPE', 'EXPD', 'SBCF', 'IONS', 'ETFC', 'TNDM', 'MRCY', 'RRGB', 'CHKP', 'EKSO', 'DFRG', 'CSTE', 'TECD', 'FRP', 'HMST', 'CTWS', 'FCNCA', 'HMSY', 'EGLE', 'CARA', 'TRIP', 'GBCI', 'INFO', 'INFN', 'PAHC', 'INFI', 'RMTI', 'VRNT', 'EGLT', 'DNKN', 'VIVO', 'YNDX', 'ADXS', 'ARNA', 'HNRG', 'MZOR', 'SPAR', 'KZ', 'NOVT', 'BLDP', 'MIDD', 'OXLC', 'JASO', 'ANIP', 'ARII', 'OTTR', 'WYNN', 'LBTYA', 'TTWO', 'SWHC', 'SSRI', 'STMP', 'ANSS', 'DWSN', 'IRMD', 'MGLN', 'NBIX', 'PRKR', 'GNTX', 'CYBE', 'STML', 'WBA', 'KRNY', 'PATK', 'SAEX', 'SYNT', 'BLCM', 'CRIS', 'HMHC', 'CYTK', 'AGEN', 'MMYT', 'NANO', 'HBAN', 'BIIB', 'CAMP', 'UVSP', 'MGEE', 'ACGL', 'TCBI', 'TCBK', 'ATVI', 'PEIX', 'KTWO', 'AEGR', 'CYTR', 'BSFT', 'MYGN', 'ARRY', 'CERS', 'BPFH', 'AKAM', 'LMNX', 'OSTK', 'INTC', 'APOG', 'SPWH', 'VASC', 'RGLS', 'CRNT', 'AMDA', 'INTU', 'TSEM', 'SPWR', 'ALXN', 'HOLI', 'FWRD', 'BOFI', 'AZPN', 'XCRA', 'RGLD', 'POOL', 'CCCL', 'RNST', 'ZGNX', 'UBNK', 'FANG', 'LMCA', 'TTMI', 'LGIH', 'AIRM', 'SAGE', 'PBCT', 'WASH', 'KIRK', 'INTL', 'SRDX', 'PRXL', 'FIBK', 'NWSA', 'FUEL', 'GTLS', 'IMMR', 'IMMU', 'ZAGG', 'NICE', 'ENTA', 'NFLX', 'WB', 'ENTG', 'SRCE', 'TICC', 'AAPL', 'MSEX', 'ALDR', 'SRCL', 'IIVI', 'CHEF', 'CARB', 'USCR', 'JD', 'IOSP', 'SANM', 'TKAI', 'QVCA', 'COWN', 'FPRX', 'CFNL', 'THRM', 'IRWD', 'OMAB', 'ISCA', 'ININ', 'AMSF', 'SPLK', 'LKFN', 'CDNS', 'SHEN', 'SPLS', 'ENSG', 'VNR', 'ECOL', 'HTCH', 'PERY', 'ICON', 'GLRE', 'BUSE', 'CTSH', 'WEB', 'CLNE', 'ARAY', 'DRRX', 'CYCC', 'SIGI', 'FITB', 'SIGM', 'WEN', 'IAC', 'HWKN', 'TRMB', 'BGCP', 'CTRE', 'RNET', 'TRMK', 'HAS', 'IESC', 'ADMS', 'UBSH', 'UBSI', 'ANAT', 'ZLTQ', 'PLCE', 'RIGL', 'MRVL', 'LNDC', 'CEMP', 'FTD', 'PNRA', 'DTLK', 'EPIQ', 'BRCD', 'UMBF', 'AMAG', 'CRMT', 'CLMT', 'CFFN', 'ESGR', 'WSBF', 'ESRX', 'VRNS', 'HELE', 'AMAT', 'ZUMZ', 'MHLD', 'SWKS', 'CTAS', 'CVTI', 'LPCN', 'CNSL', 'TRST', 'MGPI', 'MSFG', 'PNFP', 'TCX', 'IXYS', 'SABR', 'CLVS', 'ABMD', 'IBKC', 'SYNA', 'CCMP', 'HBP', 'VTAE', 'OLED', 'WAFD', 'IRDM', 'SGEN', 'TILE', 'MEET', 'CTXS', 'FTNT', 'IRBT', 'FFBC', 'ADVM', 'EGRX', 'BCRX', 'TMUS', 'UMPQ', 'MKSI', 'PPC', 'SIRI', 'CSGS', 'AVID', 'ECHO', 'SPKE', 'WLB', 'QCOM', 'IBKR', 'PDFS', 'MSCC', 'CSGP', 'SSNC', 'HALO', 'CPSI', 'PAAS', 'ULTA', 'IPGP', 'OSHC', 'MPEL', 'IMKTA', 'ULTI', 'MKTX', 'OPHT', 'UCBI', 'MPET', 'WWD', 'KFRC', 'MELI', 'FRSH', 'OPB', 'INWK', 'MCHP', 'STRA', 'NTCT', 'GABC', 'MPWR', 'HRTX', 'CLDX', 'BSPM', 'PEGI', 'CMRX', 'OVAS', 'VNOM', 'TRNC', 'PEGA', 'AOSL', 'KLXI', 'FFIC', 'FNHC', 'FISV', 'FDEF', 'CRVL', 'KERX', 'PRFT', 'EHTH', 'GOLD', 'CASC', 'ANDE', 'PZZA', 'DLTR', 'PPBI', 'CASH', 'QURE', 'SCSC', 'VRA', 'RYAAY', 'RDUS', 'RUSHA', 'AMWD', 'JKHY', 'PENN', 'FIVN', 'WERN', 'GSM', 'TESO', 'RTRX', 'NATL', 'ATRC', 'SCOR', 'OCLR', 'IMGN', 'ATRI', 'IEP', 'CA', 'SODA', 'CG', 'AINV', 'ATRO', 'FRED', 'VUZI', 'GALE', 'CY', 'COMM', 'FEYE', 'TSLA', 'APEI', 'SORL', 'BCPC', 'WRLD', 'OPTT', 'HCKT', 'SMTC', 'NYMX', 'BBSI', 'CHRS', 'ALIM', 'SGBK', 'NXPI', 'FCEL', 'HUBG', 'CCRN', 'CDK', 'SBUX', 'MLNX', 'UEIC', 'BLMN', 'MORN', 'CAVM', 'RDCM', 'BNFT', 'TYPE', 'CMCSA', 'EARS', 'SCAI', 'FNSR', 'RECN', 'HSTM', 'QGEN', 'AXGN', 'SGYP', 'AKBA', 'NVEE', 'AMED', 'VDSI', 'CNXN', 'ZNGA', 'SPNC', 'SAFM', 'COLM', 'ARCB', 'ADUS', 'WTFC', 'INSY', 'OSUR', 'PGNX', 'LTXB', 'FRPT', 'LEDS', 'CCXI', 'MNST', 'TUES', 'TTOO', 'SBGI', 'FFWM', 'NEWT', 'ROCK', 'PRGS', 'ABCO', 'SINA', 'PDLI', 'FLML', 'AMBC', 'RGSE', 'GOOD', 'SBNY', 'GRPN', 'BBRY', 'CNMD', 'KONA', 'IBOC', 'KONE', 'SFLY', 'HPT', 'CBRL', 'SPOK', 'SIVB', 'OCUL', 'TACO', 'ICPT', 'EGHT', 'ELNK', 'JJSF', 'CHRW', 'JOUT', 'CPLP', 'NTGR', 'SATS', 'PINC', 'MPAA', 'ACRX', 'CSCO', 'NUTR', 'LAMR', 'DXCM', 'ARDX', 'CYNO', 'VIAV', 'GEOS', 'LABL', 'HSNI', 'WDC', 'CTRN', 'CTRL', 'ZFGN', 'GLNG', 'LFUS', 'AGTC', 'TIVO', 'WATT', 'BV', 'FSC', 'SHLM', 'CONE', 'GPRE', 'CIGI', 'CTRP', 'GPRO', 'SHLD', 'CONN', 'KBAL', 'CENX', 'ABCB', 'EBSB', 'CRZO', 'BKCC', 'NERV', 'CENT', 'FLIR', 'CGNX', 'WDFC', 'BPOP', 'MYL', 'EPAY', 'ARRS', 'LOGI', 'UBNT', 'BWLD', 'FLIC', 'HSIC', 'SYKE', 'NDRM', 'WIN', 'NVAX', 'SENEA', 'NAVG', 'ON', 'NAVI', 'ORIT', 'ABTL', 'MRCC', 'MOMO', 'WLDN', 'CPTA', 'HOFT', 'SAFT', 'LOGM', 'NXST', 'STLD', 'SRPT', 'MDSO', 'VRSK', 'CINF', 'LECO', 'TREE', 'FB', 'NTRS', 'PLKI', 'BOKF', 'COST', 'VBLT', 'AMKR', 'GSBC', 'PRAH', 'TWOU', 'ISLE', 'URRE', 'JRVR', 'CYBR', 'OFIX', 'HCSG', 'JCOM', 'NBTB', 'CPHD', 'CHCO', 'PLAY', 'OSIS', 'REGN', 'AAON', 'FINL', 'AAOI', 'REGI', 'GMLP', 'DGLY', 'HA', 'MINI', 'LKQ', 'ADMP', 'PRAA', 'CVLT', 'CVCO', 'LPTN', 'TBBK', 'AREX', 'HOLX', 'PTC', 'KLIC', 'BEAT', 'LOPE', 'SFM', 'PVTB', 'HOMB', 'PTX', 'PCTY', 'ACOR', 'BEAV', 'NSTG', 'LRCX', 'SCSS', 'EYES', 'CREE', 'DHIL', 'JAZZ', 'IBCP', 'OPK', 'LVNTA', 'SCVL', 'DEPO', 'ICFI', 'YHOO', 'TRS', 'CRUS', 'DTSI', 'AQXP', 'CHDN', 'VOD', 'MATW', 'AMPH', 'ZAIS', 'SNCR', 'AHGP', 'SLM', 'ZION', 'ANGO', 'ANGI', 'HTBK', 'PCMI', 'SUNS', 'SCTY', 'LSCC', 'BREW', 'HTLF', 'ACTG', 'HOPE', 'NEO', 'AXTI', 'ACAD', 'FOSL', 'AERI', 'RGEN', 'ZEUS', 'ANIK', 'NXTM', 'PRMW', 'ACAT', 'ACAS', 'PLAB', 'BMTC', 'JBLU', 'PFLT', 'OMED', 'TEDU', 'BGFV', 'HDSN', 'KLAC', 'JOBS', 'GOV', 'FDML', 'LPNT', 'ODP', 'MACK', 'WFM', 'GGAL', 'FAST', 'NCMI', 'BIOS', 'TECH', 'SIEN', 'MCRI', 'NMIH', 'PTLA', 'SKYS', 'ISIL', 'MTSI', 'ATHN', 'SKLN', 'CORE', 'VECO', 'GLUU', 'ARGS', 'CASS', 'ADP', 'IPCC', 'GILD', 'PNNT', 'SHPG', 'ROLL', 'LULU', 'CORT', 'BCOV', 'PRTA', 'BCOR', 'OMER', 'RCII', 'PRTK', 'NHTC', 'SLAB', 'CISG', 'ADI', 'VIAB', 'CASY', 'BIDU', 'CDW', 'GOOGL', 'GLAD', 'EBAY', 'TBPH', 'CHTR', 'IPAR', 'DRNA', 'NLNK', 'TFSL', 'CMTL', 'HQY', 'PETS', 'GBDC', 'FNBC', 'JUNO', 'KOOL', 'CAKE', 'RMBS', 'TCRD', 'AEGN', 'CPLA', 'DERM', 'VRSN', 'HTHT', 'MXIM', 'PDCO', 'ABEO', 'DISH', 'MTSC', 'BSTC', 'GNMK', 'PDCE', 'NFBK', 'PCAR', 'TXN', 'ACHN', 'WIRE', 'HEES', 'GDEN', 'BDSI', 'SGI', 'EIGI', 'NKTR', 'QSII', 'SCYX', 'DMRC', 'FRME', 'PETX', 'TA', 'HIMX', 'SHOR', 'PKOH', 'COKE', 'CWST', 'THFF', 'MLHR', 'LOCO', 'GOGO', 'BBBY', 'HBHC', 'TSRO', 'TSRA', 'AFSI', 'LFVN', 'TROW', 'TROV', 'SHOO', 'IPXL', 'ATRA', 'PFBC', 'QDEL', 'ARLP', 'MRTN', 'CATM', 'KELYA', 'IDRA', 'TOUR', 'CECE', 'INDB', 'CATY', 'AMTD', 'HIIQ', 'PSMT', 'MRTX', 'CECO'] ============================================ Table I: From Rouwenhorst 199802 Journal Of Finance p 270 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month 1 Winner Number of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 457 447 441 417 352 j= 35 447 437 431 407 342 j= 45 437 427 421 397 332 j= 65 417 407 401 377 312 j=130 352 342 336 312 247 2 Winner Arithmetic Average of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -0.0310 -0.0335 -0.0329 -0.0281 -0.0251 j= 35 -0.0309 -0.0318 -0.0320 -0.0293 -0.0204 j= 45 -0.0421 -0.0399 -0.0414 -0.0378 -0.0201 j= 65 -0.0556 -0.0505 -0.0502 -0.0431 -0.0152 j=130 -0.0490 -0.0484 -0.0434 -0.0339 -0.0133 3 Winner Geometric Average of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -0.0394 -0.0398 -0.0382 -0.0309 -0.0264 j= 35 -0.0372 -0.0369 -0.0361 -0.0319 -0.0217 j= 45 -0.0489 -0.0444 -0.0453 -0.0403 -0.0214 j= 65 -0.0619 -0.0546 -0.0538 -0.0461 -0.0172 j=130 -0.0543 -0.0535 -0.0484 -0.0366 -0.0145 4 Loser Number of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 457 447 441 417 352 j= 35 447 437 431 407 342 j= 45 437 427 421 397 332 j= 65 417 407 401 377 312 j=130 352 342 336 312 247 5 Loser Arithmetic Average of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -0.0039 -0.0045 0.0002 0.0070 -0.0228 j= 35 -0.0012 0.0018 0.0103 0.0086 -0.0189 j= 45 0.0003 0.0025 0.0064 0.0008 -0.0161 j= 65 0.0354 0.0263 0.0250 0.0099 -0.0102 j=130 0.0131 0.0114 0.0149 0.0154 0.0054 6 Loser Geometric Average of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -0.0186 -0.0140 -0.0073 0.0031 -0.0244 j= 35 -0.0179 -0.0082 0.0035 0.0051 -0.0204 j= 45 -0.0136 -0.0054 0.0007 -0.0025 -0.0178 j= 65 0.0237 0.0188 0.0191 0.0069 -0.0122 j=130 -0.0028 0.0014 0.0070 0.0123 0.0040 7 T-Test of Winner/Index Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -5.5722 -6.7880 -7.2281 -8.5496 -9.7924 j= 35 -6.2514 -7.1727 -7.8955 -8.8737 -8.0410 j= 45 -7.9284 -9.0733 -10.1039 -11.2969 -7.7567 j= 65 -10.3602 -11.5514 -12.1325 -11.4769 -5.0887 j=130 -8.9020 -9.1324 -8.6029 -9.0592 -5.3053 8 P-Value of Winner/Index Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 0.0000 0.0000 0.0000 0.0000 0.0000 j= 35 0.0000 0.0000 0.0000 0.0000 0.0000 j= 45 0.0000 0.0000 0.0000 0.0000 0.0000 j= 65 0.0000 0.0000 0.0000 0.0000 0.0000 j=130 0.0000 0.0000 0.0000 0.0000 0.0000 9 T-Test of Winner/Loser connected sample k= 25 k= 35 k= 41 k= 65 k=130 j= 25 -2.9752 -3.6585 -4.6345 -6.8144 -0.7615 j= 35 -3.1206 -4.1342 -6.0150 -7.6021 -0.4865 j= 45 -4.5738 -5.8994 -7.5158 -8.1103 -1.2457 j= 65 -10.3261 -11.0651 -11.8180 -10.3255 -1.6846 j=130 -6.2509 -6.9588 -7.3181 -9.6741 -6.6237 a P-Value of Winner/Loser connected sample k= 25 k= 35 k= 41 k= 65 k=130 j= 25 0.0031 0.0003 0.0000 0.0000 0.4469 j= 35 0.0019 0.0000 0.0000 0.0000 0.6269 j= 45 0.0000 0.0000 0.0000 0.0000 0.2138 j= 65 0.0000 0.0000 0.0000 0.0000 0.0931 j=130 0.0000 0.0000 0.0000 0.0000 0.0000 b Winner Standard Deviation of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 0.1280 0.1102 0.1014 0.0722 0.0503 j= 35 0.1103 0.0969 0.0877 0.0707 0.0496 j= 45 0.1147 0.0925 0.0854 0.0688 0.0508 j= 65 0.1092 0.0869 0.0819 0.0744 0.0609 j=130 0.1003 0.0968 0.0942 0.0725 0.0482 c Loser Standard Deviation of Returns k= 25 k= 35 k= 41 k= 65 k=130 j= 25 0.1683 0.1391 0.1236 0.0887 0.0564 j= 35 0.1847 0.1427 0.1173 0.0843 0.0542 j= 45 0.1672 0.1243 0.1063 0.0804 0.0582 j= 65 0.1578 0.1238 0.1107 0.0776 0.0634 j=130 0.1732 0.1364 0.1219 0.0795 0.0541 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 25 k=25 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0039 +0.1683 -0.0234 0 -0.0310 +0.1280 -0.2419 (Winner-Loser) -0.0270 (t-stat) -2.7299 (p-value) +0.0065 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 25 k=35 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0045 +0.1391 -0.0324 0 -0.0335 +0.1102 -0.3039 (Winner-Loser) -0.0290 (t-stat) -3.4505 (p-value) +0.0006 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 25 k=41 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0002 +0.1236 +0.0013 0 -0.0329 +0.1014 -0.3247 (Winner-Loser) -0.0331 (t-stat) -4.3401 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 25 k=65 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0070 +0.0887 +0.0789 0 -0.0281 +0.0722 -0.3895 (Winner-Loser) -0.0351 (t-stat) -6.2603 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 25 k=130 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0228 +0.0564 -0.4047 0 -0.0251 +0.0503 -0.4998 (Winner-Loser) -0.0023 (t-stat) -0.5724 (p-value) +0.5673 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 35 k=25 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0012 +0.1847 -0.0063 0 -0.0309 +0.1103 -0.2805 (Winner-Loser) -0.0298 (t-stat) -2.9237 (p-value) +0.0035 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 35 k=35 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0018 +0.1427 +0.0128 0 -0.0318 +0.0969 -0.3281 (Winner-Loser) -0.0336 (t-stat) -4.0701 (p-value) +0.0001 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 35 k=41 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0103 +0.1173 +0.0875 0 -0.0320 +0.0877 -0.3646 (Winner-Loser) -0.0423 (t-stat) -5.9810 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 35 k=65 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0086 +0.0843 +0.1022 0 -0.0293 +0.0707 -0.4146 (Winner-Loser) -0.0379 (t-stat) -6.9449 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 35 k=130 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0189 +0.0542 -0.3493 0 -0.0204 +0.0496 -0.4115 (Winner-Loser) -0.0015 (t-stat) -0.3759 (p-value) +0.7071 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 45 k=25 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0003 +0.1672 +0.0020 0 -0.0421 +0.1147 -0.3670 (Winner-Loser) -0.0424 (t-stat) -4.3700 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 45 k=35 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0025 +0.1243 +0.0202 0 -0.0399 +0.0925 -0.4311 (Winner-Loser) -0.0424 (t-stat) -5.6459 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 45 k=41 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0064 +0.1063 +0.0603 0 -0.0414 +0.0854 -0.4849 (Winner-Loser) -0.0478 (t-stat) -7.1903 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 45 k=65 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0008 +0.0804 +0.0098 0 -0.0378 +0.0688 -0.5491 (Winner-Loser) -0.0386 (t-stat) -7.2563 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 45 k=130 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0161 +0.0582 -0.2769 0 -0.0201 +0.0508 -0.3958 (Winner-Loser) -0.0040 (t-stat) -0.9413 (p-value) +0.3469 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 65 k=25 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0354 +0.1578 +0.2244 0 -0.0556 +0.1092 -0.5092 (Winner-Loser) -0.0910 (t-stat) -9.6727 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 65 k=35 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0263 +0.1238 +0.2124 0 -0.0505 +0.0869 -0.5815 (Winner-Loser) -0.0768 (t-stat) -10.2355 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 65 k=41 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0250 +0.1107 +0.2260 0 -0.0502 +0.0819 -0.6136 (Winner-Loser) -0.0752 (t-stat) -10.9306 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 65 k=65 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0099 +0.0776 +0.1270 0 -0.0431 +0.0744 -0.5793 (Winner-Loser) -0.0529 (t-stat) -9.5527 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 65 k=130 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 -0.0102 +0.0634 -0.1605 0 -0.0152 +0.0609 -0.2501 (Winner-Loser) -0.0051 (t-stat) -1.0135 (p-value) +0.3112 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 130 k=25 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0131 +0.1732 +0.0757 0 -0.0490 +0.1003 -0.4880 (Winner-Loser) -0.0621 (t-stat) -5.8096 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 130 k=35 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0114 +0.1364 +0.0834 0 -0.0484 +0.0968 -0.5001 (Winner-Loser) -0.0598 (t-stat) -6.6013 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 130 k=41 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0149 +0.1219 +0.1220 0 -0.0434 +0.0942 -0.4613 (Winner-Loser) -0.0583 (t-stat) -6.9282 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 130 k=65 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0154 +0.0795 +0.1941 0 -0.0339 +0.0725 -0.4673 (Winner-Loser) -0.0493 (t-stat) -8.0819 (p-value) +0.0000 ============================================ ============================================ Table II: From Rouwenhorst 199802 Journal Of Finance p 272 j= 130 k=130 As in Rouwenhorst, Percent returns are Monthly. e.g. 0.01 == 1%/month Prior Return Decile Average Return(m) Standard Deviation(v) (m/v) Note: winner = 0 1 +0.0054 +0.0541 +0.1006 0 -0.0133 +0.0482 -0.2767 (Winner-Loser) -0.0188 (t-stat) -4.0646 (p-value) +0.0001 ============================================ ============================================ ==== Buy/Sell Suggestions for Timeframe: === ========== 1 4 2015 12 15 2016 ============== ============== bestWinnerOnly ==================== j:65, k:41 Buy Qty Ticker Price on 2016-12-15 0.2000 TBRA 42.09 0.2000 HIIQ 13.85 0.2000 HTCH 4.00 0.2000 ARRY 8.70 0.2000 WLB 18.23 Sell Qty Ticker Price on 2016-12-15 0.2000 CEMP 7.00 0.2000 ARWR 1.27 0.2000 NVAX 1.40 0.2000 OPHT 4.86 0.2000 RGSE 0.19 Holding period is 41 d ============== bestWinnerLoser =================== j:65, k:25 Buy Qty Ticker Price on 2016-12-15 0.2000 TBRA 42.09 0.2000 HIIQ 13.85 0.2000 HTCH 4.00 0.2000 ARRY 8.70 0.2000 WLB 18.23 Sell Qty Ticker Price on 2016-12-15 0.2000 CEMP 7.00 0.2000 ARWR 1.27 0.2000 NVAX 1.40 0.2000 OPHT 4.86 0.2000 RGSE 0.19 Holding period is 25 d