Knowledge (XXG)

Mean reversion (finance)

Source đź“ť

51:
Mean reversion has the appearance of a more scientific method of choosing stock buy and sell points than charting, because precise numerical values are derived from historical data to identify the buy/sell values, rather than trying to interpret price movements using charts (charting, also known as
40:
is less than the average past price, the security is considered attractive for purchase, with the expectation that the price will rise. When the current market price is above the average past price, the market price is expected to fall. In other words, deviations from the average price are expected
32:
Using mean reversion as a timing strategy involves both the identification of the trading range for a security and the computation of the average price using quantitative methods. Mean reversion is a phenomenon that can be exhibited in a host of financial time-series data, from price data, earnings
69:
A historical mean reversion model does not need to fully incorporate the actual behavior of a security's price. For example, new information may become available that permanently affects the long-term valuation of an underlying stock. In the case of bankruptcy, it may cease to trade completely and
329: 48:
for periods such as 50 and 100 days. While reporting services provide the averages, identifying the high and low prices for the study period is still necessary.
322: 63:, even exchange rates, are observed to be mean reverting; however, this process may last for years and thus is not of value to a short-term investor. 315: 254: 560: 66:
Mean reversion should demonstrate a form of symmetry since a stock may be above its historical average approximately as often as below.
279: 93:, but that periods of lower returns are then followed by compensating periods of higher returns, for example in seasonal businesses. 198: 585: 167:
Mahdavi Damghani, Babak (2013). "The Non-Misleading Value of Inferred Correlation: An Introduction to the Cointelation Model".
20: 127: 579: 89:
of average annual returns that declines faster than the inverse of the holding period, implying that the process is not a
1062: 1002: 798: 704: 788: 756: 660: 614: 597: 550: 85:
in which "returns can be very unstable in the short run but very stable in the long run." Quantitatively, it is the
573: 567: 102: 74: 56:) although the RSI indicator and Average True Range (ATR) are nascent attempts to capture such systematic pattern. 29:
is a financial term for the assumption that an asset's price will tend to converge to the average price over time.
637: 916: 777: 672: 555: 1108: 804: 942: 751: 196:
Lipe, Robert (1994). "Mean reversion in annual earnings and its implications for security valuation".
1077: 997: 762: 746: 709: 591: 534: 502: 137: 41:
to revert to the average. This expectation serves as the cornerstone of multiple trading strategies.
1007: 952: 876: 736: 666: 495: 468: 856: 1047: 1022: 982: 967: 886: 825: 783: 527: 437: 427: 225: 169: 86: 53: 911: 896: 648: 275: 250: 112: 1012: 932: 728: 609: 485: 404: 360: 338: 215: 207: 178: 1087: 1082: 1017: 992: 927: 901: 881: 840: 835: 830: 815: 810: 698: 632: 624: 512: 399: 132: 107: 155: 1042: 1037: 937: 922: 683: 678: 643: 442: 409: 355: 347: 297: 45: 1102: 906: 891: 866: 820: 772: 475: 432: 419: 370: 117: 78: 60: 229: 1067: 987: 957: 947: 767: 741: 490: 480: 463: 394: 389: 365: 37: 244: 1072: 1052: 1032: 1027: 972: 861: 793: 246:
Optimal Mean Reversion Trading: Mathematical Analysis And Practical Applications
122: 90: 82: 81:
uses the term "return to the mean" to describe a general principle, a financial
1057: 977: 654: 517: 693: 688: 603: 522: 73:
In finance, the term "mean reversion" has a slightly different meaning from
871: 507: 220: 715: 211: 182: 458: 307: 302: 381: 311: 849: 724: 623: 543: 451: 418: 379: 345: 274:(4th ed.). McGraw–Hill. pp. 13, 28–29. 70:never recover to its former historical average. 298:A Mean-Reversion Theory of Stock-Market Crashes 323: 199:Review of Quantitative Finance and Accounting 8: 303:Reversion to the Mean, Taken to the Extreme 243:Siu-tang, Leung Tim; Xin, Li (2015-11-26). 330: 316: 308: 219: 44:Stock reporting services commonly offer 148: 7: 270:Siegel, Jeremy (November 27, 2007). 75:"return or regression to the mean" 14: 586:Electronic communication network 128:Ornstein–Uhlenbeck process 21:Mean reversion (disambiguation) 1: 580:Multilateral trading facility 1003:Returns-based style analysis 799:Post-modern portfolio theory 705:Security characteristic line 757:Efficient-market hypothesis 661:Capital asset pricing model 598:Straight-through processing 1125: 574:Alternative Trading System 103:Regression toward the mean 18: 638:Arbitrage pricing theory 917:Initial public offering 778:Modern portfolio theory 673:Dividend discount model 556:List of stock exchanges 272:Stocks for the Long Run 805:Random walk hypothesis 33:data, and book value. 943:Market capitalization 752:Dollar cost averaging 763:Fundamental analysis 747:Contrarian investing 710:Security market line 615:Liquidity aggregator 592:Direct market access 503:Quantitative analyst 249:. World Scientific. 19:For other uses, see 1008:Reverse stock split 953:Market manipulation 877:Dual-listed company 737:Algorithmic trading 667:Capital market line 469:Inter-dealer broker 1048:Stock market index 887:Efficient frontier 826:Technical analysis 784:Momentum investing 606:(private exchange) 496:Proprietary trader 438:Shares outstanding 428:Authorised capital 212:10.1007/BF01082663 183:10.1002/wilm.10252 87:standard deviation 54:technical analysis 1096: 1095: 897:Flight-to-quality 649:Buffett indicator 339:Financial markets 256:978-981-4725-93-4 138:Gambler's fallacy 113:Convergence trade 36:When the current 1116: 1013:Share repurchase 725:Trading theories 610:Crossing network 568:Over-the-counter 405:Restricted stock 361:Secondary market 332: 325: 318: 309: 286: 285: 267: 261: 260: 240: 234: 233: 223: 193: 187: 186: 164: 158: 153: 1124: 1123: 1119: 1118: 1117: 1115: 1114: 1113: 1099: 1098: 1097: 1092: 1083:Voting interest 993:Public offering 928:Mandatory offer 902:Government bond 882:DuPont analysis 845: 841:Value investing 836:Value averaging 831:Trend following 816:Style investing 811:Sector rotation 726: 720: 699:Net asset value 625:Stock valuation 619: 539: 447: 414: 400:Preferred stock 375: 341: 336: 294: 289: 282: 269: 268: 264: 257: 242: 241: 237: 195: 194: 190: 166: 165: 161: 154: 150: 146: 133:Trend following 108:Autocorrelation 99: 77:in statistics. 46:moving averages 24: 17: 12: 11: 5: 1122: 1120: 1112: 1111: 1101: 1100: 1094: 1093: 1091: 1090: 1085: 1080: 1075: 1070: 1065: 1060: 1055: 1050: 1045: 1043:Stock exchange 1040: 1038:Stock dilution 1035: 1030: 1025: 1020: 1015: 1010: 1005: 1000: 995: 990: 985: 980: 975: 970: 965: 963:Mean reversion 960: 955: 950: 945: 940: 938:Market anomaly 935: 930: 925: 920: 914: 909: 904: 899: 894: 889: 884: 879: 874: 869: 864: 859: 857:Bid–ask spread 853: 851: 847: 846: 844: 843: 838: 833: 828: 823: 818: 813: 808: 802: 796: 791: 786: 781: 775: 770: 765: 760: 754: 749: 744: 739: 733: 731: 722: 721: 719: 718: 713: 707: 702: 696: 691: 686: 684:Earnings yield 681: 679:Dividend yield 676: 670: 664: 658: 652: 646: 641: 635: 629: 627: 621: 620: 618: 617: 612: 607: 601: 595: 589: 583: 577: 571: 570:(off-exchange) 565: 564: 563: 558: 547: 545: 544:Trading venues 541: 540: 538: 537: 532: 531: 530: 520: 515: 510: 505: 500: 499: 498: 493: 483: 478: 473: 472: 471: 466: 455: 453: 449: 448: 446: 445: 443:Treasury stock 440: 435: 430: 424: 422: 416: 415: 413: 412: 410:Tracking stock 407: 402: 397: 392: 386: 384: 377: 376: 374: 373: 368: 363: 358: 356:Primary market 352: 350: 343: 342: 337: 335: 334: 327: 320: 312: 306: 305: 300: 293: 292:External links 290: 288: 287: 281:978-0071494700 280: 262: 255: 235: 188: 159: 156:Mean reversion 147: 145: 142: 141: 140: 135: 130: 125: 120: 115: 110: 105: 98: 95: 27:Mean reversion 16:Financial term 15: 13: 10: 9: 6: 4: 3: 2: 1121: 1110: 1109:Market trends 1107: 1106: 1104: 1089: 1086: 1084: 1081: 1079: 1076: 1074: 1071: 1069: 1066: 1064: 1061: 1059: 1056: 1054: 1051: 1049: 1046: 1044: 1041: 1039: 1036: 1034: 1031: 1029: 1026: 1024: 1021: 1019: 1018:Short selling 1016: 1014: 1011: 1009: 1006: 1004: 1001: 999: 996: 994: 991: 989: 986: 984: 981: 979: 976: 974: 971: 969: 966: 964: 961: 959: 956: 954: 951: 949: 946: 944: 941: 939: 936: 934: 931: 929: 926: 924: 921: 918: 915: 913: 910: 908: 907:Greenspan put 905: 903: 900: 898: 895: 893: 892:Financial law 890: 888: 885: 883: 880: 878: 875: 873: 870: 868: 867:Cross listing 865: 863: 860: 858: 855: 854: 852: 850:Related terms 848: 842: 839: 837: 834: 832: 829: 827: 824: 822: 821:Swing trading 819: 817: 814: 812: 809: 806: 803: 800: 797: 795: 792: 790: 789:Mosaic theory 787: 785: 782: 779: 776: 774: 773:Market timing 771: 769: 766: 764: 761: 758: 755: 753: 750: 748: 745: 743: 740: 738: 735: 734: 732: 730: 723: 717: 714: 711: 708: 706: 703: 700: 697: 695: 692: 690: 687: 685: 682: 680: 677: 674: 671: 668: 665: 662: 659: 656: 653: 650: 647: 645: 642: 639: 636: 634: 631: 630: 628: 626: 622: 616: 613: 611: 608: 605: 602: 599: 596: 593: 590: 587: 584: 581: 578: 575: 572: 569: 566: 562: 561:Trading hours 559: 557: 554: 553: 552: 549: 548: 546: 542: 536: 533: 529: 526: 525: 524: 521: 519: 516: 514: 511: 509: 506: 504: 501: 497: 494: 492: 489: 488: 487: 484: 482: 479: 477: 476:Broker-dealer 474: 470: 467: 465: 462: 461: 460: 457: 456: 454: 450: 444: 441: 439: 436: 434: 433:Issued shares 431: 429: 426: 425: 423: 421: 420:Share capital 417: 411: 408: 406: 403: 401: 398: 396: 393: 391: 388: 387: 385: 383: 378: 372: 371:Fourth market 369: 367: 364: 362: 359: 357: 354: 353: 351: 349: 344: 340: 333: 328: 326: 321: 319: 314: 313: 310: 304: 301: 299: 296: 295: 291: 283: 277: 273: 266: 263: 258: 252: 248: 247: 239: 236: 231: 227: 222: 221:2027.42/47883 217: 213: 209: 205: 201: 200: 192: 189: 184: 180: 176: 172: 171: 163: 160: 157: 152: 149: 143: 139: 136: 134: 131: 129: 126: 124: 121: 119: 118:Cointegration 116: 114: 111: 109: 106: 104: 101: 100: 96: 94: 92: 88: 84: 80: 79:Jeremy Siegel 76: 71: 67: 64: 62: 61:asset classes 57: 55: 49: 47: 42: 39: 34: 30: 28: 22: 1068:Tender offer 988:Public float 962: 958:Market trend 948:Market depth 768:Growth stock 742:Buy and hold 651:(Cap-to-GDP) 491:Floor trader 481:Market maker 464:Floor broker 452:Participants 395:Golden share 390:Common stock 366:Third market 271: 265: 245: 238: 206:(4): 27–46. 203: 197: 191: 177:(1): 50–61. 174: 168: 162: 151: 72: 68: 65: 58: 50: 43: 38:market price 35: 31: 26: 25: 1073:Uptick rule 1053:Stock split 1033:Squeeze-out 1028:Speculation 973:Open outcry 862:Block trade 794:Pairs trade 123:Pairs trade 91:random walk 83:time series 1078:Volatility 1058:Stock swap 978:Order book 729:strategies 655:Book value 523:Arbitrager 518:Speculator 144:References 694:Fed model 689:EV/EBITDA 604:Dark pool 535:Regulator 380:Types of 346:Types of 1103:Category 1023:Slippage 983:Position 968:Momentum 872:Dividend 551:Exchange 508:Investor 230:54829558 97:See also 912:Haircut 716:T-model 528:Scalper 348:markets 170:Wilmott 933:Margin 801:(PMPT) 663:(CAPM) 513:Hedger 486:Trader 459:Broker 382:stocks 278:  253:  228:  1088:Yield 1063:Trade 998:Rally 919:(IPO) 807:(RMH) 780:(MPT) 759:(EMH) 712:(SML) 701:(NAV) 675:(DDM) 669:(CML) 640:(APT) 633:Alpha 600:(STP) 594:(DMA) 588:(ECN) 582:(MTF) 576:(ATS) 226:S2CID 59:Many 923:Long 727:and 657:(BV) 644:Beta 276:ISBN 251:ISBN 204:1994 175:2013 216:hdl 208:doi 179:doi 1105:: 224:. 214:. 202:. 173:. 331:e 324:t 317:v 284:. 259:. 232:. 218:: 210:: 185:. 181:: 23:.

Index

Mean reversion (disambiguation)
market price
moving averages
technical analysis
asset classes
"return or regression to the mean"
Jeremy Siegel
time series
standard deviation
random walk
Regression toward the mean
Autocorrelation
Convergence trade
Cointegration
Pairs trade
Ornstein–Uhlenbeck process
Trend following
Gambler's fallacy
Mean reversion
Wilmott
doi
10.1002/wilm.10252
Review of Quantitative Finance and Accounting
doi
10.1007/BF01082663
hdl
2027.42/47883
S2CID
54829558
Optimal Mean Reversion Trading: Mathematical Analysis And Practical Applications

Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.

↑