Rolling Regressions with Panel Data using asreg

[Nicole Kristine]

Hello everyone,

I am trying to run a panel regression with a rolling window in order to obtain the coefficients over a regression window of 60 months each.

I already ran a similar regression with another dataset for each company ID, where I used the user-contributed command by @Attaullah Shah. This worked perfectly fine for a "static regression".
I used the following code:

bys ID: asreg ExcReturn SMB_ HML_ MOM_ MktRfECB_

For the regression with a rolling window I was trying to use the same code, but I added a rolling window. However, the output generated was not what I needed. That's the code I used.

bys ID: asreg ExcReturn SMB_ HML_ MOM_ MktRfECB_, window(date 60) rec

The goal is to use the first 60 months of each company ID and obtain the coefficients and then move on to the next months 2-61, 3-62...etc. In total I would need 19 times a regression of 60 months of data for each company ID.

Can anyone help me with this issue? Is the format of the date variable the problem?


Here, is a sample of my dataset:

* Example generated by -dataex-. To install: ssc install dataex
clear
input int ID double(Month_ SMB_ HML_ MOM_ RFECB_ MktRfECB_ MktReturn_) float(date ExcReturn)
1  -.00816331063916087  -.022000000000000002                 .0031                -.0354   .00007855771554621249    .017621442284453788                 .0177 19814  -.008241869
1   .11937058956974622                 .0218                 .0033  -.021400000000000002  -.00021591622453487336     .04811591622453487                 .0479 20179     .1195865
1  .026416105733352294                -.0064                 .0335                -.0391   -.0004327660911997988    .024332766091199796   .023899999999999998 20545    .02684887
1   .04648614431204509                 .0191  -.013000000000000001                 .0023   -.0006415446871788077      .0474415446871788   .046799999999999994 20910    .04712769
1    .0932324728445517                -.0074                 .0151   .006999999999999999   -.0005511845246031211    .023951184524603125   .023400000000000004 21275    .09378365
1  .006035021334470299                  .001                -.0104  -.043899999999999995   -.0004975216476115207    .039597521647611524                 .0391 21640   .006532543
1   .17276286720240136                 .0504                -.0381                 .0102   -.0005123043778888503     .06763044313488914    .06709999999999999 22006    .17327517
1   .08400792777071235                -.0097                -.0101                 .0033  -.00004614420928317209 -.00015385579071682792                -.0002 19936    .08405408
1  -.06136894637629213   .037000000000000005                  -.01                 .0212  -.00022122731331630785    -.05997877268668369                -.0602 20301   -.06114772
1   .15202688358818803                 .0161   .019299999999999998                -.0176   -.0005377819706646747    .008537781970664675                  .008 20667    .15256466
1  .010062541533153058                -.0006 -.0070999999999999995   .013300000000000001   -.0006406257274652605   .0026406257274652605                  .002 21032   .010703167
1  -.13255300343537135                 .0088                -.0265                 .0242   -.0005609230927768882    -.02433907690722311                -.0249 21397   -.13199209
1  -.08654045633105636                -.0059                -.0196   .032799999999999996   -.0007383804296020591   -.021661619570397937  -.022399999999999996 21762   -.08580208
1  .018388373587279568                     .                -.0174                     .   -.0005220002253455425    .050180869664140725                 .0496 22128   .018910374
1  .016360283105206853                 .0222                -.0235   .019799999999999998  -.00007543879269333864   -.036924561207306666  -.037000000000000005 20058   .016435722
1 -.052814265545862445                 .0377                -.0125                 .0401  -.00033127876821847924   -.018168721231781523  -.018500000000000003 20423   -.05248298
1   .14336906537841607                -.0083                 .0199                -.0196   -.0006879671832880074     .04818796718328801                 .0475 20789    .14405704
1  .044260268220982765                 .0155                  .005  -.014199999999999999   -.0006169843835842626    .016216984383584265   .015600000000000001 21154    .04487725
1 -.008057339919867698 -.0068000000000000005                 .0095   .032400000000000005   -.0006263079412752726   -.043373692058724725                 -.044 21519  -.007431032
1 -.023327191657974266                 .0279  .0040999999999999995                 .0166   -.0005522660704037063    .042652266070403705                 .0421 21884  -.022774925
1   .08361878069589906   .009899999999999999                 .0196                -.0397  -.00020577021794732087     .06230577021794732                 .0621 20120    .08382455
1  .007490671729157438   .014499999999999999                 .0037  -.006999999999999999  -.00042645801152185747    -.01647354198847814                -.0169 20485   .007917129
1 -.003856721896140414                -.0004  -.026000000000000002                 -.016   -.0007371765285624221    .007937176528562424   .007200000000000001 20851  -.003119545
1  -.07312743854956623   .012199999999999999                -.0075                 .0062   -.0005693344001306277    -.05183066559986937  -.052399999999999995 21216  -.072558105
1 -.010465532039661263                -.0147                -.0123                -.0115   -.0004739644158900935    .031573964415890096   .031100000000000003 21581  -.009991568
1   -.1420618825082541                 .0029                -.0073                 .0077    -.000615196470831636    -.08796507329364876                -.0886 21946   -.14144668
1   .15588779665087954  -.015600000000000001                -.0352                 .0351  -.00015317648082147084   -.002946823519178529                -.0031 20089    .15604097
1 -.030783650296596226                -.0076                -.0149                 .0115   -.0003764425891231715    -.06382355741087682                -.0642 20454  -.030407207
1   .03019588837589893                 .0203   .004699999999999999   .028300000000000002   -.0005873520266435062    .029387352026643505                 .0288 20820    .03078324
1 -.032184649785555026                  .008   .011000000000000001                 .0296   -.0005344406522276302    .056834440652227626   .056299999999999996 21185  -.031650208
1   -.1981769285837487                 .0059                -.0095                -.0223   -.0005030402745956897     .06450304027459569                  .064 21550    -.1976739
1 -.030170877633363354                 .0036                -.0288                 .0355   -.0005461374810858954   -.023653862518914104                -.0242 21915   -.02962474
1  -.09339286142578701                -.0043                  .004                -.0058 -.000014963731461481444    -.04098503626853851  -.040999999999999995 19905    -.0933779
1   .06288908854893364  -.008100000000000001                -.0265                 .0353   -.0002425140438256923    .024142514043825693                 .0239 20270     .0631316
1  .030580837179675368                 .0154                 .0021                 -.001    -.000533995543566923    .045133995543566924                 .0446 20636   .031114833
1    .0856965565583179                  .008                 .0259                 .0196   -.0005935362407027966    .036193536240702796                 .0356 21001     .0862901
1  .028620105510629996                -.0191                  .004  -.005600000000000001   -.0005458893280377852    .029045889328037786                 .0285 21366   .029165994
1  -.07071849745442123                -.0128                 .0009                 .0139    -.000621993411462296   -.023078006588537706  -.023700000000000002 21731   -.07009651
1 -.004736284418952219                 .0269                -.0475    .06709999999999999   -.0005421838800333534     .04061519647083164                   .04 22097 -.0041941004
1   .08171416718983518                 .0011                -.0176                 .0033  -7.576149014587585e-06  -.0011924238509854123                -.0012 19875    .08172175
1   -.0535599932604153                 .0203                 .0016                 .0091  -.00021596383750988046   -.028184036162490118  -.028399999999999998 20240   -.05334403
1  -.05728560793831404                -.0239  -.016399999999999998                  .071   -.0005425108252492539   -.049357489174750746                -.0499 20606    -.0567431
1   -.0597302473716993                 .0155                 .0203                 .0159   -.0005454885958302569   -.005554511404169744  -.006100000000000001 20971   -.05918476
1  -.22023596878813692                -.0085  -.015600000000000001                -.0066   -.0005918813161841507    -.00720811868381585 -.0078000000000000005 21336    -.2196441
1   .09696672352935749                -.0269  -.013999999999999999 -.0039000000000000003   -.0005774026413249977    .061477402641324994   .060899999999999996 21701    .09754413
1   .01123121956950048                 -.012                 .0174                 .0075   -.0005323911586925245      .0410461374810859                 .0405 22067    .01176361
1  -.02341964372585837                -.0051 -.0034999999999999996   .015700000000000002   -.0002075225303665995   -.022592477469633398  -.022799999999999997 20148   -.02321212
1   -.0733227345790196                 .0171   .011899999999999999                -.0149   -.0004056161622540966     .06760561616225409                 .0672 20514   -.07291712
1   .09531017980432474  -.013000000000000001                  .005                 .0002   -.0006217391777666448     .04362173917776664                  .043 20879    .09593192
1  -.12355023937854125  -.005600000000000001  -.009399999999999999                -.0043    -.000583153409159487   -.005316846590840513                -.0059 21244   -.12296709
1  -.08912777989600727                -.0176                -.0233                 .0452   -.0005100090045742078    .008210009004574208                 .0077 21609   -.08861777
1  -.07490707719864281  -.042199999999999994                 -.113                 .0755   -.0005808696641407263    -.15382553759897422   -.15439999999999998 21975   -.07432621
1   .01074681456735932  -.006999999999999999 -.0034000000000000002                -.0023  .000025779677764292686   .0076742203222357076                 .0077 19844   .010721035
1  .005784542521529858                 .0166  -.024700000000000003                 .0356  -.00020487904055832562  -.0012951209594416744                -.0015 20209   .005989422
1  .015250840252466894   .015300000000000001                -.0287                 .0381   -.0004500314028320629  -.0032499685971679373                -.0037 20575   .015700871
1   .12721129003781229                 .0002                -.0079                -.0043   -.0006191280794665133    .051519128079466514                 .0509 20940    .12783042
1                    0                 .0123                -.0499                   .02   -.0006015000952903637   -.025298499904709636                -.0259 21305  .0006015001
1  -.23342486353013098                 .0132                -.0154                  .085   -.0005363292448664625   -.050763670755133536                -.0513 21670   -.23288853
1   .08047720691999859                 .0121                -.0414   .028999999999999998   -.0004993432769760942     .05495226607040371   .054400000000000004 22036    .08097655
1   .03639309950313204  -.013500000000000002                -.0182                -.0062  -.00005277948517878883     .02125277948517879                 .0212 20028    .03644588
1   -.1455164305948154                 .0033  -.027999999999999997   .026099999999999998   -.0003366492978409408    -.01456335070215906                -.0149 20393   -.14517978
1   -.1513916193328682                 .0089                 .0192  -.020499999999999997   -.0006653913750100937    -.02423460862498991  -.024900000000000002 20759   -.15072623
1    .0720891014517267                -.0038                 .0129                  .003   -.0006395834118079202   .0013395834118079203  .0007000000000000001 21124   .072728686
1   .08268402912507528                -.0118  -.005699999999999999                -.0209   -.0005811061712430732   -.010718893828756928  -.011300000000000001 21489    .08326513
1 -.011884689971514095                 .0207  -.022400000000000003   .006999999999999999    -.000530443134889147    .019430443134889147                 .0189 21854  -.011354247
1   .03850820866998566                -.0123  -.030899999999999997                 .0108  -.00006792286859436114   -.026932077131405642  -.027000000000000003 19997    .03857613
1  .024530032709535948                -.0297                -.0077  -.015600000000000001   -.0002752571670172621    .062175257167017266   .061900000000000004 20362    .02480529
1  -.03030534949532915                -.0077                 .0636                -.0083   -.0006195845128315058   -.029980415487168496  -.030600000000000002 20728  -.029685766
1  .033187050937816424                -.0096                -.0013   .012199999999999999   -.0006588161449018193    .007458816144901819                 .0068 21093   .033845868
1  -.01680711831638129                 -.017                 .0147                -.0147   -.0006111643575186232    -.08288883564248137   -.08349999999999999 21458  -.016195955
1  -.17738675650810648   .009300000000000001                 -.005  -.011899999999999999    -.000574462401025766     .03477446240102577                 .0342 21823    -.1768123
1  -.07713249420127181  -.022799999999999997                -.0044   .024900000000000002  -.00007915361669907917   -.037820846383300924                -.0379 19967   -.07705334
1    .1633666713289294                 .0111                -.0363   .042800000000000005   -.0002257016327344985   -.042474298367265496  -.042699999999999995 20332    .16359237
1  .029947631730827647                 .0092                -.0015   .031400000000000004   -.0006034823597192984    .010303482359719299                 .0097 20698   .030551113
1   .02286789069121414                -.0012   .004699999999999999                 .0063   -.0006278602823639456    .028727860282363946                 .0281 21063    .02349575
1   -.0341713565449153                -.0146   .023399999999999997                 .0159   -.0005266067230381699     .00322660672303817                 .0027 21428   -.03364475
1    .1328249284481955                -.0089                 .0308  -.022799999999999997   -.0006349267063512354    .023934926706351237                 .0233 21793    .13345985
1  -.21997062427363212                 .0291                -.0374                 .0004   -.0005383058965158227    -.02908769562211115                -.0296 22159   -.21943232
2   .03049697112210658  -.022000000000000002                 .0031                -.0354   .00007855771554621249    .017621442284453788                 .0177 19814    .03041841
2  .011204599012863062                 .0218                 .0033  -.021400000000000002  -.00021591622453487336     .04811591622453487                 .0479 20179   .011420515
2   .04345136577836155                -.0064                 .0335                -.0391   -.0004327660911997988    .024332766091199796   .023899999999999998 20545    .04388413
2  .014706147389695487                 .0191  -.013000000000000001                 .0023   -.0006415446871788077      .0474415446871788   .046799999999999994 20910   .015347692
2   .10249928337679416                -.0074                 .0151   .006999999999999999   -.0005511845246031211    .023951184524603125   .023400000000000004 21275    .10305047
2   .03089048701933851                  .001                -.0104  -.043899999999999995   -.0004975216476115207    .039597521647611524                 .0391 21640   .031388007
2  .022353245780747908                 .0504                -.0381                 .0102   -.0005123043778888503     .06763044313488914    .06709999999999999 22006    .02286555
2     .067565319495766                -.0097                -.0101                 .0033  -.00004614420928317209 -.00015385579071682792                -.0002 19936    .06761146
2  -.17273092629225284   .037000000000000005                  -.01                 .0212  -.00022122731331630785    -.05997877268668369                -.0602 20301    -.1725097
2   .07796154146971192                 .0161   .019299999999999998                -.0176   -.0005377819706646747    .008537781970664675                  .008 20667    .07849932
2   .18481345940413357                -.0006 -.0070999999999999995   .013300000000000001   -.0006406257274652605   .0026406257274652605                  .002 21032     .1854541
2   .04573600932268429                 .0088                -.0265                 .0242   -.0005609230927768882    -.02433907690722311                -.0249 21397    .04629693
2  .010582109330537008                -.0059                -.0196   .032799999999999996   -.0007383804296020591   -.021661619570397937  -.022399999999999996 21762    .01132049
2  -.11672427430814143                     .                -.0174                     .   -.0005220002253455425    .050180869664140725                 .0496 22128   -.11620227
2 -.029980832211935784                 .0222                -.0235   .019799999999999998  -.00007543879269333864   -.036924561207306666  -.037000000000000005 20058  -.029905394
2   .00473560474583425                 .0377                -.0125                 .0401  -.00033127876821847924   -.018168721231781523  -.018500000000000003 20423   .005066883
2   .07302513501488982                -.0083                 .0199                -.0196   -.0006879671832880074     .04818796718328801                 .0475 20789     .0737131
2   .02504793886917213                 .0155                  .005  -.014199999999999999   -.0006169843835842626    .016216984383584265   .015600000000000001 21154   .025664924
2   -.1004705303636345 -.0068000000000000005                 .0095   .032400000000000005   -.0006263079412752726   -.043373692058724725                 -.044 21519   -.09984422
2   .11240956759524014                 .0279  .0040999999999999995                 .0166   -.0005522660704037063    .042652266070403705                 .0421 21884    .11296184
2   .06326544649077304   .009899999999999999                 .0196                -.0397  -.00020577021794732087     .06230577021794732                 .0621 20120    .06347122
2  -.00340136382349029   .014499999999999999                 .0037  -.006999999999999999  -.00042645801152185747    -.01647354198847814                -.0169 20485  -.002974906
end
format %td date

Thank you in advance, I really appreciate your help.
Nicole

[Attaullah Shah]

You need a monthly date for this

gen mdate = mofd(date)
bys ID: asreg ExcReturn SMB_ HML_ MOM_ MktRfECB_, window( mdate 60) rec

[Nicole Kristine]

Thank you very much for your help! I guess my last reply was deleted when Statalist was down.

I ran the regression and some additional ones and now want to calulcate the standard devitaion of the residuals of each regression output.

To do so, I used the following code and generated an extra id variable for every single regression output:

bys id: asrol _residuals, stat(sd) gen (idioVola)

Unfortunately, this code only produces missing values. Am I missing something?

Here's an example of my data after dropping all the unneccessary variables and only leaving the output of the asreg code:

* Example generated by -dataex-. To install: ssc install dataex
clear
input int ID float(mdate _Nobs) double(_R2 _adjR2 _b_MktRfECB_ _b_cons) float(_se_MktRfECB_ _se_cons) double(_fitted _residuals) float id double IdioVola
2 531 11   .02500396203896826    -.08332893106781314   .6053831954732745  -.0010029126636941603 1.2601032   .04610354  -.009000317033113733   -.10750219148796629   1 .
2 543 23  .046588358887634344   .0011878045489501776   .6019174394570075    .006847875209294297  .5941947   .02124319  -.008515398810375894   -.04095423980547074   2 .
2 555 35  .026039055810709828  -.0034749121950261586  .44292540385239276    .002383666998673987  .4715544  .016631974   .026102206588537985   -.05705065924003869   3 .
2 567 47   .04840695394625571    .027260441811728153    .581397995893633 -.00011355976439958448 .38427225    .0131087    .03274452967305324    .02510979863147595   4 .
2 579 59   .07766371162090721     .06148237322829153   .6445530653301139   -.004554681547154839  .2942096  .010449328   .022976619881481638    -.0907894426406331   5 .
2 591 60    .3686735049956014        .35778856542656   .9017685727655658    -.00629010949823321  .1549484  .008926524    .11635272655374179    .11613767888658871   6 .
2 603 60    .2562195915720031     .24339579142669288   .7205250242279451   -.006617759564830518  .1611949   .00990237   -.01886657405507906    .14150506038081986   7 .
2 615 60    .2668368611027834      .2541961173286935   .6405523666099575  -.0047773685457937615 .13941774   .00955348   .046614137850915685   -.03377442006043126   8 .
2 523  3    .9857822324525564      .9715644649051127 -14.291871185461709     .22548831705218605 1.7163833   .01908612    .21392038246298392   .005213188327306911   9 .
2 535 15   .02133936731196468    -.05394221981788405   .4998025283946579    .006657583691584784  .9387546  .030931424   .008180073786832345  -.022191819127954496  10 .
2 547 27   .03843468759420421 -.00002792490202763176   .5503774942221242    .013981380255164901  .5505774  .018843306   .025801066140144584    .05482893081525016  11 .
2 559 39  .054010394597211214    .028443107964703507   .6318956924907818   -.003762914331514598  .4347595   .01487908   .014174159543752224   .058703642410994024  12 .
2 571 51  .036686554055578864    .017027095975080453     .49404888133056    .004568249301010657  .3616615  .011965326  -.005241580861628431   .012386197778404134  13 .
2 583 60   .09090396852625411     .07522989901808619   .6022479844322634   -.004705097875932415  .2500776  .009461985  -.033512478757285455    .08982575504817901  14 .
2 595 60    .3586722271804646     .34761485178702434   .8363588197917728   -.009690665493294958 .14684859  .009045969    .03713251572275779    .03204725760793069  15 .
2 607 60     .257934774471522     .24514054644516903   .6735615982202949    -.00901093406267648  .1500132  .009774108   -.03788809974658863  -.026691342396851614  16 .
2 619 60   .28006343369590153      .2676507342768655   .6531450674504811   -.006900889089251559 .13750376    .0096012   -.07316536609004366  -.018912038170591713  17 .
2 527  7   .24069284780466596     .08883141736559919  -2.180521915531757     .10294660034667898  1.732019   .07154123   -.05444524375958627   -.01476139636473471  18 .
2 539 19   .02377424167937689    -.03365080292771849   .4835748085613874   .0055953889324596336  .7515554   .02772789   .025977819285463895   -.03280018229327759  19 .
2 551 31   .07085150384218669    .038811900526399934   .7397694194708767    .008025911814507972  .4974683  .016645467   .036890756303305475    .05407467115498081  20 .
2 563 43   .04727978591658584    .024042707524307483   .5862626599573784  -.0025335758932715988  .4110032  .014010602   .017470236233126036   -.01666163985493373  21 .
2 575 55   .06980722651528624     .05225641946840487   .6801363370336431   -.004304788637500879  .3410314   .01145823  -.018978342658581705   -.09443546807139877  22 .
2 587 60   .37843358989594944      .3677169276527762  1.0178873920242197   -.010084181853892489 .17129105  .008742495     .0565586898512816   -.10284612961482759  23 .
2 599 60    .3435667752865537     .33224896106735635    .816270219838687   -.009740881884835479 .14815272  .009017944 -.0025363134958936552 -.0037866245216534753  24 .
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end

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