JerseyK / Final-Project_Sunset

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Proposal feedback / tips #2

Closed donbowen closed 1 year ago

donbowen commented 1 year ago

I come late but bearing gifts. The thing I thought I was going to ask you to do, we will skip. I can elaborate in person. Your data discussion is in parts now moot because you will start with a (dirty) dataset already assembled. The proposal needs to change. The key to your project remains execution on the dashboard, but you'll need to convince me you cleaned this data well.

Gift 1: This attached data-cust_supply_2019_2022.zip

Gift 2: Filter this dataset using cik to the S&P500 firms. Then output a csv of the gvkeys of the firms. (Should be ~500 rows.) Send to me along with a request about which variables you want. I'll send back accounting data on these firms for 2018-2022.

donbowen commented 1 year ago

@kag223 @Qiyu6769 @JerseyK

JerseyK commented 1 year ago

@donbowen Thank you for the gifts!!

Based on your feedback we modified our proposal.md to align with the provided dataset.

Our changes:

- Sunset

JerseyK commented 1 year ago

@donbowen

After cleaning the dataset you provided and filtering using cik with the SP500 data we only ended up with about 150 unique company (sellers) Gvkeys. We then further looked at the data and realized that some companies, such as AAPL did not report to any specific companies, but rather reported selling to other countries and other markets instead.

Therefore we just decided against filtering just companies because it would provide a more holistic view of the seller company's finance. This also yielded about 350 unique company (sellers) Gvkeys. We have made this decision after submitting the proposal update.

Here is the CSV with the ~350 gvkeys.

Variables we would like for accounting data:

Thank you so much! - Sunset

donbowen commented 1 year ago

Please find the name of the corresponding variables

The documentation is here: https://sites.bu.edu/qm222projectcourse/files/2014/08/compustat_users_guide-2003.pdf

Other documentation on the web might help you figure out the varnames (below)

For example, I use these as a "standard" set of controls:

*======================================================================

g td = (dlc+dltt)

g td_a = td/at

g short_debt = dlc/td // % 1 yr debt g long_debt_dum = (dltt > 0) if dltt != . // any long term debt?

g me = csho*prcc_f

g td_mv = td/(td+me)

g dltt_a = dltt / at

g l_a = log(at)

g l_sale = log(sale)

g prof_a = oibdp/at // aka ROA

*g prof_dum = (prof_a > 0) if prof_a != .

g mb = (at - ceq + (csho*prcc_f))/at

g ppe_a = ppent/at // aka tangibility

g cash_a = che/at

g xrd_a = xrd / at replace xrd_a = 0 if xrd_a == .

g capx_a = capx/at

g div_d = . replace div_d = 0 if dv == 0 replace div_d = 1 if dv >0 replace div_d = . if dv == .

g dv_a = dv/at

g invopps_FG09 = (prcc_f * cshpri + pstkl + dltt + dlc - txditc) / at

bysort gvkey (fyear): g sales_g = (sale/sale[_n-1])-1 if fyear == fyear[_n-1] + 1

*bysort gvkey (fyear): g emp_g = (emp/emp[_n-1])-1 if fyear == fyear[_n-1]

g temp = fyear if prcc_f != . bysort gvkey (fyear): egen first_fyear_with_price = min(temp) count if first_fyear_with_price > fyear & first_fyear_with_price != . g age = fyear - first_fyear_with_price replace age = . if age < 0 drop temp first_fyear_with_price

g atr = txt / (txt + ib) replace atr = 0 if txt < 0 replace atr = 1 if txt > ib replace atr = . if txt == . | ib == .

egen temp = rowtotal(ib dp txt xint), missing g smalltaxlosscarry = (tlcf > 0) & (tlcf < ib + dp + txt + xint) if tlcf != . & temp != . g largetaxlosscarry = (tlcf > 0) & (tlcf > ib + dp + txt + xint) if tlcf != . & temp != . // blank if tlcf blank OR if all of (ib dp txt xint) blank

g l_emp = log(1+emp) g l_ppent = log(1+ppent) g l_laborratio = log(ppent/emp)

The variable names I have are here:

Contains data from ccm.dta Observations: 26,905 Variables: 950 26 Apr 2023 11:56

Variable Storage Display Value name type format label Variable label

lpermno double %10.0g lpermco double %10.0g gvkey str6 %9s datadate double %td fyear double %10.0g indfmt str4 %9s consol str1 %9s popsrc str1 %9s datafmt str3 %9s tic str6 %9s cusip str9 %9s conm str29 %29s acctchg str8 %9s acctstd str2 %9s acqmeth str2 %9s adrr double %10.0g ajex double %10.0g ajp double %10.0g bspr str2 %9s compst str2 %9s curcd str3 %9s curncd str3 %9s currtr double %10.0g curuscn double %10.0g final str1 %9s fyr double %10.0g ismod double %10.0g ltcm str1 %9s ogm str1 %9s pddur double %10.0g scf double %10.0g src double %10.0g stalt str2 %9s udpl str2 %9s upd double %10.0g apdedate double %td fdate double %td pdate double %td acchg double %10.0g acco double %10.0g accrt double %10.0g acdo double %10.0g aco double %10.0g acodo double %10.0g acominc double %10.0g acox double %10.0g acoxar double %10.0g acqao double %10.0g acqcshi double %10.0g acqgdwl double %10.0g acqic double %10.0g acqintan double %10.0g acqinvt double %10.0g acqlntal double %10.0g acqniintc double %10.0g acqppe double %10.0g acqsc double %10.0g act double %10.0g adpac double %10.0g aedi double %10.0g afudcc double %10.0g afudci double %10.0g aldo double %10.0g am double %10.0g amc double %10.0g amdc double %10.0g amgw double %10.0g ano double %10.0g ao double %10.0g aocidergl double %10.0g aociother double %10.0g aocipen double %10.0g aocisecgl double %10.0g aodo double %10.0g aol2 double %10.0g aoloch double %10.0g aox double %10.0g ap double %10.0g apalch double %10.0g apb double %10.0g apc double %10.0g apofs double %10.0g aqa double %10.0g aqc double %10.0g aqd double %10.0g aqeps double %10.0g aqi double %10.0g aqp double %10.0g aqpl1 double %10.0g aqs double %10.0g arb double %10.0g arc double %10.0g arce double %10.0g arced double %10.0g arceeps double %10.0g artfs double %10.0g at double %10.0g aul3 double %10.0g autxr double %10.0g balr double %10.0g banlr double %10.0g bast double %10.0g bastr double %10.0g batr double %10.0g bcef double %10.0g bclr double %10.0g bcltbl double %10.0g bcnlr double %10.0g bcrbl double %10.0g bct double %10.0g bctbl double %10.0g bctr double %10.0g billexce double %10.0g bkvlps double %10.0g bltbl double %10.0g ca double %10.0g capr1 double %10.0g capr2 double %10.0g capr3 double %10.0g caps double %10.0g capsft double %10.0g capx double %10.0g capxv double %10.0g cb double %10.0g cbi double %10.0g cdpac double %10.0g cdvc double %10.0g ceiexbill double %10.0g ceq double %10.0g ceql double %10.0g ceqt double %10.0g cfbd double %10.0g cfere double %10.0g cfo double %10.0g cfpdo double %10.0g cga double %10.0g cgri double %10.0g cgti double %10.0g cgui double %10.0g ch double %10.0g che double %10.0g chech double %10.0g chs double %10.0g ci double %10.0g cibegni double %10.0g cicurr double %10.0g cidergl double %10.0g cimii double %10.0g ciother double %10.0g cipen double %10.0g cisecgl double %10.0g citotal double %10.0g cld2 double %10.0g cld3 double %10.0g cld4 double %10.0g cld5 double %10.0g clfc double %10.0g clfx double %10.0g clg double %10.0g clis double %10.0g cll double %10.0g cllc double %10.0g clo double %10.0g clrll double %10.0g clt double %10.0g cmp double %10.0g cnltbl double %10.0g cogs double %10.0g cpcbl double %10.0g cpdoi double %10.0g cpnli double %10.0g cppbl double %10.0g cprei double %10.0g crv double %10.0g crvnli double %10.0g cshfd double %10.0g cshi double %10.0g csho double %10.0g cshpri double %10.0g cshr double %10.0g cshrc double %10.0g cshrp double %10.0g cshrso double %10.0g cshrt double %10.0g cshrw double %10.0g cstk double %10.0g cstkcv double %10.0g cstke double %10.0g dbi double %10.0g dc double %10.0g dclo double %10.0g dcom double %10.0g dcpstk double %10.0g dcs double %10.0g dcvsr double %10.0g dcvsub double %10.0g dcvt double %10.0g dd double %10.0g dd1 double %10.0g dd2 double %10.0g dd3 double %10.0g dd4 double %10.0g dd5 double %10.0g depc double %10.0g derac double %10.0g deralt double %10.0g derhedgl double %10.0g derlc double %10.0g derllt double %10.0g dfpac double %10.0g dfs double %10.0g dfxa double %10.0g diladj double %10.0g dilavx double %10.0g dlc double %10.0g dlcch double %10.0g dltis double %10.0g dlto double %10.0g dltp double %10.0g dltr double %10.0g dltsub double %10.0g dltt double %10.0g dm double %10.0g dn double %10.0g do double %10.0g donr double %10.0g dp double %10.0g dpacb double %10.0g dpacc double %10.0g dpacli double %10.0g dpacls double %10.0g dpacme double %10.0g dpacnr double %10.0g dpaco double %10.0g dpacre double %10.0g dpact double %10.0g dpc double %10.0g dpdc double %10.0g dpltb double %10.0g dpret double %10.0g dpsc double %10.0g dpstb double %10.0g dptb double %10.0g dptc double %10.0g dptic double %10.0g dpvieb double %10.0g dpvio double %10.0g dpvir double %10.0g drc double %10.0g drci double %10.0g drlt double %10.0g ds double %10.0g dt double %10.0g dtea double %10.0g dted double %10.0g dteeps double %10.0g dtep double %10.0g dudd double %10.0g dv double %10.0g dvc double %10.0g dvdnp double %10.0g dvintf double %10.0g dvp double %10.0g dvpa double %10.0g dvpd double %10.0g dvpdp double %10.0g dvpibb double %10.0g dvrpiv double %10.0g dvrre double %10.0g dvsco double %10.0g dvt double %10.0g dxd2 double %10.0g dxd3 double %10.0g dxd4 double %10.0g dxd5 double %10.0g ea double %10.0g ebit double %10.0g ebitda double %10.0g eiea double %10.0g emol double %10.0g emp double %10.0g epsfi double %10.0g epsfx double %10.0g epspi double %10.0g epspx double %10.0g esopct double %10.0g esopdlt double %10.0g esopnr double %10.0g esopr double %10.0g esopt double %10.0g esub double %10.0g esubc double %10.0g excadj double %10.0g exre double %10.0g fatb double %10.0g fatc double %10.0g fatd double %10.0g fate double %10.0g fatl double %10.0g fatn double %10.0g fato double %10.0g fatp double %10.0g fca double %10.0g fdfr double %10.0g fea double %10.0g fel double %10.0g ffo double %10.0g ffs double %10.0g fiao double %10.0g finaco double %10.0g finao double %10.0g fincf double %10.0g finch double %10.0g findlc double %10.0g findlt double %10.0g finivst double %10.0g finlco double %10.0g finlto double %10.0g finnp double %10.0g finrecc double %10.0g finreclt double %10.0g finrev double %10.0g finxint double %10.0g finxopr double %10.0g fopo double %10.0g fopox double %10.0g fopt double %10.0g fsrco double %10.0g fsrct double %10.0g fuseo double %10.0g fuset double %10.0g gbbl double %10.0g gdwl double %10.0g gdwlam double %10.0g gdwlia double %10.0g gdwlid double %10.0g gdwlieps double %10.0g gdwlip double %10.0g geqrv double %10.0g gla double %10.0g glcea double %10.0g glced double %10.0g glceeps double %10.0g glcep double %10.0g gld double %10.0g gleps double %10.0g gliv double %10.0g glp double %10.0g govgr double %10.0g govtown double %10.0g gp double %10.0g gphbl double %10.0g gplbl double %10.0g gpobl double %10.0g gprbl double %10.0g gptbl double %10.0g gwo double %10.0g hedgegl double %10.0g iaeq double %10.0g iaeqci double %10.0g iaeqmi double %10.0g iafici double %10.0g iafxi double %10.0g iafxmi double %10.0g iali double %10.0g ialoi double %10.0g ialti double %10.0g iamli double %10.0g iaoi double %10.0g iapli double %10.0g iarei double %10.0g iasci double %10.0g iasmi double %10.0g iassi double %10.0g iasti double %10.0g iatci double %10.0g iati double %10.0g iatmi double %10.0g iaui double %10.0g ib double %10.0g ibadj double %10.0g ibbl double %10.0g ibc double %10.0g ibcom double %10.0g ibki double %10.0g ibmii double %10.0g icapt double %10.0g idiis double %10.0g idilb double %10.0g idilc double %10.0g idis double %10.0g idist double %10.0g idit double %10.0g idits double %10.0g iire double %10.0g initb double %10.0g intan double %10.0g intano double %10.0g intc double %10.0g intpn double %10.0g invch double %10.0g invfg double %10.0g invo double %10.0g invofs double %10.0g invreh double %10.0g invrei double %10.0g invres double %10.0g invrm double %10.0g invt double %10.0g invwip double %10.0g iobd double %10.0g ioi double %10.0g iore double %10.0g ip double %10.0g ipabl double %10.0g ipc double %10.0g iphbl double %10.0g iplbl double %10.0g ipobl double %10.0g iptbl double %10.0g ipti double %10.0g ipv double %10.0g irei double %10.0g irent double %10.0g irii double %10.0g irli double %10.0g irnli double %10.0g irsi double %10.0g iseq double %10.0g iseqc double %10.0g iseqm double %10.0g isfi double %10.0g isfxc double %10.0g isfxm double %10.0g isgr double %10.0g isgt double %10.0g isgu double %10.0g islg double %10.0g islgc double %10.0g islgm double %10.0g islt double %10.0g isng double %10.0g isngc double %10.0g isngm double %10.0g isotc double %10.0g isoth double %10.0g isotm double %10.0g issc double %10.0g issm double %10.0g issu double %10.0g ist double %10.0g istc double %10.0g istm double %10.0g isut double %10.0g itcb double %10.0g itcc double %10.0g itci double %10.0g ivaco double %10.0g ivaeq double %10.0g ivao double %10.0g ivch double %10.0g ivgod double %10.0g ivi double %10.0g ivncf double %10.0g ivpt double %10.0g ivst double %10.0g ivstch double %10.0g lcabg double %10.0g lcacl double %10.0g lcacr double %10.0g lcag double %10.0g lcal double %10.0g lcalt double %10.0g lcam double %10.0g lcao double %10.0g lcast double %10.0g lcat double %10.0g lco double %10.0g lcox double %10.0g lcoxar double %10.0g lcoxdr double %10.0g lct double %10.0g lcuacu double %10.0g li double %10.0g lif double %10.0g lifr double %10.0g lifrp double %10.0g lloml double %10.0g lloo double %10.0g llot double %10.0g llrci double %10.0g llrcr double %10.0g llwoci double %10.0g llwocr double %10.0g lno double %10.0g lo double %10.0g lol2 double %10.0g loxdr double %10.0g lqpl1 double %10.0g lrv double %10.0g ls double %10.0g lse double %10.0g lst double %10.0g lt double %10.0g lul3 double %10.0g mib double %10.0g mibn double %10.0g mibt double %10.0g mii double %10.0g mrc1 double %10.0g mrc2 double %10.0g mrc3 double %10.0g mrc4 double %10.0g mrc5 double %10.0g mrct double %10.0g mrcta double %10.0g msa double %10.0g msvrv double %10.0g mtl double %10.0g nat double %10.0g nco double %10.0g nfsr double %10.0g ni double %10.0g niadj double %10.0g nieci double %10.0g niint double %10.0g niintpfc double %10.0g niintpfp double %10.0g niit double %10.0g nim double %10.0g nio double %10.0g nipfc double %10.0g nipfp double %10.0g nit double %10.0g nits double %10.0g nopi double %10.0g nopio double %10.0g np double %10.0g npanl double %10.0g npaore double %10.0g nparl double %10.0g npat double %10.0g nrtxt double %10.0g nrtxtd double %10.0g nrtxteps double %10.0g oancf double %10.0g ob double %10.0g oiadp double %10.0g oibdp double %10.0g opeps double %10.0g opili double %10.0g opincar double %10.0g opini double %10.0g opioi double %10.0g opiri double %10.0g opiti double %10.0g oprepsx double %10.0g optca double %10.0g optdr double %10.0g optex double %10.0g optexd double %10.0g optfvgr double %10.0g optgr double %10.0g optlife double %10.0g optosby double %10.0g optosey double %10.0g optprcby double %10.0g optprcca double %10.0g optprcex double %10.0g optprcey double %10.0g optprcgr double %10.0g optprcwa double %10.0g optrfr double %10.0g optvol double %10.0g palr double %10.0g panlr double %10.0g patr double %10.0g pcl double %10.0g pclr double %10.0g pcnlr double %10.0g pctr double %10.0g pdvc double %10.0g pi double %10.0g pidom double %10.0g pifo double %10.0g pll double %10.0g pltbl double %10.0g pnca double %10.0g pncad double %10.0g pncaeps double %10.0g pncia double %10.0g pncid double %10.0g pncieps double %10.0g pncip double %10.0g pncwia double %10.0g pncwid double %10.0g pncwieps double %10.0g pncwip double %10.0g pnlbl double %10.0g pnli double %10.0g pnrsho double %10.0g pobl double %10.0g ppcbl double %10.0g ppegt double %10.0g ppenb double %10.0g ppenc double %10.0g ppenli double %10.0g ppenls double %10.0g ppenme double %10.0g ppennr double %10.0g ppeno double %10.0g ppent double %10.0g ppevbb double %10.0g ppeveb double %10.0g ppevo double %10.0g ppevr double %10.0g pppabl double %10.0g ppphbl double %10.0g pppobl double %10.0g ppptbl double %10.0g prc double %10.0g prca double %10.0g prcad double %10.0g prcaeps double %10.0g prebl double %10.0g pri double %10.0g prodv double %10.0g prsho double %10.0g prstkc double %10.0g prstkcc double %10.0g prstkpc double %10.0g prvt double %10.0g pstk double %10.0g pstkc double %10.0g pstkl double %10.0g pstkn double %10.0g pstkr double %10.0g pstkrv double %10.0g ptbl double %10.0g ptran double %10.0g pvcl double %10.0g pvo double %10.0g pvon double %10.0g pvpl double %10.0g pvt double %10.0g pwoi double %10.0g radp double %10.0g ragr double %10.0g rari double %10.0g rati double %10.0g rca double %10.0g rcd double %10.0g rceps double %10.0g rcl double %10.0g rcp double %10.0g rdip double %10.0g rdipa double %10.0g rdipd double %10.0g rdipeps double %10.0g rdp double %10.0g re double %10.0g rea double %10.0g reajo double %10.0g recch double %10.0g recco double %10.0g recd 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Sorted by: r; t=0.05 12:07:34

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