fa6_altmultixlaw_enrollment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Replication for \"Asymmetry by Design\", March 22, 2020\n",
    "### By Adam Goldstein and Charlie Eaton\n",
    "\n",
    "### Appendix Figure A6: Estimated moderation effect of multi-brand status on (log) average campus student enrollment following law enforcement actions against parent firm (2-brand cutoff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "ssc install gr0070\n",
    "ssc install lincomest\n",
    "ssc install coefplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy \"https://github.com/HigherEdData/asymmetry/raw/master/data/d_unitidasymmetry.dta\" ///\n",
    "    data/d_unitidasymmetry.dta, replace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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",
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 436.5,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quietly {\n",
    "quietly use data/d_unitidasymmetry, clear\n",
    "est clear\n",
    "\n",
    "sort unitid year\n",
    "gen law_enforce= 1 if law_enf_frst_this_yr==1 \n",
    "by unitid: carryforward law_enforce, replace\n",
    "    \n",
    "bys systemid year: egen Sys_law_enforce= min(law_enforce)\n",
    "sort systemid year\n",
    "by systemid: carryforward Sys_law_enforce, replace \n",
    "recode Sys_law_enforce .=0\n",
    "    \n",
    "label define multi_brand 0 \"Single Brand Firm\" 1 \"Multi Brand Firm\"\n",
    "label val multi_brand multi_brand\n",
    "\n",
    "    gen campus=1 if total_enrollment_log!=.\n",
    "bysort systemid year: egen sys_campuses=total(campus)\n",
    "\n",
    "gen interact = multi_brand * Sys_law_enforce\n",
    "\n",
    "xi i.year i.iclevel\n",
    "xtset unitid year\n",
    "\n",
    "**Estimates Using Anderson-Hsaio first difference IV\n",
    "\n",
    "xtivreg total_enrollment_log l.total_enrollment_log multi_brand Sys_law_enforce ///\n",
    "    interact online selective sys_campuses _Iiclevel* dpcttype* _Iyear_*  ///\n",
    "    (l.total_enrollment_log= l2.total_enrollment_log l3.total_enrollment_log ), ///\n",
    "    fd vce(cluster unitid)\n",
    "est store base\n",
    "lincomest D1.Sys_law_enforce\n",
    "est store Single_Brand\n",
    "est restore base\n",
    "lincomest D1.Sys_law_enforce + D1.interact\n",
    "est store Multi_Brand\n",
    "coefplot Single_Brand Multi_Brand, vertical ///\n",
    "    title(3-brand cutoff, ///\n",
    "    size(medsmall) margin(medsmall)) ylabel(-.2(.05)0, grid glcolor(gs14)) ///\n",
    "    ytitle(proportional decline in enrollment, margin(medsmall)) ///\n",
    "    xlabel(none, nolabels) xmtick(, noticks) scheme(s1mono) \n",
    "\n",
    "quietly graph export figures/fa6a_enroll_x_law_3multi.pdf, replace\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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HlKeT5xrPC16Il69XkVevt5L3Yu9q76c+Oj6JPo0+E752vqt9L/hh/QL9dvrd89fw5/rX+08EOASsCegKpARGBFYHPgsyCRIFdQTDwQHBu4IfL9JfJFzUFgJC/EN2hTwJNQxdFfpzGC4sNKwm7Hm4VXh+eHcELWJFREPEu0iPyNLIR4uNFksWd0bJR8VF1UdNRXtFl0VLl1gsWbPkRoxajCCmPRYfGxV7JHZyqffS3UuH4+ziCuPuLjNclrPs2nK15anLz66QX8FZcSoeGx8d3xD/iRPCqeVMrvRfuXflBNeTu4f7kufGK+eN8V34ZfyRBJeEsoTRRJfEXYljSa5JFUnjAk9BteB1sl/ygeSplJCUoykzqdGpzWmEtPi000IlYYqwK10zPSe9L8M0ozBDuspp1e5VE6JA0ZFMKHNZZruYjv5M9UiMJJslg1kLs2qy3mdHZZ/KUcwR5vTkmuRuyx3J88n7fjVmNXd1Z752/ob8wTXuaw6thdauXNu5Tnddwbrh9b7rj20gbUjZ8MtGy41lG99uit7UUaBRsL5gaLPv5sZCuUJR4b0tzlsObMVsFWzt3WazrWrblyJe0fViy+KK4k8l3JLr31l9V/ndzPaE7b2l9qX7d+B2CHfc3em681iZYlle2dCu4F2t5czyovK3u1fsvlZhW3FgD2mPZI+0MqiyvUqvakfVp+qk6oEaj5rmvep7t+2d2sfb17/fbX/TAY0DxQc+HhQcvH/I91BrrUFtxWHc4azDz+ui6rq/Z39ff0TtSPGRz0eFR6XHwo911TvU1zeoN5Q2wo2SxrHjccdv/eD1Q3sTq+lQM6O5+AQ4ITnx4sf4H++eDDzZeYp9qukn/Z/2ttBailqh1tzWibakNml7THvf6YDTnR3OHS0/m/989Iz2mZqzymdLz5HOFZybOZ93fvJCxoXxi4kXhzpXdD66tOTSna6wrt7LgZevXvG5cqnbvfv8VZerZ645XTt9nX297Yb9jdYeu56WX+x+aem172296XCz/ZbjrY6+BX3n+l37L972un3ljv+dGwOLBvruLr57/17cPel93v3RB6kPXj/Mejj9aP1j7OOiJwpPKp6qP6391fjXZqm99Oyg12DPs4hnj4a4Qy//lfmvT8MFz6nPK0a0RupHrUfPjPmM3Xqx9MXwy4yX0+OFvyn+tveV0auffnf7vWdiycTwa9HrmT9K3qi+OfrW9m3nZOjk03dp76anit6rvj/2gf2h+2P0x5Hp7E/4T5WfjT93fAn88ngmbWbm3/eE8/sKZW5kc3RyZWFtCmVuZG9iago1IDAgb2JqClsgL0lDQ0Jhc2VkIDkgMCBSIF0KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9NZWRpYUJveCBbMCAwIDM5NiAyODhdIC9Db3VudCAxIC9LaWRzIFsgMSAwIFIgXSA+PgplbmRvYmoKMTAgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSIC9WZXJzaW9uIC8xLjQgPj4KZW5kb2JqCjYgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL1N1YnR5cGUgL1RydWVUeXBlIC9CYXNlRm9udCAvQUFBQUFCK0hlbHZldGljYSAvRm9udERlc2NyaXB0b3IKMTEgMCBSIC9FbmNvZGluZyAvTWFjUm9tYW5FbmNvZGluZyAvRmlyc3RDaGFyIDMyIC9MYXN0Q2hhciAxMTcgL1dpZHRocyBbIDI3OAowIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAzMzMgMjc4IDAgNTU2IDU1NiA1NTYgMCAwIDU1NiAwIDAgMCAwIDAgMCAwIDAgMCAwCjAgMCA2NjcgMCAwIDAgMCAwIDAgMCAwIDAgMCA4MzMgMCAwIDAgMCAwIDY2NyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDAKNTU2IDU1NiA1MDAgNTU2IDU1NiAyNzggNTU2IDAgMjIyIDAgMCAyMjIgODMzIDU1NiA1NTYgNTU2IDAgMzMzIDAgMjc4IDU1NgpdID4+CmVuZG9iagoxMSAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9BQUFBQUIrSGVsdmV0aWNhIC9GbGFncyAzMiAvRm9udEJCb3ggWy05NTEgLTQ4MSAxNDQ1IDExMjJdCi9JdGFsaWNBbmdsZSAwIC9Bc2NlbnQgNzcwIC9EZXNjZW50IC0yMzAgL0NhcEhlaWdodCA3MTcgL1N0ZW1WIDAgL1hIZWlnaHQKNjI3IC9NYXhXaWR0aCAxNTAwIC9Gb250RmlsZTIgMTIgMCBSID4+CmVuZG9iagoxMiAwIG9iago8PCAvTGVuZ3RoMSAxMjAyOCAvTGVuZ3RoIDc3MDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCngBxVp5fFTV9b/3LfPe7PuamcxMJjOTyWTfQwIZQzaWQEhYEiSQlU2RiBCECo0KRSJSEVkEF1TKKjKECAMUpBpFq1W0bsWlrQbrr7+m/hakFpiZ37lvQprk0/rhDz/9vTfn7u++c7/33HPOvfOWL1vRjuSoC9GoZnZzx3wkXClvIETltC5p7ojl9dMh7mvtXO6I5VmopzfN71iwJJYXQ7300QV3rhp83gB5/ZWF7c1tsXp0A+K8hVAQy+MciBMXLll+byyv64e4486lrYP1BhPkxyxpvnfw/egzyDvual7SHmufshfixI6l9ywfzFdBPKdjWftge1yPEHMXwlBqRWNhbOSikAruBQhx30gfFUpIPVxT975+bZ6y+Duk5oX8vOqfC/GnGXVF37ff8Eq38H+HArHQH6mB50S+iA8hGYb6AemWoRrhOQisIdTox6cRi0+heX78Mj6DxqEc5EM2pIHqdv/L+JeodFTJWTRmRAl6GZ9E1cB/PkoaeiyEmtBUoSRusKNTqBLaDO/69Kiu0Wl8DjGozR/CJxzlaxaZykKozh9CE4BKgHKB/P7bTKgL70OPAu0BotEi/DBaBbQR6AkgZih1EHKn8MM9DB84jVchC54YkDL26Tqz3SSR2t8PYVHv0/bfmb46g80gXH/E5h45Et8mwXvwM6gN2fEvkBuvRlUoCe867rvT3gRVB1EHUBcQLYQYH+yJz7KfwynIzWB4xoPiGXzC/qfMVPvlzBCFe+yveEMMRL+Kh1xAaT9ve9r+sm2B/RzQ4VjVIR+0OGE/aLvTvjU+hHf12B+zhTA8syUWrbDBoyfsS3zb7W2ZQv3k7SHqcI+9EOpnBqT2vAKnPdfWb0/3hngM+VTbZHty5m/sifAgNHNAp+6A2m61bbWPgap4W7l3DNAZfAjvRsl4d497ov00JGG4xyf4CraH8E+OVyVlukN4dSCvKmm7r8rr9k22u30VXi+kZ77BreNu527jsjg/l8R5OCcXx+l4Da/iFbyMl/A8z4XwCz0ldtEZfBiVACyHj/Ming3hF6GQOYOPCIVHTvIMT/GI14Wif+glAqsL4cO9KpKCxAmRkBKF8JHjsaIjATtDUoxQoaJIGgIIEYV5Ck1EQfxISITWGzpLTCWacerCirJ/FTQJNTdD/7++TNgW3D6prj54yNYQzCKJqK3hZnPTzcS/jJevgKr2Ur9/Uu2q450di+eXt7vKm1zl7UBNwYc7F5qCXS0Ox7HFHaTCEaQ9TS2tC0nc3B7scLWXBRe7yhzHOoXnRlXPJ9WdrrJjaH759Ppj8wPtZT2dgc5yV3NZw/GW0mWNI961cehdy0r/ybtKSWfLyLtahOdGvauRVLeQdzWSdzWSd7UEWoR3kcGXL6orvWc5SKejfNEkRzCpLjhh2uz6oKO5oSyE90Fh2QqE2PNIxZ5FSWwXsjDpyI5Q9HdAl0gcmRH9mr2AVJEl0f+mi2BWTxGiIiXF6Dx6BO1GR5EIHYB0EpqLdqI38WJY3HNQL/oIx6M01AULP4Qmo7dxNPoemo/2Qvvl6BW0DR1DMnhmCdJD7Wbsjq6GfADSLWhd9DmUiArQz9BZVAi9bkYD0YPR41Bbi2agQ+gwPP8WdlHHGG30xWg/4tE06HMd1LwXnRw9CtouBXRYDZSuQ+ewm74UXYhMqAi4exI9g55Fv0J/wQ/g3ujCaGf0YvSPIKsm0PR1cK/BvfiP9FHmZ9Eno3+ORgCJJJQMb21CW9Hz0P9RuM9jhMvxHXg53oq3UQHqAaqXWc8aI2HAwQfatBJU01L0ECBwCvWh/0F/x99SJlpFL6dfi+ZG/xdJ0SQYJRlJO+qEewPcm2FMZ7AIZ+DxuAavwY/jbfi3VDI1g6qnVlL3Ul/TU+g59Cr6t8w9TA+7id0pkka+i56JXoh+iIxgFm5Hy9BaGN0r6CK6gq5hGvqyYjcuwqV4LtxdeDd1Cj+LT1E1+Dy+SB3Cv8df4W/xdYqlZJSe8lPLqa3UYeoV6h16Eb2NfoL+Pf0dM46l2GfZyyI392mkJbIx8k60KPrH6PegY3nkhJkpRVPQPNQMo+0A0/NTGMURuI/CrPWh19Cbwv0VtqIB9D2ggLAGW3AWroZ7Cp6K5+NF+Gl8Gu5zAi9XKZgISkypKSNlpeqoFmoJ1UV9SHXRcXQyPZGeTR+F+w36I/o6fZ1hGS2jZyqZCWgTs4TZBfc+5gDTw7zLFrLj2CnsTLaL3chuolvZ99iPRGtFm0U9om9F/wV6cTK3lNsEs/MmyOyvQJb/cTE4EbjPQnehVlyGW9B2mI1ncTPqBulqww8BXh0oKdpIr6UrqQyQhnPoJyCtu9AatJGeg56NfkIfQh+DpNwJXXah/UwpsrE7YHYeQBkgRf+4t8Ks70EvwLo4DDgh5I/MENadkz2HvAFfsi/J63EnuhKcDrAJ1jiL2WQ06HVajVoll0klYp4TsQxNYZRS7qpocgQ9TUHG46qqSiV5VzMUNA8raIK17ghWjGwTdJDnmqFqRMsAtJw/qmUg1jIw1BKrHMWoODXFUe5yBH9T5nKE8Oxp9ZB+pMzV4AgOCOlqIf2okJZD2umEBxzlpoVljiBucpQHKzoXdpc3laWm4FMBgECSmkIUSwBJScdBNL55DWhgNJ60KA9aXGXlQbML0lBHu8ub24I10+rLy+KczgYog6LaenhHasqiIPCJHpa1udoeDgVQSxNJNc+pD9LNDUGqifSl9geNrrKgcfVl0z+yN1Plm4ZVBil3RXN7d0Uw0PQwgEuyTSTXvAlyk+oc0C21vqE+iNcPMkF4XAycEnZjRsPdtNgRFLtKXQu7FzcBuKi2vscSsAjaOYhq6nvMAbOQSU05ZVpb5ITRn0q9LfU2Ehc5TWtj8Z8ejJW/f57EprV9f4B4Uu0QAJgg4JoAfAYdrcJLXMBsAQnaC1B3awHgBFcDhmEuAn7GBymQGdodZN0TmoNddTfZWFgWY65pcVmP2GwRrFRpA7Rv6laNgZmC9iqXo/s7MOdNroG/jCxpHiwRuVXfIVJJJnpIVoK4+Wa6k1hTN4x6ocm1kMxvpzCnkHeZyocVQJ5AQ3gO6sDC19Q7g44GKAB3M2VSCIlr6o9hvLkhhKPrQ6jMdgp8bHreXKhOIaK2qAzeD5nUFChIdkIqLcVRAW+uILLi6HZ0T2jrdlQ4FoIwMW4hhor27oZ0QLCuHnBC0+GNgYa4oWR7Q8MY6Ced9AOPQPPuBuhh8WAPEAtF6WFolJEC1pb21NRPqw92lcUFA2UNMAsgvudr6oPnQXIbGqBV5hCnwDFxrWM8ZwHPmclQnx3rBZybLuiiobub9FlX73IGz3d3x3WT9RbLhzAaXRAYLAgh0oRAHsJdNfAsRC5nnDAHTpcT2GogmOaASN+UKHDqfxjhvCG+4cl84DZPQLjgR0K48FYQHnNLCBcNcToC4WLguYggPPbfh/C4EQiX/DDCgSG+gcnbgNuAgHDpj4Tw+FtBuOyWEC4f4nQEwhXAczlBuPLfh3DVCIQn/DDCE4f4BiYnAbcTBYQn/0gIV98KwlNuCeGpQ5yOQLgGeJ5KEJ7270O4dgTCdT+M8PQhvoHJGcDtdAHhmT8SwrNuBeH6W0K4YYjTEQjPBp4bCMK3DyEciAui4Xq4a5TaRT+6Yp4zAvLGH4Z87tBAgOt5wP5cAfKmHwny5luBvOWWIG8d4nQE5G3AcyuBvP3/EfL5wyBnNaiUKoSTjENoBsRHmXtQAKhvMC5lZ6IdokNoB8RNUIaAaoE64USkCOICoCp4zgrxWHwBrQPaCO3XQZ4QadMJfW+ENkZId4EzDFslCOGAEHaUJyB2oJmDJULxqICC/Ri8FrHQmlycEP6zIHZAObpGPKxAMiw9PCmFjAwO4xRICaegauE8USs00MH+3QB7UHLmagayIHKyCOe1cE+HfdOXmMePU0nUC3QBwzAm5kt2MvuOaAzHcDXc97yHr+L7xA7xTolEUiPZI7kGT1Kwr0TMRTiPoGEs42OHjXx6CDFAvCqE0EUgkoc0/RmkIeYgpiEWf4ZOCwjM9J+Gnlg005+Rma12qr1Apczm0I0v2bPXxoeY6utweAWozsBfUJOoHfAuR0CC0mlsYZGZgSOx0uPO01VwjjSlX/U1Sq8eyMzQOvXOGfhqRELtIGcgGPaKCHehS/CsJ6DFybSENRotuI083+ZsbScPX6kOTylvL/salZAe8rP1rqPvvXcJDlbIOAPR3zFWdidgakV3B4wbWFzB63OVrDWXk2sK6KWmAml8pU3V2Wf6YCA8gEoGSqCP8asCOShO7sFui0fsZj0GhSkJ6ZAmCcfxkFKJIGWU6ZOwloLALLEmITUDATkMwiQQrvtRIzIa1CqOcjq8HnVOvsapyVPnUK4ESq0zGrLpwH1Ns9ZGvoxE1i4q6cS53fvuPfLM1vSqF9mdl49F3o589nLkr384g4uuHMUV1y5/j2uv4KLIh5HPP13/FhkbhhMARH3IPgYnBa5jPA7h7ICMYTgZw21nkaRSTAbV92G4EJWUXPkNQJs7Dudnq13qvld3eTafp692axv2XbuLvir0FQB5iGefQgloX2BKHlPBzGLvsN0Vvzp+Hd5A8cn8bPMd5vvM91lfMrMoASsZq8Ls5KxmOPhl7UplglaSq2Ud9hXOBJnzp1yBYWmCwqu8316QkFjpioF7ZUD13UA/KikOF5cMqDWF6RpjIYZYU1iohgA1CrBbGbPMrfZINYokJNZxAC4jV0mSMK+HAPBVqQR8Ado8TQnOy8/LzfG4EjgR54K0M0uj13EiJRZBAQjSxPW/On9/Tu32NacqPcxJunQFTrr61aqKlza2FLRZaMUN3yms6Vg6KbfujjVbN01af6bzYuTq8y+srmyfnJc5a/EhAZfS6GcgP12gH84E/FWah+xUoaxCO0u7QMuM4WVyDskkSoVihUar1SiUDo2WQ1qjxJgrCeGEgEX+U4XCphmjZJhcxwWbXM0VWJaiAkdCpTOGyXcDfSBxAyVhgKP/CkGFIEIg2ZDmX6N6DQ0WZGaYQCSTTHYspjx0PByYwXm7g7UCPmITBNjOJCFRHAS8OYYTEUNVsarY778fsGrUGkDesmJgiTgvWWU0AJadxeh1lDMh0RvWrAlM37PrZFfj+vQnl1DfhJ8Zm5Vas+g1rLkeGTga+V8VXrKrKP7t+7bvrQqIafrFyDKP1hl59a3Ir197G3Ci0Q444WRAn0hAVyWhBwIFs+Wz1YupxfLF6tXUSic3QV6lpmy8XcnYtfEIefl4IyWN9/JMZtwiZabLkizWu5MMZl9yCM877uycLyzs4upw8RTV1eqBK7AywyUDAFNYgEiQFY3JwvJmt8jDmRg/Zi28HySEiMf99+PGRpxFhMPrcTnVw5K000HOeUA+ABES+zDVt7birhWlD0SewkdOTsn8+eQ1kRWvUisxtSQw1Vd9d0Frw/rIF+GtdI0r/+ePZlkjheHZi8fP2zPGHr7OanfdvvLhhnSvP6/p4OZ7XoBpARxERsBBi94KNJThSTQlwmLagM30x5jVYiutk8bJZuF6+gP8Kf2B9FOZhJEw8nLqZxQzjdpBUT5JkrxAUiCvpGZRnRTnbpNLKFpDY0oq09AiXg/ajyGqc3dALrHTUlFYhqmw3K6BkhNaZNZ1dpj8U1RXALl+85XCQviZ+gmIMQVpLC4phnUH5/HH5LIQPtRLYUoihUQPRdEb2Oq01WFmTd8GNhZnZqDGZXfjZY13a51i7ATVkZOXi11YrzPo1a4d2Ib34eex5SwTaXwtMps9x5697mEuXRtPt6ZeXHndx3ycmvd5zo2nQD4o1BT9kLnKXkbpcE4XCcz1Kb0ujydPkeus9LR4VitWJorv4E0Ko5tqUCxUHEqgJYoxCYkJEpqxmn6mS0/3W8foaGaMX5xBSRS8OjHBnpSRoTa5jRN4d5Ily+5WT0DudHNm1h7n4o0xowBCMyg7RNmoYVkBgS4EDQ8FKlhtxsK0cHbj3YIwVSelqe2IpzyUJ9UtAr1PpyA/Sk0TIjYZZMumtftRnN7kx2YTTmX8SOyV+rFbitMgzfkgiNdYodIAgWAJVCqwBmQJkqUoWASQTFiNWFiMMelMxx6vJzcnkaxEFyRdCSI92AY7aaPXMS4wHPkYx3M5rdc65vRMmvzchVenbYJF+Sc8/owy8/ZLwV2ziy6+s23apshT/xn56+7dNFWNL62Z8phj3J57s7PcqSm5c06+Hvn9d50l9zzecmeWIyM9oWhB35X3Nz38VwYcDvCBouBNRdthBStfwhWIYhFoDZQORlCd69RDFWqHv3RpVAt6kJwEK+GMvxh9HihIzsASFciy1ZtdpVokXqziCnmNTEzHZXGJYptKZivyU2m+opNFVFFWsluj4lje6k0wWkO4O+Ay2uyc15YmpWy50mKuuNiq43zJBxIt4+J81olKb4F57Lhf4h1wAH4Kb0cjprM/3AezF5tGUJ2aQjKNjaA10wbSBoj2VBsLhQlNysvXJyBsduM8pROZ4uOcyODQObEzAeVTTmSxGZ1Y74SAzNXgNMWmpzERdGV+3liswIIp0Y+wM+NwdhbMjVpHFGq+XoFdCV6Pl0Qwj3n5WqxYNmVew3bnwqwlLZl1uHecXvbg6keKnJID7N+eP9u5wuiWxauTUzyNyQZx/jv3bTt7ekf3u7NTJuzboreKFHJr+gJ8J59iSp1TNzm57vXdVVU7wzusCTS9XiYqdQWqFr/00La9WtxP1lRn9AvGzb4CvmI86gik7eP2Wz+20gm8Mh6mERltLKeWxNukUp2Xtzgsaao07ENqs92xwXm28aZ+7e8XFglxfOCnBlssoGfSGEQSg0jnwRoJBHrO6MFacbwHwAINS6RYm60mUGjUOnBoAAG9K3HQvhABzu48WrS36Y2/X720enpW4T5q/pYtj/zklKfyFfaV8H9WT4sMRK5EIsEiV/XGNd+cO/jFifd2zD0m6An494O+yEwRfNz9gfT9ZrzTdIA/ZKIn8urdOprWiWwWTm4DLcrFxRlVXg2mvZTaYpN4jWYr/CfMHXcuWzMoMTCy4uqBwkKy3octfGGAOcjMu2V6iQcptCoYpVqp4syQYxHtxJhiaKlB7kFKDQRik8iDGSxyCq4HiApZzbHQT5ZzIzIYXWkgABysXUEqsok4ULkqlM1RH31lPKpatvaFiRkPPdbxoPlo/H+def8a1nxgZaYEP2598MCSPc9+tnHlh6/h7K/hr5sxLMxrQfQSPQDzKoX/NVYGsvIVlYpZiv3MwTjWzesopU2FeJuN00oom1HKpmnTVD61xmKXei3mePsG57LS4cMP94PPNXJuLSarWIIwNklhbFYIkJnyIEkc74EBCrMLo9KQgQjOlUgPXqxRDZ5jLhkWys3RZF997Nk1z+5b/dBB3F2XMfbIcyUvLD0eufbtF3jeNx+/+darF39N5efET6Js18Zta63Hqdf+jGeBDqmKXmIsoEOs8M+jG8sCq3bwT1j222lWQSlZnV6hUep1AVlAx/sseJL0BH0Bv05fiPuE/534I/snrm+M37ikF9QXNNQcnnUmKncZbImFIo4zOG1WTmIzSN3cDut+60lYA4zboHRbWbNExqnBD7V5WYs3MY3zms0e7wfOfTHhBwspiP4HYcEHFfyu9MYhOQE/ldiI2HKoQC6GpeGvOswyIrtHrdKotCqdihHJ3AlxiR7wDm0eHG8TGzkPkuoVHixXuCxOKGIh4E0gV+DFAtDECgi6RjAIyf7k+/HdjejuRiJCROM742FJ5eflgwCBiyICtNUgRMRGgGHgMNX7UUGeRnXjW/bRHY9Mz9Ad46Zm1q66rfaNyJ+x6UtslyZNPHLfARa7mMo7Zky7c+Jzz7/WmFdZtCWtxqoCuy3CFC6NeFZUPHC8G5MPdkD/W0GRGNn3YXdZHfBzNpHERmOlrtAgF2kkZnA2FHK1z6jhNEqFXUEpbujMJvMN54K1MRELNxb2pROgBvdfJcRhKxn4AKyHhniXBqOerAuRHvZk4D24crNzX3KV9KoTjVaztNbR09uzbRtbmjOHovZSeMaLm2+00U9uPgB80WhspIj+BmTFjlLhH+6Tgeo83QR+griebxA/JDsYd8B20LvPfypOGuBpQ4JP0SdJAJPCiHw2s0RjkyjTuLQ01kqnGdJSfawlQ6bwysd5vFZzesawBXJloJBIQLj/O5jnmzalZECY9ti8p7iSLPFSdaJb5XHFezwoyQKBWqpwIqVCJnfbEjzYG+cDPSHTOIXZHdQOMM2CLSErJzdbDX6mM8HjzR40/IK1SCQzi4TNi6A1wB/A1H1zs3P3FXdE3jzyF8VJuXfsg+8GPHTezjUvRq5j7jQu2/vTcxXurfe9MjUl8h5TOs41fsONrLc7L+3+RZW3+LGZn9fW/A2cMjlOizx7vmferpfOHm1dR6UKenUdTHbR4H4/L2DlLjMw+SJaIoY5BrnwcTQoRPEhZ0tMexRX94WL+4amVdhZg8Z3qWEm152Ei0m+/hF7lvj+GG2EYKzQty+gh8mL7dEpH6Jhlz6sS/BDY25oCexGobONvb3koEDoA/gTuZlK5EHrA0UczylESiNvVBiVXt4LS7jKPFO6QCpzuSUWm8ssoRij22kz2uQiDvY9VjetlSTBQNQ++IoG91h85OMhOGrAaW6YHLM3KYTlx/8xtHC/6srAlZuHBuATg9wOCP5gbENK/F5ttl7YIMEE3rT44P4K/hnxg2Oemtq1rieQ03B315SUxOLn2j+ZknzmjurFT5y0+Drm7+9l0ndOTRxbklgxs+7J6ZvD+dQ3d9Rs3hfeQp1ZkjXp6XfDbxAbDuOmB0DOzWDx5gYyT4ouiChGpBN5dZ2i5Ryrk1E6kwosORKZpBILZ7EgmU9sseI0k8+MzHHgTolGjExQaTFphnENgMuLiQ4jZgqGNGwoZASgYxQYXHm87vDkQwv7a1JO2jLWBnwTC1LjevF+4H9u7TOzngtPo55vKW6TG0pz714UfheYhfVZBOcqTrDTMjiVMqNHA9k7+e2qJwy/YA7w+1QHDSH+Df5j5rLiP3SyMbzIZuJkNo3UzJnNesqrtMSJvXqzJS6ExWCtB7VxzFkfWoeCkU6B4zqPVCsGzammPJgzQoqVQ0qik3kQVkHAG8A40woIBN1KAmKUEzXC3o9404ZsDWhR2OWimEH+w/qMyad/sX378/DxzI3I3z6P3MCaP4mWY+W+7XMfv9FzuJ++FPkLuCfhyIvYfwOcwACxyZ2RGYwbhq6AE5LlgZSD/H4jlcQ7rGqFyKbnlCKFzSpNUFBekyVRAp6W05egNLsS/6mnJZhjcuYhjNFqiEOsxcN4UBwMjDVAgM0KD6KNwpiEYRF/i3hXsTkT/Cs8KJ/wwQKxE+CAqV3U6/vdFafPlLshjKQdzQvc/pMTkZPLd62qzSjqXfXb97vmHDvTtuu+WfvoY5snJBVH/gPG+Nz2ebnxE8KfD65j6jFYg2o0NeDx0h55Pl3JMApeRSnEarHMyxMxVEt4ixYTnwOZNdoQLgfxi5kDsuecAgd5JSXVJX3hPtCpg3t1YTUR0RuyB7D2D+v33sGabKo41UOPwVI5lbebos/R1NFl4Z2EF2P0W0rMzgbpqn1JniY5r4DzrZKAmzEUGmmRQqK2wHKHL3B8SK/QK2k7TdE3DGazBWzToPc3yjalk0UeLh5QhfsF5UMsEvFTb/rwnlxing6cOHzYo8+Ux+vs471rZ2/Zws6OfLg1XF6glWJqs5i/fwH12lZBn3ZFv6K/AHkgp7JzA2NCujd0lFjL68xasy5JtJL+mON4xCokSCSXsCD7Js5kApcyTeKTSS0W7CPMvn9TJVUT4SfwDdmhkmLY2AyuWxxjFAwEccLyBb8ANo1qNy6wZDz4yzJ37yHKlbNg6+W6VHyUgROS2pymA7OfohTX33t6bPL0J2o3Up9YiK4RLtjrwYbun1zgCcC6JifPWjjr1MO43LBXz4OT4jJUjiqEb64mwHeGk+HrVvLdVy18yzUDzUL1Ql8YzqthNwmXCPpAt5Gr1F/Vfmdn+/JFrc1QHqslLe4FAr2HHgfaCwTfP5KzTPQBUD/QFWjMAOmAEoFygMqApgO1AS0HWgf0ONBeoF6gPqAPgPqBrsBgGSAdUGJ08IJ+0VAaI8eoPLGSw+vTRuUzRuUzR+WzRuVzR+XhvH1E/9Wj8nWj8vNG5QmCw/lrGZVvHZVvG5UX5nzY+OePqoevrkf0v2hUnnxvNfz9wnflw/q7a1T90lH5jlH5ZaPyy0fl4YtJhP4PV1NTEAplbmRzdHJlYW0KZW5kb2JqCjEzIDAgb2JqCjw8IC9Qcm9kdWNlciAobWFjT1MgVmVyc2lvbiAxMS40IFwoQnVpbGQgMjBGNzFcKSBRdWFydHogUERGQ29udGV4dCkgL0NyZWF0aW9uRGF0ZQooRDoyMDIxMDgxMjAwMTQwNVowMCcwMCcpIC9Nb2REYXRlIChEOjIwMjEwODEyMDAxNDA1WjAwJzAwJykgPj4KZW5kb2JqCnhyZWYKMCAxNAowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDE2OTAgMDAwMDAgbiAKMDAwMDAwNDc2NSAwMDAwMCBuIAowMDAwMDAwMDIyIDAwMDAwIG4gCjAwMDAwMDE3OTQgMDAwMDAgbiAKMDAwMDAwNDczMCAwMDAwMCBuIAowMDAwMDA0OTEyIDAwMDAwIG4gCjAwMDAwMDE5MzAgMDAwMDAgbiAKMDAwMDAwMTk3NCAwMDAwMCBuIAowMDAwMDAyMDE4IDAwMDAwIG4gCjAwMDAwMDQ4NDggMDAwMDAgbiAKMDAwMDAwNTMwOSAwMDAwMCBuIAowMDAwMDA1NTM0IDAwMDAwIG4gCjAwMDAwMTMzMzAgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSAxNCAvUm9vdCAxMCAwIFIgL0luZm8gMTMgMCBSIC9JRCBbIDxkNWQxYTQ0NWUzNzkwNGEzZDdkYWFlNjIzZDJlNDgzND4KPGQ1ZDFhNDQ1ZTM3OTA0YTNkN2RhYWU2MjNkMmU0ODM0PiBdID4+CnN0YXJ0eHJlZgoxMzQ5MgolJUVPRgo=",
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 436.5,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quietly {\n",
    "quietly use data/d_unitidasymmetry, clear\n",
    "est clear\n",
    "\n",
    "replace multi_brand=multi_brand2\n",
    " \n",
    "sort unitid year\n",
    "gen law_enforce= 1 if law_enf_frst_this_yr==1 \n",
    "by unitid: carryforward law_enforce, replace\n",
    "    \n",
    "bys systemid year: egen Sys_law_enforce= min(law_enforce)\n",
    "sort systemid year\n",
    "by systemid: carryforward Sys_law_enforce, replace \n",
    "recode Sys_law_enforce .=0\n",
    "    \n",
    "label define multi_brand 0 \"Single Brand Firm\" 1 \"Multi Brand Firm\"\n",
    "label val multi_brand multi_brand\n",
    "\n",
    "    gen campus=1 if total_enrollment_log!=.\n",
    "bysort systemid year: egen sys_campuses=total(campus)\n",
    "\n",
    "gen interact = multi_brand * Sys_law_enforce\n",
    "\n",
    "xi i.year i.iclevel\n",
    "xtset unitid year\n",
    "\n",
    "**Estimates Using Anderson-Hsaio first difference IV\n",
    "\n",
    "xtivreg total_enrollment_log l.total_enrollment_log multi_brand Sys_law_enforce ///\n",
    "    interact online selective sys_campuses _Iiclevel* dpcttype* _Iyear_*  ///\n",
    "    (l.total_enrollment_log= l2.total_enrollment_log l3.total_enrollment_log ), ///\n",
    "    fd vce(cluster unitid)\n",
    "est store base\n",
    "lincomest D1.Sys_law_enforce\n",
    "est store Single_Brand\n",
    "est restore base\n",
    "lincomest D1.Sys_law_enforce + D1.interact\n",
    "est store Multi_Brand\n",
    "coefplot Single_Brand Multi_Brand, vertical ///\n",
    "    title(2-brand cutoff, ///\n",
    "    size(medsmall) margin(medsmall)) ylabel(-.2(.05)0, grid glcolor(gs14)) ///\n",
    "    ytitle(proportional decline in enrollment, margin(medsmall)) ///\n",
    "    xlabel(none, nolabels) xmtick(, noticks) scheme(s1mono) \n",
    "\n",
    "quietly graph export figures/fa6b_enroll_x_law_2multi.pdf, replace\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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",
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 436.5,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quietly {\n",
    "quietly use data/d_unitidasymmetry, clear\n",
    "est clear\n",
    "\n",
    "replace multi_brand=multi_brand4\n",
    " \n",
    "sort unitid year\n",
    "gen law_enforce= 1 if law_enf_frst_this_yr==1 \n",
    "by unitid: carryforward law_enforce, replace\n",
    "    \n",
    "bys systemid year: egen Sys_law_enforce= min(law_enforce)\n",
    "sort systemid year\n",
    "by systemid: carryforward Sys_law_enforce, replace \n",
    "recode Sys_law_enforce .=0\n",
    "    \n",
    "label define multi_brand 0 \"Single Brand Firm\" 1 \"Multi Brand Firm\"\n",
    "label val multi_brand multi_brand\n",
    "\n",
    "    gen campus=1 if total_enrollment_log!=.\n",
    "bysort systemid year: egen sys_campuses=total(campus)\n",
    "\n",
    "gen interact = multi_brand * Sys_law_enforce\n",
    "\n",
    "xi i.year i.iclevel\n",
    "xtset unitid year\n",
    "\n",
    "**Estimates Using Anderson-Hsaio first difference IV\n",
    "\n",
    "xtivreg total_enrollment_log l.total_enrollment_log multi_brand Sys_law_enforce ///\n",
    "    interact online selective sys_campuses _Iiclevel* dpcttype* _Iyear_*  ///\n",
    "    (l.total_enrollment_log= l2.total_enrollment_log l3.total_enrollment_log ), ///\n",
    "    fd vce(cluster unitid)\n",
    "est store base\n",
    "lincomest D1.Sys_law_enforce\n",
    "est store Single_Brand\n",
    "est restore base\n",
    "lincomest D1.Sys_law_enforce + D1.interact\n",
    "est store Multi_Brand\n",
    "coefplot Single_Brand Multi_Brand, vertical ///\n",
    "    title(4-brand cutoff, ///\n",
    "    size(medsmall) margin(medsmall)) ylabel(-.2(.05)0, grid glcolor(gs14)) ytitle(proportional decline in enrollment, margin(medsmall)) xlabel(none, nolabels) xmtick(, noticks) scheme(s1mono) \n",
    "\n",
    "quietly graph export figures/fa6c_enroll_x_law_4multi.pdf, replace\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Stata",
   "language": "stata",
   "name": "stata"
  },
  "language_info": {
   "codemirror_mode": "stata",
   "file_extension": ".do",
   "mimetype": "text/x-stata",
   "name": "stata",
   "version": "15.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}