f_1_ipeds_online_enroll_time.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1841e561-51da-46fb-9a3d-7792b01ae2a5",
   "metadata": {},
   "source": [
    "## Promising or Predatory? Online Education in Non-Profit and For-Profit Universities\n",
    "### By Christian Michael Smith, Amber D. Villalobos (equal authors), Laura T. Hamilton, and Charlie Eaton\n",
    "\n",
    "### Code by Charlie Eaton and Christian Smith\n",
    "\n",
    "### Code for Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "74eff471-e659-4325-8aa9-c16bc24686ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking blindschemes consistency and verifying not already installed...\n",
      "all files already exist and are up to date.\n"
     ]
    }
   ],
   "source": [
    "ssc install blindschemes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f0e20b6-1b78-46d0-8094-1cbf6f54e8b5",
   "metadata": {},
   "source": [
    "### The following 5 code cells change the .stata_kernel.conf configuration file so that figures can be rendered within the NoteBook as png. This is necessary on Macs and Linux operating systems (but not Windows) for the Notebook to display figures on Github. Restart your kernel after running these 4 cells. For more details, see: https://github.com/kylebarron/stata_kernel/issues/382"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cc2c9f94-9d47-48b8-9000-5b97a0a761be",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%set execution_mode automation --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "62eb49aa-31d0-4cce-b31a-2703f8cb88ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_format png --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12eb307a-3fbc-4d48-8907-a7c9644c98c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_svg_redundancy False --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f042034d-d42f-4ee3-9ed5-edd5f9b43d7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_png_redundancy True --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f8be64c2-3370-4229-8da5-1e56216131fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_scale 2 --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "04c29a2d-e25a-49f6-80e1-b3e7d951039b",
   "metadata": {},
   "outputs": [],
   "source": [
    "use data/hdefa_dist20122019.dta, clear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "65eae06a-97c2-4682-86a4-97f9af544f0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "qui {\n",
    "drop if control<1\n",
    "replace control=4 if iclevel>1 //Note that this includes <2yr institutions, and does not differentiate by for-profit/public status\n",
    "collapse (sum) efdeexcu, by(year control)\n",
    "reshape wide efdeexcu, i(year) j(control)\n",
    "label var efdeexcu4 \"community     \"\n",
    "label var efdeexcu3 \"for-profit    \"\n",
    "label var efdeexcu2 \"nonprofit (private)\"\n",
    "label var efdeexcu1 \"nonprofit (public)\"  \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "93793662-501d-4a7c-96d5-eee79c92cc39",
   "metadata": {},
   "outputs": [
    {
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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": 400,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tw (connect efdeexcu3 efdeexcu2 efdeexcu1 year if year>2011 & year<2020, sort ///\n",
    "legend(pos(6) size(small) order(1 4 2 3)) xlabel(2011(2)2020, ang(45) labsize(medium)) ///\n",
    "ytitle(\"undergraduate online enrollment\" \" \" \" \" \"  \", size(medium)) ylabel(, format(%10.0fc) labsize(medium)) ///\n",
    "xtitle(\"\")  note(\"\") scheme(plotplain))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1bfd0502-53bd-4370-9e48-dbabcb1f7785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>efdeexcu1</th>\n",
       "      <th>efdeexcu2</th>\n",
       "      <th>efdeexcu3</th>\n",
       "      <th>efdeexcu4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012</td>\n",
       "      <td>367181</td>\n",
       "      <td>266205</td>\n",
       "      <td>676688</td>\n",
       "      <td>682093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013</td>\n",
       "      <td>399190</td>\n",
       "      <td>314830</td>\n",
       "      <td>615405</td>\n",
       "      <td>686351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014</td>\n",
       "      <td>445836</td>\n",
       "      <td>370563</td>\n",
       "      <td>595294</td>\n",
       "      <td>713682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015</td>\n",
       "      <td>471772</td>\n",
       "      <td>407020</td>\n",
       "      <td>518179</td>\n",
       "      <td>732003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>545877</td>\n",
       "      <td>425027</td>\n",
       "      <td>472255</td>\n",
       "      <td>739950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017</td>\n",
       "      <td>590853</td>\n",
       "      <td>454624</td>\n",
       "      <td>434145</td>\n",
       "      <td>777954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018</td>\n",
       "      <td>669682</td>\n",
       "      <td>477036</td>\n",
       "      <td>397440</td>\n",
       "      <td>808096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019</td>\n",
       "      <td>722668</td>\n",
       "      <td>492231</td>\n",
       "      <td>412199</td>\n",
       "      <td>845392</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "\n",
       "     +--------------------------------------------------+\n",
       "     | year   efdeex~1   efdeex~2   efdeex~3   efdeex~4 |\n",
       "     |--------------------------------------------------|\n",
       "  1. | 2012     367181     266205     676688     682093 |\n",
       "  2. | 2013     399190     314830     615405     686351 |\n",
       "  3. | 2014     445836     370563     595294     713682 |\n",
       "  4. | 2015     471772     407020     518179     732003 |\n",
       "  5. | 2016     545877     425027     472255     739950 |\n",
       "     |--------------------------------------------------|\n",
       "  6. | 2017     590853     454624     434145     777954 |\n",
       "  7. | 2018     669682     477036     397440     808096 |\n",
       "  8. | 2019     722668     492231     412199     845392 |\n",
       "     +--------------------------------------------------+\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1c9a07e5-2ff5-40db-8ed6-e0d6f4fefd53",
   "metadata": {},
   "outputs": [],
   "source": [
    "outsheet using data/t_exclusively_online_undergrads_sector.csv, comma replace"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f4c0d2f-de4b-496a-a944-84a2a5b4f36e",
   "metadata": {},
   "source": [
    "### The following 4 code cells return the .stata_kernel.conf configuration file to \"Console\" mode which runs multiple Notebooks at a time, and runs them faster than \"Automation\" code. Restart your kernel after running these 4 cells. For more details, see: https://github.com/kylebarron/stata_kernel/issues/382"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f12d2238-e097-4160-a403-fd506002f79a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%set execution_mode console --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ecc525b3-01c1-4d16-b24a-3bae80979da5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_format svg --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c85d53b4-d58a-4e9b-b4c8-022c714ed807",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_svg_redundancy True --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b6cb5478-4b20-4223-8850-6efe3856d4b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_png_redundancy False --permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b30d45e-d3f6-472a-90ec-f8bc8aa543a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "%set graph_scale 2 --permanently"
   ]
  }
 ],
 "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": 5
}