f_2_rudl Predicted Probability of Black by Sector of School and Attended Online, BPS.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "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",
    "## Coded by Amber D. Villalobos \n",
    "\n",
    "Source: Data are from the Beginning Postsecondary Students Longitudinal Study 12/17 (BPS) Restricted Use Dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 2- Predicted Probability of Black by Sector of School and Attended Online, BPS 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui cd P:\\pr-nces-rudl-18040008\\HERElab\\repositories\\predatory-inclusion-in-online-ed\\d_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui use bps17_clean_rudl.dta, clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note:\n",
    "The following code marks \"good\" for analysis if everonline10 is a dichotomous measure restricted to repondents in our sample- those whose first institution attended was a four-year institution.\n",
    "They are coded as 1 if their entire certificate or degree program at their first, last, or both first and last institution was online. They are coded as 0 if attendance at either four-year institution was never online. \n",
    "They are missing if their first institution attended was NOT a four-year institution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      ". quietly {\n",
      "\n",
      ". \n"
     ]
    }
   ],
   "source": [
    "quietly {\n",
    "\n",
    "mark good if everonline10!=.\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui rename races102 Black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      ". quietly {\n",
      "\n",
      ". \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "quietly {\n",
    "\n",
    "qui logistic Black i.everonline10 i.everforprofit10 i.everprivate10 i.highestdegree ///\n",
    "i.HBCU  i.everonline10##i.everforprofit10, cluster (cluster9)\n",
    "qui margins i.everonline10 if everforprofit10==1, atmeans \n",
    "\n",
    "qui marginsplot, name(forprof, replace) recast(bar) ///\n",
    "ytitle(Probability Black) title (For Profit, size(large)) plotopts(barw(.8))\n",
    "\n",
    "qui margins i.everonline10 if everforprofit10==0, atmeans \n",
    "\n",
    "qui marginsplot, name(notforprof, replace) recast(bar) ///\n",
    "ytitle(Probability Black) title (Not For Profit, size(large)) plotopts(barw(.8))  ///\n",
    "yscale(range(0 .3))\n",
    "\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph combine  notforprof  forprof, row(1) ycommon name(black, replace)"
   ]
  },
  {
   "attachments": {
    "f222fd45-6de3-4d8a-8e8b-bcc62c377d2c.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Fig2.png](attachment:f222fd45-6de3-4d8a-8e8b-bcc62c377d2c.png)"
   ]
  }
 ],
 "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
}