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@mwcraig
Created April 30, 2013 17:34
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{
"metadata": {
"name": "retention_by_gpa_range"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"import atpy\n",
"from __future__ import division\n",
"figsize(8, 8)\n",
"\n",
"rc('font',size=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# First to second year retention data\n",
"\n",
"by Matt Craig"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gpa_data = atpy.Table('NEF_RETURN_DATA_FALL_2010_11.txt', type='ascii')\n",
"gpa_data.remove_columns(['Total in GPA range','percent returned following fall', 'Did not return following fall'])\n",
"# rename the columns below so that we can reference them as attributes of the table\n",
"gpa_data.rename_column('Year entered','year_entered')\n",
"gpa_data.rename_column('Cumuluative UNDERGRAD GPA RANGE','cumul_gpa')\n",
"gpa_data.rename_column('NOT RETURNED Following FALL', 'non_returned')\n",
"gpa_data.rename_column('RETURNED Following FALL','returned')\n",
"# calculate our own total\n",
"tot = gpa_data.non_returned + gpa_data.returned\n",
"gpa_data.add_column('total',tot, format='i')\n",
"entry_years = array(unique(gpa_data.year_entered))\n",
"year_data = {}\n",
"for year in entry_years:\n",
" year_data[year] = gpa_data.where(gpa_data.year_entered == year)\n",
"colors = ['burlywood', 'teal']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basics: how many students do poorly?\n",
"\n",
"The first thing I'm not sure about is how many students do poorly in their first year...so let's take a look."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" bar(ind + idx*width, year_data[year].total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"#bar(ind+width, gpa_data.total[in2011], width, label='Entered 2011')\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Number of students')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.text.Text at 0x355bd90>"
]
},
{
"output_type": "display_data",
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92NgTQgaVlpZW6yRCQRCQlZWlcYVMcXExTp8+jU6dOgEAXnrpJSxatAgymQzz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\n"
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interesting--many fewer first-time, full-time students entered in Fall 2011, but the loss was mainly at the low end of the performance range. \n",
"\n",
"Just to confirm that, what *fraction* of students does each performance range represent?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.total/year_total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Fraction of students entering')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.text.Text at 0x3c42cd0>"
]
},
{
"output_type": "display_data",
"png": 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ggSE/ZqWkpCQAQOPGjdGuXTuVsry8PABPX8k0b95cY3s3Nze1+kREHFmhek8i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B07dgRjDN999x2Aqmd6v/76KxhjePfddwGUDUjnzp3D5s2bERMTA6VSCcYYPvroo2rT9/b2BmMM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\n"
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, yes, a great fraction of the students who entered in 2011 performed better than those entering in 2010."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retention by GPA range\n",
"\n",
"First I'll take a look at this in a straightforward way, though I'd like to come up with an elegant pie chart that would do the same thing."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.returned/this_year.total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Fraction of GPA who returned')\n",
"title('Retention rate, first fall to second')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x40363b0>"
]
},
{
"output_type": "display_data",
"png": 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U6qUT/hIHf/vcivjlk1UJNDiOwxdffCEsZcsrKCjAkydPYGVlVemdIQkhhBBS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ds22NnZoXbt2vxykqGhIX788UeV8qAK//3vf/mpXl1dXbRv3/6DNqTWFPmrQ/kXFBQgKyuLvygx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\n4Vu2bEkzZsyg5cuXE9E/e4MkE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}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Note a few Important Points:\n",
"\n",
"+ Retention is lower, and **should be lower**, for Fall 2011$\\longrightarrow$ Fall 2012 in the lowest GPA ranges (below 1.5). It should be lower because our own academic standing requirements put students on probabation if they fall below 1.66.\n",
"+ Retention is lower, and *probably should be lower*, in the 1.5-1.99 GPA range because the cutoff for maintaining good academic standing is in that range (1.66 academic, 1.7 financial aid).\n",
"+ The retention rate is roughly the same for a GPA larger than 2.0, both in the sense that it doesn't change year-to-year and that it is roughly the same across the GPA ranges. No, not exactly the same, I'll grant that, but *roughly* the same."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number leaving by GPA range\n",
"\n",
"I don't think the retention rate tells the whole story. Remember that there are many more students with GPA above 2.0 than students with GPA below 2.0...so even with a higher retention rate among those students we are likely losing more students in the higher GPA range than the lower."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"colors = ['burlywood', 'teal']\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.non_returned, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend()\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Number of students')\n",
"title('Students who left, first fall to second')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x41c0350>"
]
},
{
"output_type": "display_data",
"png": 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vX8/feecdbmNjI62zsqHMT506xUePHi0dF507d+affPKJ2h+PqmRnZ/Nff/2V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\n2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1X1S0pKqvTdtGnTBlpaWnj06JHK/MbFxYExhrVr1wrc8/LyMHfuXLi7u0Mmk8HBwQGj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\nREREREREROqd/wdqz1vN3C7p7QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Well, color me stupid...guess I was wrong about that, particularly in 2010. Let's try parsing this a different way. \n",
"\n",
"Students with GPA below 1.5 should, under most circumstances, *not* come back the following fall. Students with a GPA above 2.0 should almost certainly come back. Students in the range 1.5-1.99 are on the edge. Let's group them that way, including \"Blank GPA\" in the \"shouldn't come back\" group."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"should_not_come_back = [\"Blank GPA\", \"Less than 1\", \"1.0 - 1.49\"]\n",
"should_maybe_come_back = [\"1.5 - 1.99\"]\n",
"# any other GPA range should come back!\n",
"\n",
"width=0.3\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" n_left_low = 0\n",
" n_left_edge = 0\n",
" n_left_high = 0\n",
" for row in arange(len(this_year)):\n",
" n_did_not_return = this_year.non_returned[row]\n",
" if this_year.cumul_gpa[row] in should_not_come_back:\n",
" n_left_low += n_did_not_return\n",
" elif this_year.cumul_gpa[row] in should_maybe_come_back:\n",
" n_left_edge += n_did_not_return\n",
" else:\n",
" n_left_high += n_did_not_return\n",
" ind = arange(3)\n",
" bar(ind + idx*width, [n_left_low, n_left_edge, n_left_high], width, \n",
" label='Entered %i' % year, color=colors[idx])\n",
"\n",
"xticks(ind+width, [\"GPA < 1.5\", \"GPA 1.5-1.99\", \"GPA > 2\"], rotation=0)\n",
"ylabel(\"Number of students that left\")\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"legend(loc=1, bbox_to_anchor=(1.5,1) )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<matplotlib.legend.Legend at 0x430f0f0>"
]
},
{
"output_type": "display_data",
"png": 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AwPWK+xaTYRhu9Sjue/f/+xhwF5krbWRO2XC2zHnmdzN+cHCwJNlcEzxTTm2O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\n"
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This makes more sense...\n",
"\n",
"About half the students who leave by the end of the first year could have stayed, from an academic point of view, half ought to have left barring exceptional circumstances.\n",
"\n",
"I supect, though I don't know for sure, that many of those who leave in the higher-GPA category do so at the end of the first semester, based on retention rates from fall first year to spring first year. There, only about 10-20% leave with a very low GPA.\n",
"\n",
"**Note** that the difference in the low GPA group between 2010 and 2011 is **not necessarily** because more of those students were converted to successes...we seem to have admitted fewer students that year, and the ones we did admit were more successful."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### So why wasn't fall to fall retention better for the class that entered in 2011 than in 2010?\n",
"\n",
"After all, more of them were in the higher GPA category, and that category has a high rate of retention.\n",
"\n",
"So how about a basic sanity check...what were the overall retention rates?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"print \"Overall 1st year retention rates (as percentage), by entry year:\"\n",
"for year in entry_years:\n",
" this_year = year_data[year]\n",
" stayed = this_year.returned.sum()\n",
" total = this_year.total.sum()\n",
" retention_rate = stayed/total\n",
" print \"Entry year %i: %f\" % (year, 100*retention_rate)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Overall 1st year retention rates (as percentage), by entry year:\n",
"Entry year 2010: 67.739274\n",
"Entry year 2011: 68.003731\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### [Facepalm](http://en.wikipedia.org/wiki/Facepalm)\n",
"\n",
"\n",
"Right, the retention rate was **much lower** for the lower GPA range in 2011 than in 2010, likely because of stricter enforcement of existing policies on academic standing, so the net effect is a wash. \n",
"\n",
"A greater portion of the entry class of 2011 was indeed in the higher-performing group, which is retained at a reasonably high rate, which would push the retention rate up, but the portion in the lower GPA range was retained at a *much lower* rate than in years past, which pushes the retention rate down.\n",
"\n",
"As it happened, the effects just about cancelled out, so the retention rate didn't change much."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Just curious...what is retention rate like grouped by these broad GPA ranges?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" n_left_low = 0\n",
" n_left_edge = 0\n",
" n_left_high = 0\n",
" n_tot_low = 0\n",
" n_tot_edge = 0\n",
" n_tot_high = 0\n",
" for row in arange(len(this_year)):\n",
" n_did_not_return = this_year.non_returned[row]\n",
" n_returned = this_year.returned[row]\n",
" n_tot = n_returned + n_did_not_return\n",
" if this_year.cumul_gpa[row] in should_not_come_back:\n",
" n_left_low += n_did_not_return\n",
" n_tot_low += n_tot\n",
" elif this_year.cumul_gpa[row] in should_maybe_come_back:\n",
" n_left_edge += n_did_not_return\n",
" n_tot_edge += n_tot\n",
" else:\n",
" n_left_high += n_did_not_return\n",
" n_tot_high += n_tot\n",
" ind = arange(3)\n",
" n_tot = this_year.total.sum()\n",
" bar(ind + idx*width, 1-array([n_left_low/n_tot_low, n_left_edge/n_tot_edge, n_left_high/n_tot_high]), width, \n",
" label='Entered %i' % year, color=colors[idx])\n",
"\n",
"xticks(ind+width, [\"GPA < 1.5\", \"GPA 1.5-1.99\", \"GPA > 2\"], rotation=0)\n",
"ylabel(\"Fraction of students that RETURNED\")\n",
"\n",
"legend(loc=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.legend.Legend at 0x44a7650>"
]
},
{
"output_type": "display_data",
"png": 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Hj6O0tLRG57Zv3x4AkJKSorWOrjJ9xMfHY9y4cZDJZPjwww8RFRVV7Tlubm4Qi8WQy+WI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\nvElrqk5LOS50ZerUqZgzZw6mTp2KoUOHolu3bvj3v//dZPVULAl+6NC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}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That is reassuring, though it larges matches what the more detailed data above showed:\n",
"\n",
"+ The retention rate is about 80% for students with a GPA higher than 2.0. Woohoo!\n",
"+ The retention rate is low and falling for students who perform very poorly."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bottom line:\n",
"\n",
"+ We lose as many academically adequate students each year as students who leave because of poor performance.\n",
"+ The profile of the class that entered in 2010 was different than that of 2011 in terms of academic success/GPA. \n",
"+ Retention rate did not improve because standards for satisfactory academic progrees were enforced. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>\n",
"Technically, I suppose the line directly above this is really the bottom line.\n",
"\n",
"##### REMAINDER OF THIS PAGE IS FOR OFFICE USE ONLY.\n",
"\n",
"Double click this cell to toggle display of input cells\n",
"<script type=\"text/javascript\">\n",
" /* set to .hide() to hide all input cells */\n",
" /* set to .show() to show all input cells */\n",
" $('div.input').hide();\n",
"</script>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
}
],
"metadata": {}
}
]
}
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