{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NIH Fellowship Success Rates\n", "As I'm entering the final years of graduate school, I've been applying for a few typical \"pre-doc\" fellowships. One of these is the NRSA, which is notorious for requiring you to wade through forests of beaurocratic documents (seriously, their \"guidelines\" for writing an NRSA are over 100 pages!). Doing so ends up taking a LOT of time.\n", "\n", "This got me wondering what kind of success rates these grants have in the first place. For those who haven't gone through the process before, it's a bit opaque:\n", "\n", "## How the NRSA works\n", "Basically, each NRSA grant is reviewed by a panel of people. They individually review your proposal (which is upwards of 20 pages), and assign it a score in one of several categories. The group then meets, and they give your proposal an \"impact score\". This score is then compared with the distribution of scores for all the other proposals in your category, and then a cutoff is made based on the percentiles that they will fund.\n", "\n", "Each year, they change the cutoff, and thus the number of NRSAs, that will be funded. Importantly, this also differs significantly by the NIH branch that oversees your application. Some have much higher success rates than others. For those who are curious, I'm putting a list of the NIH acronyms and their respective centers at the end.\n", "\n", "## Some data!\n", "I did a bit of digging and found a dataset for NRSA success rates over the last few years. It's broken down by grant type, as well as by NIH branch. The results are interesting so I thought I'd put them out there.\n", "\n", "**Note** - this dataset and a few others can be found on the NIH website [here](https://report.nih.gov/funding/nih-budget-and-spending-data-past-fiscal-years/success-rates). I encourage you to check it out! Thank god for open data (even if it's really hard to find)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# First we'll import a few helpful tools for cleaning and plotting\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "import re\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/vnd.code.notebook.error": { "message": "INVALID mime type: text_plain. Must be in the format \"type/subtype[;optionalparameter]\"", "name": "Error", "stack": "Error: INVALID mime type: text_plain. Must be in the format \"type/subtype[;optionalparameter]\"\n\tat new Mt (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:90:58979)\n\tat Function.text (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:90:58777)\n\tat i (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/extensions/ipynb/dist/ipynbMain.js:1:143384)\n\tat l (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/extensions/ipynb/dist/ipynbMain.js:1:144160)\n\tat h (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/extensions/ipynb/dist/ipynbMain.js:1:144910)\n\tat Array.map ()\n\tat /home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/extensions/ipynb/dist/ipynbMain.js:1:146078\n\tat 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(/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:1844)\n\tat r.fire (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:16515)\n\tat /home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:118:17104\n\tat h.invoke (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:145)\n\tat v.deliver (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:2266)\n\tat g.fire (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:1844)\n\tat r.fire (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:16515)\n\tat o._receiveMessage (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:21327)\n\tat /home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:18770\n\tat h.invoke (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:145)\n\tat v.deliver (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:2266)\n\tat g.fire (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:61:1844)\n\tat g.acceptChunk 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(/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:31692)\n\tat h._acceptChunk (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:29656)\n\tat /home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:26841\n\tat Socket.i (/home/choldgraf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/out/vs/workbench/api/node/extensionHostProcess.js:70:24594)\n\tat Socket.emit (node:events:526:28)\n\tat addChunk (node:internal/streams/readable:315:12)\n\tat readableAddChunk (node:internal/streams/readable:289:9)\n\tat Socket.Readable.push (node:internal/streams/readable:228:10)\n\tat TCP.onStreamRead (node:internal/stream_base_commons:190:23)" }, "text/html": [ "
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Fiscal YearActivity CodeNIH Institute/CenterNumber of Applications ReviewedNumber of Applications AwardedSuccess Rate2Total Funding3
02005F05NCCAM720.285714123572
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22005F05Total1150.454545286940
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" ], "text/plain": [ " Fiscal Year Activity Code NIH Institute/Center \\\n", "0 2005 F05 NCCAM \n", "1 2005 F05 NINDS \n", "2 2005 F05 Total \n", "3 2005 F30 NIDA \n", "4 2005 F30 NIDCD \n", "\n", " Number of Applications Reviewed Number of Applications Awarded \\\n", "0 7 2 \n", "1 4 3 \n", "2 11 5 \n", "3 11 6 \n", "4 7 2 \n", "\n", " Success Rate2 Total Funding3 \n", "0 0.285714 123572 \n", "1 0.750000 163368 \n", "2 0.454545 286940 \n", "3 0.545455 189408 \n", "4 0.285714 53713 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the data - note that each row is a grant type/year/agency\n", "data = pd.read_excel('./data/nih_nrsa_success_rates.xls', header=2)\n", "data = data.convert_objects(convert_numeric=True)\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we'll do some cleaning to remove annoying things like special characters and spaces. We'll focus on the \"success rate2\" variable, which describes the % of proposals that were funded that year." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Make the columns easier to play with\n", "col_mapping = {col: col.strip(' ').replace(' ', '_').replace('/', '_').\\\n", " strip().\\\n", " lower() for col in data.columns}\n", "data = data.rename(columns=col_mapping)\n", "\n", "# Remove missing values for success rate\n", "data = data.dropna(subset=['success_rate2',\n", " 'fiscal_year',\n", " 'nih_institute_center'])\n", "\n", "# Remove all non-word characters from names\n", "data['nih_institute_center'] = data['nih_institute_center'].\\\n", " apply(lambda a: re.sub('[^a-zA-Z]', '', a))\n", "\n", "# Remove center values that aren't as useful\n", "remove_centers = [\"Total\", \"ODOther\"]\n", "data = data.query('nih_institute_center not in @remove_centers')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's take a look at some general trends over time" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(3, 1, figsize=(8, 9))\n", "combined = data.groupby('fiscal_year').sum()\n", "coltypes = ['number_of_applications_reviewed',\n", " 'number_of_applications_awarded',\n", " 'total_funding3']\n", "for ax, coltype in zip(axs, coltypes):\n", " combined[coltype].plot.bar(ax=ax)\n", " ax.set_title(coltype, fontsize=20)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eyeballing it, it looks like applications have been slightly increasing per year, while applications awarded have remained relatively flat. Let's dig into that a little bit more. Rather than looking at the raw numbers, we'll focus on the success rate, or the % of applications that were funded.\n", "\n", "We'll plot the success rates per year, per activity code. I'll plot a scatter + line for each NIH institute (in color) as well as the mean + a 3rd order polynomial fit for all of them lumped together (in black)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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" 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" 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" 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for grant, gvals in data.groupby('activity_code'):\n", " if gvals.shape[0] > 10:\n", " mn_grp = gvals.groupby('fiscal_year').mean()\n", " lm = sns.lmplot('fiscal_year', 'success_rate2', data=gvals,\n", " hue='nih_institute_center', ci=None,\n", " line_kws={'alpha': .5}, scatter_kws={'alpha': .5},\n", " legend=False)\n", " ax = lm.ax\n", " ax.figure.set_size_inches(6, 4)\n", "\n", " # If we have enough data, fit a fancier function to all points\n", " if gvals.shape[0] > 10:\n", " mn_reg = sns.regplot(\n", " 'fiscal_year', 'success_rate2', data=gvals,\n", " scatter=False, line_kws={'linewidth': 5, 'c': 'k'},\n", " order=3)\n", " ax.set_title('Grant Activity Code: {0}'.format(grant), fontsize=20)\n", " ax.set(ylim=[0, 1])\n", " _ = plt.setp(mn_reg.collections[-1], color='k', alpha=.1)\n", " ax.legend(loc='right', bbox_to_anchor=(1.2, .5),\n", " ncol=1, fancybox=True, shadow=True, frameon=False, fontsize=8)\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see - some of these data aren't well-modeled by a line in the first place. That's because there's a lot of missing data in here. However, especially for the more common grants (F31, F32) you can see some interesting (and mostly downward) trends.\n", "\n", "# Digging in to specific grants\n", "Next, we'll take a look at some more specific information about a select grant type. I'll focus on the F31 and F32 because that's most related to what I'm applying for." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Pull the subset of data we want\n", "grant_type = ['F31', 'F32']\n", "subset = data.query('activity_code in @grant_type')\n", "\n", "# Average out the grant type column\n", "subset = subset.groupby(['fiscal_year', 'nih_institute_center']).mean().reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll plot the successrate (y-axis) as a function of year (color) for each NIH center (x-axis)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "variable_types = ['success_rate2', 'number_of_applications_reviewed']\n", "n_yrs = len(subset.fiscal_year.unique())\n", "pal = sns.color_palette('RdBu_r', n_colors=n_yrs)\n", "for var in variable_types:\n", " f, ax = plt.subplots(figsize=(8, 4))\n", " sns.barplot(x='nih_institute_center', y=var,\n", " data=subset, hue='fiscal_year', palette=pal)\n", " _ = plt.setp(ax.get_xticklabels(), rotation=90, fontsize=15)\n", " _ = plt.setp(ax.get_yticklabels(), fontsize=15)\n", " ax.legend(loc='right', bbox_to_anchor=(1.15, .5),\n", " ncol=1, fancybox=True, shadow=True, frameon=False, fontsize=8)\n", " ax.set_title(var, fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is there anything that we can learn from this? Let's look at how the finding changed for each year: " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "yearly_change = subset.set_index(['nih_institute_center', 'fiscal_year'])['success_rate2'].\\\n", " unstack('nih_institute_center')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_palette(sns.color_palette('rainbow', yearly_change.shape[1]))\n", "ax = yearly_change.plot(figsize=(10, 5))\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05),\n", " ncol=7, fancybox=True, shadow=True, frameon=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make things more comparable, we can normalize each timeseries by its first value, this will give everything the same starting point. We'll also smooth the curves a little bit to get an idea for general trends. We'll apply an exponentially-weighted moving average so recent points factor more into the average\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize data and apply a bit of smoothing\n", "yearly_change_norm = yearly_change / yearly_change.iloc[0]\n", "ax = yearly_change_norm.apply(pd.stats.moments.ewma, span=5).\\\n", " plot(figsize=(10, 5))\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05),\n", " ncol=7, fancybox=True, shadow=True, frameon=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems like some NIH groups have made out better than others. Maybe this simply because the number of total applications each received changed from one year to another. \n", "\n", "As a final analysis, we can look at how the yearly change in applications is correlated with a success rate.\n", "\n", "Positive lines mean that more applications tend to have a higher success rate, negative lines mean more apps have a lower success rate. I'll also color each point by the fiscal year it came from - hotter colors mean more recent years." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grp_cent = subset.groupby('nih_institute_center')\n", "n_cl = 4\n", "n_rw = np.ceil(len(grp_cent) / float(n_cl)).astype(int)\n", "f, axs = plt.subplots(n_rw, n_cl, figsize=(3*n_cl, 2*n_rw))\n", "for (cent, vals), ax in zip(grp_cent, axs.ravel()):\n", " yr = vals['fiscal_year'] / 100\n", " corr = np.corrcoef(*vals[['number_of_applications_reviewed', 'success_rate2']].values.T)[1, 0]\n", " lc = str(np.where(corr > 0, 'g', 'r'))\n", " sns.regplot('number_of_applications_reviewed', 'success_rate2',\n", " data=vals, ax=ax, scatter_kws={'s': yr*5, 'c': yr, 'cmap': plt.cm.RdBu_r},\n", " line_kws={'c': lc}, ci=None)\n", " ax.set(ylim=[-.1, .8])\n", "# sns.corrplot(vals.set_index(['fiscal_year']), cbar=False, ax=ax)\n", " ax.set_title(cent, fontsize=10)\n", " ax.annotate('Corr: {0: .02f}'.format(corr), (.1, .9),\n", " xycoords='axes fraction', fontsize=10)\n", "plt.tight_layout()\n", "_ = plt.setp([ax.get_xticklabels() + ax.get_yticklabels()\n", " for ax in axs.ravel()], fontsize=10)\n", "_ = plt.setp([ax.xaxis.label, ax.yaxis.label], fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So what did we learn from any of this? Well, it seems like the funding landscape at the NIH is changing, and some groups are making out better than others.\n", "\n", "There are power players who've been around for a while, like the NINDS, who haven't seen a huge change in their granting behavior. Other groups, such as NIAAA, have seen their success rates decline steadily w/ increased applications. On the other hand, there are some centers that have actually shown both an increase in applications AND an increase in success rates (such as the NHGRI), which may reflect increased interest in those research endeavors from congress etc.\n", "\n", "There's a lot more to be read into this data, so I encourage people to check it out for themselves, or suggest things to try out on top of what's already here. It's been fun learning a bit about the landscape of grants at the NIH." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appendix\n", "## NIH acronym lookup" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data['nih_institute_center'].unique()\n", "nih_centers = {u'NCCAM': 'National Center for Complementary and Alternative Medicine',\n", " u'NINDS': 'National Institute on Neurological Disorders and Stroke',\n", " u'NIDA': 'National Institute on Drug Abuse',\n", " u'NIDCD': 'National Institute on Deafness and Other Communication Disorders',\n", " u'NIDCR': 'National Institute of Dental and Craniofacial Research',\n", " u'NIEHS': 'National Institute of Environmental Health Sciences',\n", " u'NIMH': 'National Institute of Mental Health',\n", " u'NIAAA': 'National Institute on Alcohol Abuse and Alcoholism',\n", " u'NIA': 'National Institute on Aging',\n", " u'NIAID': 'National Institute of Allergy and Infectious Diseases',\n", " u'NIAMS': 'National Institute of Arthritis and Musculoskeletal and Skin Diseases',\n", " u'NCI': 'National Cancer Institute',\n", " u'NIDDK': 'National Institute of Diabetes and Digestive and Kidney Diseases',\n", " u'NIBIB': 'National Institute of Biomedical Imaging and Bioengineering',\n", " u'NEI': 'National Eye Institute',\n", " u'NIGMS': 'National Institute of General Medical Sciences',\n", " u'NICHD': 'National Institute of Child Health and Human Development',\n", " u'NHGRI': 'National Human Genome Research Institute',\n", " u'NHLBI': 'National Heart, Lung, and Bloog Institute',\n", " u'NINR': 'National Institute of Nursing Research',\n", " u'NCRR': 'National Center for Research Resources',\n", " u'NLM': 'National Library of Medicine'}\n", "for ac, cent in nih_centers.iteritems():\n", " print('{0}:\\t{1}'.format(ac, cent))" ] } ], "metadata": { "category": "til", "date": "2015-10-29", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "2.7.10" }, "redirect": "nih-grant-analysis", "tags": "python, statistics, visualization, grants", "title": "NIH grant analysis" }, "nbformat": 4, "nbformat_minor": 0 }