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quant-rating-calculation.ipynb
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"metadata": {
"colab": {
"name": "Quant Rating Calculation.ipynb",
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"mount_file_id": "1L8FdqEzLSa9wqNfq4qVQKSDV9HvaCc6_",
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{
"cell_type": "markdown",
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"<a href=\"https://colab.research.google.com/gist/firmai/8f274e543a1e34d99921d63a16573d95/quant-rating-calculation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yuR7tYBvoxTp"
},
"source": [
"## Quant Rating Calculation\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ot6lNd_vr38E"
},
"source": [
"$$\\textbf{Reputation Score} = Peer Assessment \\times20\\% + Quant GRE Score \\times 20\\% + Coherency \\times20\\% + Global University Ranking \\times20\\% + Student Acceptance Rate \\times 20\\% \\\\ --- \\\\ \\textbf{Remuneration Score} = Salary \\times 50\\% + Employment Rate \\times 25\\% + Tuition Affordability \\times 25\\% \\\\ --- \\\\ \\textbf{Quality Score} = Industry Affiliated Lecturers \\times 40\\% + Class Size Average \\times 20\\% + Staff to Students Ratio \\times 20\\% + Average Citations \\times 20\\% \\\\---\\\\\\textbf{Overall} = Reputation Score \\times 33\\% + Remuneration Score \\times 33\\% + Quality Score \\times 33\\% $$"
]
},
{
"cell_type": "code",
"metadata": {
"id": "askumoNVJ0bl"
},
"source": [
"import pandas as pd\n",
"\n",
"pre_l = \"https://github.com/firmai/random-assets-two/blob/master/quantrating/\"\n",
"\n",
"\n",
"df_tfe = pd.read_csv(pre_l +\"data_tfetimes.csv?raw=true\")\n",
"df_quant = pd.read_csv(pre_l +\"data_quantnet.csv?raw=true\")\n",
"df_risk = pd.read_csv(pre_l +\"data_risk.csv?raw=true\")\n",
"df_det = pd.read_excel(pre_l + \"risk_quantitative_finance.xlsx?raw=true\")\n",
"df_risk_two = pd.read_csv(pre_l +\"data_risk2.csv?raw=true\")\n",
"df_rank = pd.read_csv(pre_l +\"uni_rank.csv?raw=true\").set_index(\"University/institution\")\n",
"\n",
"\n",
"df_det[\"Banking\"] = df_det[\"Graduates employed in\"].str.split(\"Banking: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det[\"Asset Management\"] = df_det[\"Graduates employed in\"].str.split(\"asset management: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det[\"Consulting\"] = df_det[\"Graduates employed in\"].str.split(\"consulting: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det[\"Fintech\"] = df_det[\"Graduates employed in\"].str.split(\"fintech: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det[\"Academia\"] = df_det[\"Graduates employed in\"].str.split(\"academia: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det[\"Other\"] = df_det[\"Graduates employed in\"].str.split(\"other: \", expand=True)[1].str.split(\"%\", expand=True)[0].astype(float)/100\n",
"df_det.iloc[df_det[(df_det[\"Name\"]==\"Rutgers University\") & (df_det[\"sheetnames\"]==\"Master’s in Mathematical Finance\")].index.values[0], 1] = \"Rutgers University (Mathematical Finance)\" \n",
"df_det.iloc[df_det[(df_det[\"Name\"]==\"Rutgers University\") & (df_det[\"sheetnames\"]==\"Master’s in Financial Statistics and Risk Management\")].index.values[0], 1] = \"Rutgers University (Quantitative Finance)\" \n",
"df_det.iloc[df_det[(df_det[\"Name\"]==\"University of York\") & (df_det[\"sheetnames\"]==\"MSc in Mathematical Finance\")].index.values[0], 1] = \"University of York (Mathematical Finance)\" \n",
"df_det.iloc[df_det[(df_det[\"Name\"]==\"University of York\") & (df_det[\"sheetnames\"]==\"MSc in Financial Engineering\")].index.values[0], 1] = \"University of York (Quantitative Finance)\" \n",
"df_det = df_det.set_index(\"Name\")\n",
"df_det[\"Most-cited lecturers\"] = df_det[\"Most-cited lecturers\"].replace(',','', regex=True)\n",
"df_det[\"Average Citations\"] = df_det[\"Most-cited lecturers\"].str.extractall('(\\d+)').unstack().loc[:,0].astype(float).mean(axis=1,skipna=True)\n",
"# both have 96 in the fall\n",
"df_det.loc[\"University of California, Berkeley (Haas School of Business)\",\"Full-time students\"] = 96\n",
"df_det.loc[\"New York University (Tandon School of Engineering)\",\"Full-time students\"] = 96\n",
"df_det[\"Staff to Students\"] = df_det[\"Teaching staff\"] / df_det[\"Full-time students\"]"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "UF30mEvWN5Jd"
},
"source": [
"import numpy as np\n",
"df_quant = df_quant.replace({\"-\":np.nan})\n",
"def ser_perce(ser):\n",
" ser = ser.str.rstrip('%')\n",
" ser = ser.fillna(ser.median()).astype('float') / 100.0\n",
" return ser\n",
"\n",
"df_quant['emplm_rate_grad'] = ser_perce(df_quant['emplm_rate_grad'] )\n",
"df_quant['emplm_rate_3_month_aft'] = ser_perce(df_quant['emplm_rate_3_month_aft'] )\n",
"df_quant['avr_start_salary_bonus'] = df_quant['avr_start_salary_bonus'].replace({'\\$': '', ',': ''}, regex=True).astype(float)\n",
"df_quant['tuition'] = df_quant['tuition'].str.split().str[0]\n",
"df_quant['tuition'] = df_quant['tuition'].replace({'\\$': '', ',': ''}, regex=True).astype(float)\n",
"\n",
"df_quant['cohort_size'] = df_quant['cohort_size'].str.split().str[0].astype(int)\n",
"\n",
"df_quant = df_quant.fillna(df_quant.median())\n",
"voila = df_quant[[\"peer_assessment\",\"emplm_rate_grad\",\"emplm_rate_3_month_aft\",\"avr_start_salary_bonus\",\"avr_gre_quant\",\"tuition\",\"cohort_size\"]]\n",
"voila = (voila-voila.min())/(voila.max()-voila.min())\n",
"voila = voila * (1 - 0) + 0\n",
"\n",
"vals = voila[\"emplm_rate_grad\"] * 0.10 + voila[\"emplm_rate_3_month_aft\"] * 0.05 + voila[\"avr_start_salary_bonus\"] * 0.25 + voila[\"avr_start_salary_bonus\"] * 0.15"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "rNNXkfEZXKsZ"
},
"source": [
"reppy = {\"Boston University\":\"Boston University (Questrom School of Business)\", \"NYU Tandon School of Engineering\":\"New York University (Tandon School of Engineering)\" , \"New York University\":\"New York University (Courant Institute of Mathematical Sciences)\" , \"University of California, Berkeley\":\"University of California, Berkeley (Haas School of Business)\", \n",
" \"University of California, Los Angeles\":\"University of California, Los Angeles (Anderson School of Management)\", \"Illinois Institute of Technology\": \"University of Illinois at Urbana-Champaign\", \"Princeton University\": \"Princeton University (Bendheim Center for Finance)\"}\n",
"\n",
"df_quant = df_quant.replace(reppy)\n",
"\n",
"df_quant.iloc[df_quant[(df_quant[\"uni_name\"]==\"Columbia University\") & (df_quant[\"program\"]==\"Financial Engineering\")].index.values[0], 1] = \"Columbia University (Columbia Engineering)\"\n",
"\n",
"\n",
"df_quant.iloc[df_quant[(df_quant[\"uni_name\"]==\"Rutgers University\") & (df_quant[\"program\"]==\"Mathematical Finance\")].index.values[0], 1] = \"Rutgers University (Mathematical Finance)\" \n",
"df_quant.iloc[df_quant[(df_quant[\"uni_name\"]==\"Rutgers University\") & (df_quant[\"program\"]==\"Quantitative Finance\")].index.values[0], 1] = \"Rutgers University (Quantitative Finance)\" \n",
"df_risk.iloc[df_risk[(df_risk[\"University/institution\"]==\"Rutgers University\") & (df_risk[\"Programme\"]==\"Master’s in Mathematical Finance\")].index.values[0], 0] = \"Rutgers University (Mathematical Finance)\" \n",
"df_risk.iloc[df_risk[(df_risk[\"University/institution\"]==\"Rutgers University\") & (df_risk[\"Programme\"]==\"Master’s in Financial Statistics and Risk Management\")].index.values[0], 0] = \"Rutgers University (Quantitative Finance)\" \n",
"df_risk.iloc[df_risk[(df_risk[\"University/institution\"]==\"University of York\") & (df_risk[\"Programme\"]==\"MSc in Mathematical Finance\")].index.values[0], 0] = \"University of York (Mathematical Finance)\" \n",
"df_risk.iloc[df_risk[(df_risk[\"University/institution\"]==\"University of York\") & (df_risk[\"Programme\"]==\"MSc in Financial Engineering\")].index.values[0], 0] = \"University of York (Quantitative Finance)\" \n",
"\n",
"df_risk['Accept. rate'] = ser_perce(df_risk['Accept. rate'] )\n",
"df_risk['Empl. rate'] = ser_perce(df_risk['Empl. rate'] )\n",
"\n",
"df_risk['Salary ($)'] = df_risk['Salary ($)'].replace({'\\$': '', ',': ''}, regex=True).astype(float)\n",
"\n",
"df_risk = df_risk.fillna(df_risk.median())\n",
"df_risk_two[\"Accept. rate\"] = ser_perce(df_risk_two[\"Accept. rate\"] )\n",
"df_risk_two[\"Students accepting\"] = ser_perce(df_risk_two[\"Students accepting\"] )\n",
"df_risk_two[\"Employment rate\"] = ser_perce(df_risk_two[\"Employment rate\"] )\n",
"df_risk_two[\"Industry-affiliated lecturers\"] = ser_perce(df_risk_two[\"Industry-affiliated lecturers\"] )\n",
"df_risk_two[\"Salary (US$, adjusted)\"] = df_risk_two['Salary (US$, adjusted)'].replace({'\\$': '', ',': ''}, regex=True).astype(float)\n",
"df_risk_two = df_risk_two.fillna(df_risk_two.median())"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "vTANblkqgPjq"
},
"source": [
"df_risk_two = df_risk_two.drop([\"Accept. rate\", \"Class size\", \"Salary (US$, adjusted)\"], axis=1)\n",
"df_risk_merge = pd.merge(df_risk, df_risk_two, on=\"University/institution\",how=\"left\")\n",
"df_risk_merge = pd.merge(df_risk_merge, df_det[[\"Average Citations\", \"Staff to Students\"]],left_on=\"University/institution\", right_index=True,how=\"left\")\n",
"df_risk_merge = df_risk_merge.fillna(df_risk_merge.median())"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ULZO466AeXwr"
},
"source": [
"full_fang = pd.merge(df_risk_merge, df_quant, left_on=\"University/institution\", right_on=\"uni_name\",how=\"left\")\n",
"full_fang = full_fang.fillna(full_fang.median())\n",
"full_fang[\"salary_descrepancy\"] = (full_fang[\"avr_start_salary_bonus\"] - full_fang[\"Salary ($)\"]).abs()\n",
"full_fang.loc[full_fang['Country'] != 'US', 'salary_descrepancy'] = np.nan\n",
"full_fang = full_fang.fillna(full_fang.median())\n",
"full_fang[\"class_descrepancy\"] = (full_fang[\"Class size\"] - full_fang[\"cohort_size\"]).abs()\n",
"full_fang.loc[full_fang['Country'] != 'US', 'class_descrepancy'] = np.nan\n",
"full_fang[\"employment_descrepancy\"] = (full_fang[\"Empl. rate\"] - full_fang[\"emplm_rate_3_month_aft\"]).abs()\n",
"full_fang.loc[full_fang['Country'] != 'US', 'employment_descrepancy'] = np.nan\n",
"full_fang = full_fang.fillna(full_fang.median())\n",
"full_fang = full_fang.set_index(\"University/institution\")\n",
"full_fang = full_fang[full_fang.select_dtypes(include=np.number).columns.tolist()]\n",
"bool_df = full_fang.copy()\n",
"for col in bool_df.columns:\n",
" bool_df[col] = bool_df[col].duplicated()\n",
" \n",
"bool_df = bool_df.replace({False:0, True:1})\n",
"full_fang[\"missing_data\"] = bool_df.sum(axis=1)\n",
"\n",
"full_fang = pd.merge(full_fang,df_rank, left_index=True, right_index=True)\n",
"# full_fang = full_fang.drop('University of York') # replicated fix later\n",
"normalized_df=(full_fang-full_fang.min())/(full_fang.max()-full_fang.min())"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yq7WL6hvr3bJ"
},
"source": [
"reputation = normalized_df[\"peer_assessment\"]*.20 + normalized_df[\"avr_gre_quant\"]*.20 + (1-(normalized_df[\"salary_descrepancy\"]+normalized_df[\"class_descrepancy\"]+normalized_df[\"employment_descrepancy\"]+normalized_df[\"missing_data\"])/4)*.20 + (1-normalized_df[\"Ranking\"])*.20 + normalized_df[\"Students accepting\"]*0.05 + (1-normalized_df[\"Accept. rate\"])*0.15\n",
"remuneration = (normalized_df[\"Salary ($)\"] + normalized_df[\"avr_start_salary_bonus\"])/2*.50 + (normalized_df[\"Empl. rate\"] + normalized_df[\"emplm_rate_3_month_aft\"] + normalized_df[\"emplm_rate_grad\"])/3*.25 +(1-normalized_df[\"tuition\"])*.25\n",
"quality = normalized_df[\"Industry-affiliated lecturers\"]*.40 + (1- (normalized_df[\"Class size\"]))*.20 + normalized_df[\"Staff to Students\"]*.20 + normalized_df[\"Average Citations\"]*.20\n",
"\n",
"df_new = reputation.to_frame()\n",
"df_new.columns = [\"Reputation\"]\n",
"df_new[\"Remuneration\"] = remuneration.values\n",
"df_new[\"Quality\"] = quality.values\n",
"df_new_norm =(df_new-df_new.min())/(df_new.max()-df_new.min())\n",
"df_new_norm[\"Final\"] = df_new_norm.sum(axis=1)/3\n",
"\n",
"df_all = pd.merge(pd.merge(df_new_norm[[\"Final\",\"Reputation\",\"Remuneration\",\"Quality\"]],full_fang, left_index=True,right_index=True, how=\"left\"), df_det.drop([\"Employment rate\", \"Average Citations\", \"Staff to Students\"],axis=1), left_index=True, right_index=True, how=\"left\")\n",
"df_all = df_all.round(2)\n",
"df_all.sort_values(\"Final\",ascending=False).reset_index().to_csv(\"quant_rating.csv\", index=False)"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "gky270Dld-Yb",
"outputId": "1630b847-21a2-4a81-c839-bc8d322fb6a0"
},
"source": [
"df_all"
],
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Final</th>\n",
" <th>Reputation</th>\n",
" <th>Remuneration</th>\n",
" <th>Quality</th>\n",
" <th>Class size</th>\n",
" <th>Accept. rate</th>\n",
" <th>Salary ($)</th>\n",
" <th>Empl. rate</th>\n",
" <th>Rank</th>\n",
" <th>Students accepting</th>\n",
" <th>Industry-affiliated lecturers</th>\n",
" <th>Employment rate</th>\n",
" <th>Average Citations</th>\n",
" <th>Staff to Students</th>\n",
" <th>peer_assessment</th>\n",
" <th>emplm_rate_grad</th>\n",
" <th>emplm_rate_3_month_aft</th>\n",
" <th>avr_start_salary_bonus</th>\n",
" <th>avr_gre_quant</th>\n",
" <th>tuition</th>\n",
" <th>cohort_size</th>\n",
" <th>salary_descrepancy</th>\n",
" <th>class_descrepancy</th>\n",
" <th>employment_descrepancy</th>\n",
" <th>missing_data</th>\n",
" <th>Ranking</th>\n",
" <th>Url</th>\n",
" <th>Title</th>\n",
" <th>Address</th>\n",
" <th>Description</th>\n",
" <th>sheetnames</th>\n",
" <th>Programme director</th>\n",
" <th>Website</th>\n",
" <th>Full-time students</th>\n",
" <th>Part-time students</th>\n",
" <th>International students</th>\n",
" <th>Average class size</th>\n",
" <th>Applications received</th>\n",
" <th>Offers made</th>\n",
" <th>Offers accepted</th>\n",
" <th>Teaching staff</th>\n",
" <th>Industry-affiliated teaching staff</th>\n",
" <th>Teaching hours</th>\n",
" <th>Visiting staff teaching hours</th>\n",
" <th>Homework hours</th>\n",
" <th>Graduates employed in</th>\n",
" <th>Post-master’s salaries</th>\n",
" <th>Most-cited lecturers</th>\n",
" <th>Programme duration</th>\n",
" <th>Fees</th>\n",
" <th>Application deadline date</th>\n",
" <th>Gender balance of students</th>\n",
" <th>Gender balance of teaching staff</th>\n",
" <th>% of teaching conducted remotely</th>\n",
" <th>% of take-home/remote exams</th>\n",
" <th>Banking</th>\n",
" <th>Asset Management</th>\n",
" <th>Consulting</th>\n",
" <th>Fintech</th>\n",
" <th>Academia</th>\n",
" <th>Other</th>\n",
" </tr>\n",
" <tr>\n",
" <th>University/institution</th>\n",
" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>Baruch College, City University of New York</th>\n",
" <td>0.78</td>\n",
" <td>0.68</td>\n",
" <td>1.00</td>\n",
" <td>0.67</td>\n",
" <td>21</td>\n",
" <td>0.08</td>\n",
" <td>116917.0</td>\n",
" <td>1.00</td>\n",
" <td>2.0</td>\n",
" <td>0.73</td>\n",
" <td>0.64</td>\n",
" <td>1.00</td>\n",
" <td>991.60</td>\n",
" <td>0.42</td>\n",
" <td>4.0</td>\n",
" <td>0.93</td>\n",
" <td>1.00</td>\n",
" <td>147028.0</td>\n",
" <td>169.8</td>\n",
" <td>42395.0</td>\n",
" <td>26.0</td>\n",
" <td>30111.0</td>\n",
" <td>5.0</td>\n",
" <td>0.00</td>\n",
" <td>0</td>\n",
" <td>1249</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Baruch College, City Univers...</td>\n",
" <td>New York City, US</td>\n",
" <td>Baruch College’s Master of Science in Financia...</td>\n",
" <td>NaN</td>\n",
" <td>Dan Stefanica</td>\n",
" <td>https://mfe.baruch.cuny.edu/</td>\n",
" <td>26</td>\n",
" <td>3</td>\n",
" <td>25</td>\n",
" <td>21</td>\n",
" <td>490</td>\n",
" <td>40</td>\n",
" <td>29</td>\n",
" <td>11.0</td>\n",
" <td>7.0</td>\n",
" <td>36 hours</td>\n",
" <td>12 hours</td>\n",
" <td>20 hours per week</td>\n",
" <td>Banking: 48% asset management: 6% consulting: ...</td>\n",
" <td>$116,917</td>\n",
" <td>Jim Gatheral: 2610 citations Andrew Lesniewski...</td>\n",
" <td>16 months</td>\n",
" <td>$28,670 for NY state residents $42,395 for out...</td>\n",
" <td>Round 1: November 15, 2020 round 2: January 15...</td>\n",
" <td>62% male, 38% female</td>\n",
" <td>91% male, 9% female</td>\n",
" <td>27% of fall 2020 courses are hybrid 73% are ta...</td>\n",
" <td>100% of the examinations will be remote.</td>\n",
" <td>0.48</td>\n",
" <td>0.06</td>\n",
" <td>0.02</td>\n",
" <td>0.09</td>\n",
" <td>NaN</td>\n",
" <td>0.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Boston University (Questrom School of Business)</th>\n",
" <td>0.36</td>\n",
" <td>0.65</td>\n",
" <td>0.14</td>\n",
" <td>0.30</td>\n",
" <td>48</td>\n",
" <td>0.43</td>\n",
" <td>82660.0</td>\n",
" <td>0.91</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1374.40</td>\n",
" <td>0.17</td>\n",
" <td>3.0</td>\n",
" <td>0.60</td>\n",
" <td>0.94</td>\n",
" <td>90569.0</td>\n",
" <td>168.6</td>\n",
" <td>85281.0</td>\n",
" <td>101.0</td>\n",
" <td>7909.0</td>\n",
" <td>53.0</td>\n",
" <td>0.03</td>\n",
" <td>0</td>\n",
" <td>112</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Boston University (Questrom ...</td>\n",
" <td>Boston, Massachusetts, US</td>\n",
" <td>Boston University’s MS in Mathematical Financ...</td>\n",
" <td>NaN</td>\n",
" <td>Anton Theunissen</td>\n",
" <td>http://www.bu.edu/questrom/degree-programs/ms-...</td>\n",
" <td>101</td>\n",
" <td>NaN</td>\n",
" <td>94</td>\n",
" <td>48</td>\n",
" <td>1,270</td>\n",
" <td>543</td>\n",
" <td>132</td>\n",
" <td>17.0</td>\n",
" <td>5.0</td>\n",
" <td>468 hours total (3 semesters), 156 hours/semes...</td>\n",
" <td>195 hours total (3 semesters)</td>\n",
" <td>24 hours per week</td>\n",
" <td>Banking: 37% asset management: 21% consulting:...</td>\n",
" <td>Mean: $82,660 median: $85,000</td>\n",
" <td>Steven Kou: 2271 citations Dirk Hackbarth: 180...</td>\n",
" <td>21 or 17 months</td>\n",
" <td>$56,854 for academic year 2020/21 $85,281 for ...</td>\n",
" <td>Round 1: Nov 13, 2020 round 2: Feb 24, 2021 ro...</td>\n",
" <td>59% male, 41% female</td>\n",
" <td>81.25% male, 18.75% female</td>\n",
" <td>Students have the choice of attending classes ...</td>\n",
" <td>All mid-terms and exams will be conducted remo...</td>\n",
" <td>0.37</td>\n",
" <td>0.21</td>\n",
" <td>0.08</td>\n",
" <td>0.20</td>\n",
" <td>NaN</td>\n",
" <td>0.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Carnegie Mellon University</th>\n",
" <td>0.57</td>\n",
" <td>0.92</td>\n",
" <td>0.51</td>\n",
" <td>0.28</td>\n",
" <td>44</td>\n",
" <td>0.19</td>\n",
" <td>108846.0</td>\n",
" <td>0.99</td>\n",
" <td>10.0</td>\n",
" <td>0.47</td>\n",
" <td>0.20</td>\n",
" <td>0.99</td>\n",
" <td>3793.00</td>\n",
" <td>0.17</td>\n",
" <td>4.1</td>\n",
" <td>0.77</td>\n",
" <td>0.95</td>\n",
" <td>127546.0</td>\n",
" <td>169.0</td>\n",
" <td>89151.0</td>\n",
" <td>89.0</td>\n",
" <td>18700.0</td>\n",
" <td>45.0</td>\n",
" <td>0.04</td>\n",
" <td>0</td>\n",
" <td>53</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Carnegie Mellon University</td>\n",
" <td>Pittsburgh and New York City, US</td>\n",
" <td>Carnegie Mellon University’s Master of Science...</td>\n",
" <td>NaN</td>\n",
" <td>Richard Bryant</td>\n",
" <td>https://www.cmu.edu/mscf/</td>\n",
" <td>89</td>\n",
" <td>NaN</td>\n",
" <td>70</td>\n",
" <td>52 in New York, 37 in Pittsburgh</td>\n",
" <td>1,022</td>\n",
" <td>191</td>\n",
" <td>126</td>\n",
" <td>15.0</td>\n",
" <td>3.0</td>\n",
" <td>532</td>\n",
" <td>42</td>\n",
" <td>1,568 across programme</td>\n",
" <td>Banking: 49% asset management: 16% fintech: 5%...</td>\n",
" <td>$108,846</td>\n",
" <td>Steven Shreve: 9535 citations John Lehoczky: 3...</td>\n",
" <td>16 months</td>\n",
" <td>$89,334</td>\n",
" <td>Round 1: December 10, 2020 round 2: March 15, ...</td>\n",
" <td>Male: 71%, female: 29%</td>\n",
" <td>Male: 93%, female: 7%</td>\n",
" <td>All courses are available in hybrid mode, allo...</td>\n",
" <td>100% conducted remotely.</td>\n",
" <td>0.49</td>\n",
" <td>0.16</td>\n",
" <td>NaN</td>\n",
" <td>0.05</td>\n",
" <td>NaN</td>\n",
" <td>0.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Chinese University of Hong Kong, Shenzhen</th>\n",
" <td>0.34</td>\n",
" <td>0.79</td>\n",
" <td>0.00</td>\n",
" <td>0.23</td>\n",
" <td>93</td>\n",
" <td>0.14</td>\n",
" <td>25540.0</td>\n",
" <td>0.94</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>3251.60</td>\n",
" <td>0.25</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>4</td>\n",
" <td>39</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Chinese University of Hong K...</td>\n",
" <td>Shenzhen, China</td>\n",
" <td>The Master of Science in Financial Engineerin...</td>\n",
" <td>NaN</td>\n",
" <td>Chen Nan</td>\n",
" <td>http://idda-msc-fe.cuhk.edu.cn/</td>\n",
" <td>93</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>93</td>\n",
" <td>1,139</td>\n",
" <td>155</td>\n",
" <td>111</td>\n",
" <td>23.0</td>\n",
" <td>3.0</td>\n",
" <td>630 hours</td>\n",
" <td>12 hours</td>\n",
" <td>3 hours per course per week</td>\n",
" <td>Banking: 44% asset management: 25% consulting:...</td>\n",
" <td>Mean: CNY165,000 median: CNY145,000</td>\n",
" <td>Jeffrey Xu Yu: 11810 citations Duan Li: 2881 c...</td>\n",
" <td>2 years</td>\n",
" <td>CNY220,000</td>\n",
" <td>May 31, 2021</td>\n",
" <td>57% male, 43% female</td>\n",
" <td>91% male, 9% female</td>\n",
" <td>45%</td>\n",
" <td>15%</td>\n",
" <td>0.44</td>\n",
" <td>0.25</td>\n",
" <td>0.04</td>\n",
" <td>0.10</td>\n",
" <td>0.06</td>\n",
" <td>0.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>City University of Hong Kong</th>\n",
" <td>0.34</td>\n",
" <td>0.62</td>\n",
" <td>0.17</td>\n",
" <td>0.23</td>\n",
" <td>65</td>\n",
" <td>0.50</td>\n",
" <td>89513.0</td>\n",
" <td>0.35</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>277.50</td>\n",
" <td>0.27</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>53</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: City University of Hong Kong</td>\n",
" <td>Hong Kong, China</td>\n",
" <td>The Master of Science in Financial Engineerin...</td>\n",
" <td>NaN</td>\n",
" <td>Tao Li</td>\n",
" <td>https://www.cityu.edu.hk/pg/programme/p15</td>\n",
" <td>55</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>65</td>\n",
" <td>299</td>\n",
" <td>149</td>\n",
" <td>59</td>\n",
" <td>15.0</td>\n",
" <td>3.0</td>\n",
" <td>585</td>\n",
" <td>39</td>\n",
" <td>15 hours per semester</td>\n",
" <td>Banking: 22% asset management: 45% other: 33%</td>\n",
" <td>NaN</td>\n",
" <td>Tao Li: 177 citations Yaxuan Qi: 378 citations</td>\n",
" <td>1 year</td>\n",
" <td>Approximately US$55,130 for non-domestic students</td>\n",
" <td>April 30, 2020</td>\n",
" <td>58% male, 42% female</td>\n",
" <td>100% male</td>\n",
" <td>100% remote for autumn.</td>\n",
" <td>100%</td>\n",
" <td>0.22</td>\n",
" <td>0.45</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Collegio Carlo Alberto, University of Turin</th>\n",
" <td>0.54</td>\n",
" <td>0.47</td>\n",
" <td>0.28</td>\n",
" <td>0.88</td>\n",
" <td>14</td>\n",
" <td>0.56</td>\n",
" <td>89513.0</td>\n",
" <td>0.84</td>\n",
" <td>20.0</td>\n",
" <td>0.34</td>\n",
" <td>0.44</td>\n",
" <td>0.84</td>\n",
" <td>1478.00</td>\n",
" <td>2.79</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>11</td>\n",
" <td>485</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Collegio Carlo Alberto, Univ...</td>\n",
" <td>Turin, Italy</td>\n",
" <td>Like last year, Collegio Carlo Alberto’s Maste...</td>\n",
" <td>NaN</td>\n",
" <td>Giovanna Nicodano</td>\n",
" <td>https://www.carloalberto.org/education/master-...</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>14</td>\n",
" <td>78</td>\n",
" <td>44</td>\n",
" <td>18</td>\n",
" <td>39.0</td>\n",
" <td>17.0</td>\n",
" <td>584</td>\n",
" <td>398</td>\n",
" <td>NaN</td>\n",
" <td>Banking: 16% asset management: 16% consulting:...</td>\n",
" <td>NaN</td>\n",
" <td>Jan Dhaene: 2830 citations Massimiliano Capori...</td>\n",
" <td>1 year</td>\n",
" <td>€15,000</td>\n",
" <td>December 18, 2020</td>\n",
" <td>78% male, 22% female</td>\n",
" <td>85% male, 15% female</td>\n",
" <td>Following the University of Turin’s rules rega...</td>\n",
" <td>Will continue to follow the University of Turi...</td>\n",
" <td>0.16</td>\n",
" <td>0.16</td>\n",
" <td>0.16</td>\n",
" <td>0.16</td>\n",
" <td>0.11</td>\n",
" <td>0.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Columbia University</th>\n",
" <td>0.49</td>\n",
" <td>0.90</td>\n",
" <td>0.36</td>\n",
" <td>0.19</td>\n",
" <td>70</td>\n",
" <td>0.26</td>\n",
" <td>102335.0</td>\n",
" <td>0.95</td>\n",
" <td>17.0</td>\n",
" <td>0.35</td>\n",
" <td>0.16</td>\n",
" <td>0.95</td>\n",
" <td>1469.60</td>\n",
" <td>0.89</td>\n",
" <td>3.5</td>\n",
" <td>0.72</td>\n",
" <td>0.96</td>\n",
" <td>100012.0</td>\n",
" <td>169.5</td>\n",
" <td>79049.0</td>\n",
" <td>52.0</td>\n",
" <td>2323.0</td>\n",
" <td>18.0</td>\n",
" <td>0.01</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Columbia University</td>\n",
" <td>New York City, US</td>\n",
" <td>Co-sponsored by the departments of mathematic...</td>\n",
" <td>NaN</td>\n",
" <td>Lars Tyge Nielsen</td>\n",
" <td>https://www.math.columbia.edu/mafn/</td>\n",
" <td>107</td>\n",
" <td>5</td>\n",
" <td>104</td>\n",
" <td>70</td>\n",
" <td>1,250</td>\n",
" <td>323</td>\n",
" <td>156</td>\n",
" <td>95.0</td>\n",
" <td>15.0</td>\n",
" <td>350</td>\n",
" <td>NaN</td>\n",
" <td>25 hours per week</td>\n",
" <td>Banking: 39% asset management: 37% consulting:...</td>\n",
" <td>$102,335</td>\n",
" <td>Ioannis Karatzas: 6349 citations Amal Moussa: ...</td>\n",
" <td>Most full-time students will complete the prog...</td>\n",
" <td>$110,369 (includes tuition, fees/insurance and...</td>\n",
" <td>May 27, 2021</td>\n",
" <td>64% male, 36% female</td>\n",
" <td>60% male, 40% female</td>\n",
" <td>80%</td>\n",
" <td>Close to 100%</td>\n",
" <td>0.39</td>\n",
" <td>0.37</td>\n",
" <td>0.11</td>\n",
" <td>0.09</td>\n",
" <td>0.03</td>\n",
" <td>0.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Columbia University (Columbia Engineering)</th>\n",
" <td>0.69</td>\n",
" <td>0.98</td>\n",
" <td>0.50</td>\n",
" <td>0.58</td>\n",
" <td>85</td>\n",
" <td>0.11</td>\n",
" <td>106833.0</td>\n",
" <td>0.95</td>\n",
" <td>6.0</td>\n",
" <td>0.70</td>\n",
" <td>0.68</td>\n",
" <td>0.95</td>\n",
" <td>3308.60</td>\n",
" <td>0.40</td>\n",
" <td>3.8</td>\n",
" <td>0.69</td>\n",
" <td>0.98</td>\n",
" <td>120248.0</td>\n",
" <td>169.0</td>\n",
" <td>79056.0</td>\n",
" <td>85.0</td>\n",
" <td>13415.0</td>\n",
" <td>0.0</td>\n",
" <td>0.03</td>\n",
" <td>3</td>\n",
" <td>19</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Columbia University (Columbi...</td>\n",
" <td>New York City, US</td>\n",
" <td>Columbia’s Master of Science in Financial Eng...</td>\n",
" <td>NaN</td>\n",
" <td>Emanuel Derman, Ali Hirsa</td>\n",
" <td>https://msfe.ieor.columbia.edu/</td>\n",
" <td>85</td>\n",
" <td>NaN</td>\n",
" <td>77</td>\n",
" <td>85</td>\n",
" <td>1,114</td>\n",
" <td>121</td>\n",
" <td>119</td>\n",
" <td>34.0</td>\n",
" <td>23.0</td>\n",
" <td>468</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Other: 100%</td>\n",
" <td>$106,833</td>\n",
" <td>Ward Whitt: 7157 citations Donald Goldfarb: 54...</td>\n",
" <td>1 or 1.5 years</td>\n",
" <td>$79,056</td>\n",
" <td>January 5, 2020</td>\n",
" <td>60% male, 40% female</td>\n",
" <td>91.2% male, 8.8% female</td>\n",
" <td>The campus has opened, and classes are conduct...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cornell University</th>\n",
" <td>0.60</td>\n",
" <td>0.82</td>\n",
" <td>0.38</td>\n",
" <td>0.61</td>\n",
" <td>45</td>\n",
" <td>0.17</td>\n",
" <td>101500.0</td>\n",
" <td>0.95</td>\n",
" <td>9.0</td>\n",
" <td>0.53</td>\n",
" <td>0.53</td>\n",
" <td>0.95</td>\n",
" <td>4278.00</td>\n",
" <td>0.43</td>\n",
" <td>3.6</td>\n",
" <td>0.58</td>\n",
" <td>0.90</td>\n",
" <td>120960.0</td>\n",
" <td>168.0</td>\n",
" <td>87879.0</td>\n",
" <td>27.0</td>\n",
" <td>19460.0</td>\n",
" <td>18.0</td>\n",
" <td>0.05</td>\n",
" <td>5</td>\n",
" <td>21</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Cornell University</td>\n",
" <td>Ithaca and New York City, New York, US</td>\n",
" <td>Cornell’s New York-based Master in Engineering...</td>\n",
" <td>NaN</td>\n",
" <td>Victoria Averbukh</td>\n",
" <td>https://www.orie.cornell.edu/orie/cfem</td>\n",
" <td>79</td>\n",
" <td>NaN</td>\n",
" <td>67</td>\n",
" <td>45</td>\n",
" <td>874</td>\n",
" <td>149</td>\n",
" <td>41</td>\n",
" <td>34.0</td>\n",
" <td>18.0</td>\n",
" <td>112</td>\n",
" <td>12</td>\n",
" <td>30 hours per week</td>\n",
" <td>Fintech: 14% other: 86%</td>\n",
" <td>$101,500</td>\n",
" <td>David Ruppert: 6055 citations David Shmoys: 46...</td>\n",
" <td>Fall-spring-fall, 3 semesters, ~42 weeks</td>\n",
" <td>$87,870</td>\n",
" <td>January 12, 2020</td>\n",
" <td>59% male, 41% female</td>\n",
" <td>74% male, 26% female</td>\n",
" <td>38% remote, 62% in person.</td>\n",
" <td>Courses with in-person learning are expected t...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>EPFL</th>\n",
" <td>0.43</td>\n",
" <td>0.73</td>\n",
" <td>0.37</td>\n",
" <td>0.21</td>\n",
" <td>46</td>\n",
" <td>0.33</td>\n",
" <td>104000.0</td>\n",
" <td>0.91</td>\n",
" <td>19.0</td>\n",
" <td>0.91</td>\n",
" <td>0.04</td>\n",
" <td>0.91</td>\n",
" <td>3362.00</td>\n",
" <td>0.76</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>11</td>\n",
" <td>14</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: EPFL</td>\n",
" <td>Lausanne, Switzerland</td>\n",
" <td>The Master’s in Financial Engineering (MFE) at...</td>\n",
" <td>NaN</td>\n",
" <td>Rüdiger Fahlenbrach</td>\n",
" <td>https://www.epfl.ch/education/master/programs/...</td>\n",
" <td>59</td>\n",
" <td>0</td>\n",
" <td>36</td>\n",
" <td>46</td>\n",
" <td>200</td>\n",
" <td>65</td>\n",
" <td>35</td>\n",
" <td>45.0</td>\n",
" <td>2.0</td>\n",
" <td>1,155</td>\n",
" <td>319</td>\n",
" <td>1,545 across programme</td>\n",
" <td>Banking: 33.3% asset management: 12.6% consult...</td>\n",
" <td>$104,000</td>\n",
" <td>Boi Faltings: 6045 citations Rüdiger Urbanke: ...</td>\n",
" <td>2 years</td>\n",
" <td>No tuition, but enrolment fees of Sfr3,120 ($3...</td>\n",
" <td>December 15, 2020 and April 15, 2021</td>\n",
" <td>76.25% male, 23.75% female</td>\n",
" <td>77.78% male, 22.22% male</td>\n",
" <td>The academic year started with 25% of courses ...</td>\n",
" <td>Not yet fixed for fall 2020 semester. In sprin...</td>\n",
" <td>0.33</td>\n",
" <td>0.13</td>\n",
" <td>0.14</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ETH Zurich/University of Zurich</th>\n",
" <td>0.70</td>\n",
" <td>0.70</td>\n",
" <td>0.41</td>\n",
" <td>0.99</td>\n",
" <td>70</td>\n",
" <td>0.15</td>\n",
" <td>109661.0</td>\n",
" <td>1.00</td>\n",
" <td>4.0</td>\n",
" <td>0.53</td>\n",
" <td>0.84</td>\n",
" <td>1.00</td>\n",
" <td>6079.00</td>\n",
" <td>1.39</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>179</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: ETH Zurich/University of Zurich</td>\n",
" <td>Zurich, Switzerland</td>\n",
" <td>The Master of Science in Quantitative Finance ...</td>\n",
" <td>NaN</td>\n",
" <td>Erich Walter Farkas</td>\n",
" <td>https://www.msfinance.uzh.ch/en.html</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>44</td>\n",
" <td>70</td>\n",
" <td>294</td>\n",
" <td>43</td>\n",
" <td>37</td>\n",
" <td>32.0</td>\n",
" <td>27.0</td>\n",
" <td>520</td>\n",
" <td>Average of 130 hours</td>\n",
" <td>1,280 hours across programme</td>\n",
" <td>Banking: 34% consulting: 12% academia: 20% oth...</td>\n",
" <td>Mean: $109,661 median: $100,751</td>\n",
" <td>Jean-Charles Rochet: 8875 citations Steven Ong...</td>\n",
" <td>1.5 years minimum</td>\n",
" <td>Sfr2,160 (domestic students), Sfr2460 (foreign...</td>\n",
" <td>January 15, 2021</td>\n",
" <td>83% male, 17% female</td>\n",
" <td>99% male, 1% female</td>\n",
" <td>Around 90% online for autumn 2020.</td>\n",
" <td>Most exams online in autumn, 50% online in spr...</td>\n",
" <td>0.34</td>\n",
" <td>NaN</td>\n",
" <td>0.12</td>\n",
" <td>NaN</td>\n",
" <td>0.20</td>\n",
" <td>0.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Erasmus University Rotterdam</th>\n",
" <td>0.23</td>\n",
" <td>0.52</td>\n",
" <td>0.17</td>\n",
" <td>0.00</td>\n",
" <td>140</td>\n",
" <td>0.67</td>\n",
" <td>60000.0</td>\n",
" <td>0.98</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1320.67</td>\n",
" <td>0.07</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>179</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Erasmus University Rotterdam</td>\n",
" <td>Rotterdam, Netherlands</td>\n",
" <td>Erasmus University Rotterdam’s Master in Quan...</td>\n",
" <td>NaN</td>\n",
" <td>Dick van Dijk</td>\n",
" <td>https://www.eur.nl/en/master/quantitative-finance</td>\n",
" <td>140</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>140</td>\n",
" <td>230</td>\n",
" <td>155</td>\n",
" <td>140</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>240</td>\n",
" <td>10</td>\n",
" <td>30 per week</td>\n",
" <td>Banking: 10% asset management: 25% consulting:...</td>\n",
" <td>$60,000</td>\n",
" <td>Dick van Dijk: 2926 citations Chen Zhou: 736 c...</td>\n",
" <td>1 year</td>\n",
" <td>Domestic (Dutch/EEA): €2,168, foreign (non-EEA...</td>\n",
" <td>May 1, 2021</td>\n",
" <td>75% male, 25% female</td>\n",
" <td>70% male, 30% female</td>\n",
" <td>60%</td>\n",
" <td>100%</td>\n",
" <td>0.10</td>\n",
" <td>0.25</td>\n",
" <td>0.10</td>\n",
" <td>0.30</td>\n",
" <td>0.05</td>\n",
" <td>0.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fordham University</th>\n",
" <td>0.33</td>\n",
" <td>0.25</td>\n",
" <td>0.12</td>\n",
" <td>0.61</td>\n",
" <td>31</td>\n",
" <td>0.59</td>\n",
" <td>89812.0</td>\n",
" <td>0.91</td>\n",
" <td>23.0</td>\n",
" <td>0.11</td>\n",
" <td>0.50</td>\n",
" <td>0.91</td>\n",
" <td>2865.80</td>\n",
" <td>0.65</td>\n",
" <td>2.4</td>\n",
" <td>0.43</td>\n",
" <td>0.66</td>\n",
" <td>91778.0</td>\n",
" <td>168.0</td>\n",
" <td>75690.0</td>\n",
" <td>31.0</td>\n",
" <td>1966.0</td>\n",
" <td>0.0</td>\n",
" <td>0.25</td>\n",
" <td>5</td>\n",
" <td>801</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Fordham University</td>\n",
" <td>New York City, US</td>\n",
" <td>Fordham University’s Master of Science in Qua...</td>\n",
" <td>NaN</td>\n",
" <td>Sudip Gupta</td>\n",
" <td>https://www.fordham.edu/info/24010/quantitativ...</td>\n",
" <td>31</td>\n",
" <td>NaN</td>\n",
" <td>26</td>\n",
" <td>31</td>\n",
" <td>466</td>\n",
" <td>273</td>\n",
" <td>64</td>\n",
" <td>20.0</td>\n",
" <td>10.0</td>\n",
" <td>675</td>\n",
" <td>150</td>\n",
" <td>10 hours per week</td>\n",
" <td>Banking: 20% asset management: 25% fintech: 15...</td>\n",
" <td>$89,812</td>\n",
" <td>Ren-Raw Chen: 229 citations Iftekhar Hasan: 91...</td>\n",
" <td>Two years maximum. Can be completed in one yea...</td>\n",
" <td>$75,690</td>\n",
" <td>Staggered deadlines in five rounds. Latest rou...</td>\n",
" <td>65% male, 35% female</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>80% remotely taught in fall 2020 because of th...</td>\n",
" <td>80%</td>\n",
" <td>0.20</td>\n",
" <td>0.25</td>\n",
" <td>NaN</td>\n",
" <td>0.15</td>\n",
" <td>NaN</td>\n",
" <td>0.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Georgia Institute of Technology</th>\n",
" <td>0.47</td>\n",
" <td>0.74</td>\n",
" <td>0.45</td>\n",
" <td>0.22</td>\n",
" <td>34</td>\n",
" <td>0.15</td>\n",
" <td>94513.0</td>\n",
" <td>1.00</td>\n",
" <td>12.0</td>\n",
" <td>0.34</td>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>2588.60</td>\n",
" <td>0.97</td>\n",
" <td>2.8</td>\n",
" <td>0.68</td>\n",
" <td>0.96</td>\n",
" <td>102430.0</td>\n",
" <td>168.8</td>\n",
" <td>61260.0</td>\n",
" <td>34.0</td>\n",
" <td>7917.0</td>\n",
" <td>0.0</td>\n",
" <td>0.04</td>\n",
" <td>7</td>\n",
" <td>88</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Georgia Institute of Technology</td>\n",
" <td>Atlanta, US</td>\n",
" <td>Georgia Tech’s Master of Science in Quantitati...</td>\n",
" <td>NaN</td>\n",
" <td>Sudheer Chava</td>\n",
" <td>https://www.scheller.gatech.edu/degree-program...</td>\n",
" <td>34</td>\n",
" <td>NaN</td>\n",
" <td>19</td>\n",
" <td>34</td>\n",
" <td>673</td>\n",
" <td>101</td>\n",
" <td>34</td>\n",
" <td>33.0</td>\n",
" <td>NaN</td>\n",
" <td>440 hours</td>\n",
" <td>10</td>\n",
" <td>30 per week</td>\n",
" <td>Banking: 36% asset management: 41% consulting:...</td>\n",
" <td>$94,513</td>\n",
" <td>Tucker Balch: 1929 citations Shabbir Ahmed: 40...</td>\n",
" <td>18 months</td>\n",
" <td>Georgia resident: $29,670 non-Georgia resident...</td>\n",
" <td>November 1 – early round January 15 – standard...</td>\n",
" <td>73% male, 27% female</td>\n",
" <td>90% male, 10% female</td>\n",
" <td>Classes are being delivered in hybrid mode. St...</td>\n",
" <td>This varies by professor. 100% of all final ex...</td>\n",
" <td>0.36</td>\n",
" <td>0.41</td>\n",
" <td>0.07</td>\n",
" <td>0.09</td>\n",
" <td>NaN</td>\n",
" <td>0.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hong Kong University of Science and Technology</th>\n",
" <td>0.40</td>\n",
" <td>0.68</td>\n",
" <td>0.30</td>\n",
" <td>0.23</td>\n",
" <td>80</td>\n",
" <td>0.31</td>\n",
" <td>89513.0</td>\n",
" <td>0.91</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.22</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>16</td>\n",
" <td>34</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Hong Kong University of Scie...</td>\n",
" <td>Hong Kong, China</td>\n",
" <td>Hong Kong University of Science and Technolog...</td>\n",
" <td>NaN</td>\n",
" <td>Kani Chen</td>\n",
" <td>https://mafm.ust.hk/</td>\n",
" <td>89</td>\n",
" <td>9</td>\n",
" <td>2</td>\n",
" <td>80</td>\n",
" <td>750</td>\n",
" <td>230</td>\n",
" <td>113</td>\n",
" <td>20.0</td>\n",
" <td>10.0</td>\n",
" <td>45</td>\n",
" <td>40</td>\n",
" <td>8 hours per week</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>18 months</td>\n",
" <td>US$40,000</td>\n",
" <td>February 1, 2021</td>\n",
" <td>50% male, 50% female</td>\n",
" <td>90% male, 10% female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Imperial College Business School</th>\n",
" <td>0.39</td>\n",
" <td>0.68</td>\n",
" <td>0.30</td>\n",
" <td>0.21</td>\n",
" <td>80</td>\n",
" <td>0.32</td>\n",
" <td>89513.0</td>\n",
" <td>0.91</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1327.40</td>\n",
" <td>0.21</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>17</td>\n",
" <td>7</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Imperial College Business Sc...</td>\n",
" <td>London, UK</td>\n",
" <td>The MSc Risk Management and Financial Enginee...</td>\n",
" <td>NaN</td>\n",
" <td>Lara Cathcart</td>\n",
" <td>https://www.imperial.ac.uk/business-school/pro...</td>\n",
" <td>158</td>\n",
" <td>NaN</td>\n",
" <td>147</td>\n",
" <td>80</td>\n",
" <td>1,390</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.0</td>\n",
" <td>7.0</td>\n",
" <td>433</td>\n",
" <td>147</td>\n",
" <td>1,652 across programme</td>\n",
" <td>Banking: 31.22% asset management: 12.93% consu...</td>\n",
" <td>NaN</td>\n",
" <td>Enrico Biffis: 494 citations José-Luis Peydró:...</td>\n",
" <td>12 months</td>\n",
" <td>£37,500</td>\n",
" <td>January 13, 2021 March 1, 2021 April 23, 2021</td>\n",
" <td>48% male, 52% female</td>\n",
" <td>85% male, 15% female</td>\n",
" <td>Approximately 60%.</td>\n",
" <td>100%</td>\n",
" <td>0.31</td>\n",
" <td>0.13</td>\n",
" <td>0.15</td>\n",
" <td>0.03</td>\n",
" <td>0.01</td>\n",
" <td>0.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Imperial College London</th>\n",
" <td>0.51</td>\n",
" <td>0.77</td>\n",
" <td>0.42</td>\n",
" <td>0.33</td>\n",
" <td>55</td>\n",
" <td>0.12</td>\n",
" <td>115000.0</td>\n",
" <td>0.90</td>\n",
" <td>7.0</td>\n",
" <td>0.58</td>\n",
" <td>0.33</td>\n",
" <td>0.90</td>\n",
" <td>2371.80</td>\n",
" <td>0.28</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>11</td>\n",
" <td>7</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Imperial College London</td>\n",
" <td>London, UK</td>\n",
" <td>Imperial College London’s MSc in Mathematics ...</td>\n",
" <td>NaN</td>\n",
" <td>Antoine Jacquier</td>\n",
" <td>https://www.imperial.ac.uk/study/pg/mathematic...</td>\n",
" <td>54</td>\n",
" <td>1</td>\n",
" <td>50</td>\n",
" <td>55</td>\n",
" <td>800</td>\n",
" <td>95</td>\n",
" <td>55</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>450</td>\n",
" <td>50</td>\n",
" <td>30 per week</td>\n",
" <td>Banking: 70% asset management: 10% consulting:...</td>\n",
" <td>$115,000</td>\n",
" <td>Damiano Brigo: 8362 citations Antoine Jacquier...</td>\n",
" <td>1 year</td>\n",
" <td>£32,000</td>\n",
" <td>No hard deadline – it closes when the course i...</td>\n",
" <td>54% male, 46% female</td>\n",
" <td>93% male, 7% female</td>\n",
" <td>Planned 50% remote and 50% in person, if the s...</td>\n",
" <td>All exams will be online for 2020–2021. Projec...</td>\n",
" <td>0.70</td>\n",
" <td>0.10</td>\n",
" <td>0.05</td>\n",
" <td>0.05</td>\n",
" <td>0.05</td>\n",
" <td>0.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lehigh University</th>\n",
" <td>0.32</td>\n",
" <td>0.17</td>\n",
" <td>0.33</td>\n",
" <td>0.47</td>\n",
" <td>21</td>\n",
" <td>0.73</td>\n",
" <td>89513.0</td>\n",
" <td>0.44</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.69</td>\n",
" <td>2.0</td>\n",
" <td>0.60</td>\n",
" <td>0.91</td>\n",
" <td>94910.0</td>\n",
" <td>168.0</td>\n",
" <td>45000.0</td>\n",
" <td>13.0</td>\n",
" <td>5397.0</td>\n",
" <td>8.0</td>\n",
" <td>0.47</td>\n",
" <td>9</td>\n",
" <td>531</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Lehigh University</td>\n",
" <td>Bethlehem, Pennsylvania, US</td>\n",
" <td>Lehigh University’s MS in Financial Engineeri...</td>\n",
" <td>NaN</td>\n",
" <td>Patrick Zoro</td>\n",
" <td>https://business.lehigh.edu/academics/graduate...</td>\n",
" <td>13</td>\n",
" <td>NaN</td>\n",
" <td>5</td>\n",
" <td>21</td>\n",
" <td>97</td>\n",
" <td>71</td>\n",
" <td>13</td>\n",
" <td>9.0</td>\n",
" <td>NaN</td>\n",
" <td>420</td>\n",
" <td>NaN</td>\n",
" <td>30 per week</td>\n",
" <td>Banking: 25% asset management: 14% consulting:...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1–2 years</td>\n",
" <td>$45,000</td>\n",
" <td>July 15, 2021</td>\n",
" <td>92% male, 8% female</td>\n",
" <td>100% male</td>\n",
" <td>N/A, depends on situation in spring.</td>\n",
" <td>100%</td>\n",
" <td>0.25</td>\n",
" <td>0.14</td>\n",
" <td>0.08</td>\n",
" <td>0.18</td>\n",
" <td>NaN</td>\n",
" <td>0.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Monash University</th>\n",
" <td>0.42</td>\n",
" <td>0.63</td>\n",
" <td>0.16</td>\n",
" <td>0.48</td>\n",
" <td>25</td>\n",
" <td>0.47</td>\n",
" <td>65000.0</td>\n",
" <td>0.81</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1303.20</td>\n",
" <td>0.96</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>58</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Monash University</td>\n",
" <td>Melbourne, Australia</td>\n",
" <td>Melbourne-based Monash University’s Master of ...</td>\n",
" <td>NaN</td>\n",
" <td>Ivan Guo</td>\n",
" <td>https://www.monash.edu/master-financial-mathem...</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>17</td>\n",
" <td>25</td>\n",
" <td>354</td>\n",
" <td>168</td>\n",
" <td>23</td>\n",
" <td>22.0</td>\n",
" <td>8.0</td>\n",
" <td>960 hours</td>\n",
" <td>0</td>\n",
" <td>32 hours per week</td>\n",
" <td>Banking: 12% asset management: 28% consulting:...</td>\n",
" <td>Mean: US$65,000 median: US$60,000</td>\n",
" <td>Andreas Ernst: 2415 citations Paul Cally: 713 ...</td>\n",
" <td>1–2 years</td>\n",
" <td>A$36,000 (domestic), A$44,500 (international) ...</td>\n",
" <td>January 31, 2021, for semester 1 intake June 1...</td>\n",
" <td>52% male, 48% female</td>\n",
" <td>86% male, 14% female</td>\n",
" <td>100% remote teaching during the calendar year ...</td>\n",
" <td>100% conducted remotely (e-exams) in 2020.</td>\n",
" <td>0.12</td>\n",
" <td>0.28</td>\n",
" <td>0.12</td>\n",
" <td>0.05</td>\n",
" <td>0.28</td>\n",
" <td>0.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>New York University (Courant Institute of Mathematical Sciences)</th>\n",
" <td>0.69</td>\n",
" <td>0.81</td>\n",
" <td>0.24</td>\n",
" <td>1.00</td>\n",
" <td>42</td>\n",
" <td>0.17</td>\n",
" <td>115000.0</td>\n",
" <td>0.95</td>\n",
" <td>3.0</td>\n",
" <td>0.28</td>\n",
" <td>0.92</td>\n",
" <td>0.95</td>\n",
" <td>1695.00</td>\n",
" <td>1.37</td>\n",
" <td>3.8</td>\n",
" <td>0.24</td>\n",
" <td>0.48</td>\n",
" <td>104450.0</td>\n",
" <td>169.0</td>\n",
" <td>74450.0</td>\n",
" <td>27.0</td>\n",
" <td>10550.0</td>\n",
" <td>15.0</td>\n",
" <td>0.47</td>\n",
" <td>7</td>\n",
" <td>42</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: New York University (Courant...</td>\n",
" <td>New York City, US</td>\n",
" <td>The Courant Institute’s MS in Mathematics in ...</td>\n",
" <td>NaN</td>\n",
" <td>Petter Kolm</td>\n",
" <td>https://math.nyu.edu/financial_mathematics/</td>\n",
" <td>27</td>\n",
" <td>5</td>\n",
" <td>27</td>\n",
" <td>42</td>\n",
" <td>696</td>\n",
" <td>116</td>\n",
" <td>32</td>\n",
" <td>37.0</td>\n",
" <td>34.0</td>\n",
" <td>94 hours per semester</td>\n",
" <td>NaN</td>\n",
" <td>30–40 hours per week</td>\n",
" <td>Banking: 33% asset management: 37% consulting:...</td>\n",
" <td>Median: $103,700 mean: $115,000</td>\n",
" <td>Bob Kohn: 3239 citations Deane Yang: 1919 cita...</td>\n",
" <td>3 semesters or 1.5 years</td>\n",
" <td>Approximately $73,00–76,000</td>\n",
" <td>February 8, 2020</td>\n",
" <td>70.37% male, 29.62% female</td>\n",
" <td>99% male, 1% female</td>\n",
" <td>100% of courses will have a remote option, wit...</td>\n",
" <td>100% of exams will be administered remotely.</td>\n",
" <td>0.33</td>\n",
" <td>0.37</td>\n",
" <td>0.04</td>\n",
" <td>0.18</td>\n",
" <td>0.02</td>\n",
" <td>0.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>New York University (Tandon School of Engineering)</th>\n",
" <td>0.67</td>\n",
" <td>0.70</td>\n",
" <td>0.31</td>\n",
" <td>0.99</td>\n",
" <td>23</td>\n",
" <td>0.33</td>\n",
" <td>90719.0</td>\n",
" <td>0.94</td>\n",
" <td>11.0</td>\n",
" <td>0.16</td>\n",
" <td>0.91</td>\n",
" <td>0.94</td>\n",
" <td>2918.00</td>\n",
" <td>0.70</td>\n",
" <td>3.3</td>\n",
" <td>0.74</td>\n",
" <td>0.86</td>\n",
" <td>95287.0</td>\n",
" <td>169.0</td>\n",
" <td>70000.0</td>\n",
" <td>96.0</td>\n",
" <td>4568.0</td>\n",
" <td>73.0</td>\n",
" <td>0.08</td>\n",
" <td>3</td>\n",
" <td>42</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: New York University (Tandon ...</td>\n",
" <td>New York City, US</td>\n",
" <td>Once again, the MS in Financial Engineering at...</td>\n",
" <td>NaN</td>\n",
" <td>Peter Carr</td>\n",
" <td>https://engineering.nyu.edu/academics/programs...</td>\n",
" <td>96</td>\n",
" <td>Fall 2019 cohort: 0 fall 2020 cohort: 4</td>\n",
" <td>Fall 2019 cohort: 154 fall 2020 cohort: 90</td>\n",
" <td>23.2</td>\n",
" <td>Fall 2019 cohort: 1,980 fall 2020 cohort: 1,886</td>\n",
" <td>623 for fall 2020 cohort.</td>\n",
" <td>306 for fall 2020 cohort. Note: 120 students d...</td>\n",
" <td>67.0</td>\n",
" <td>61.0</td>\n",
" <td>9.5 contact hours per week (for a typical stud...</td>\n",
" <td>7.4 contact hours per week taught by non-resid...</td>\n",
" <td>28.5 hours per week for a student with a typic...</td>\n",
" <td>Banking: 45% asset management: 25% consulting:...</td>\n",
" <td>$90,719</td>\n",
" <td>Nassim Taleb: 8530 citations Peter Carr: 5001 ...</td>\n",
" <td>4 semesters, typically 1 year 9 months</td>\n",
" <td>$70,000</td>\n",
" <td>Priority deadline: December 1, 2020 general de...</td>\n",
" <td>60% male, 40% female</td>\n",
" <td>85.1% male, 14.9% female</td>\n",
" <td>45% (online hours taken by students in fall 20...</td>\n",
" <td>100%</td>\n",
" <td>0.45</td>\n",
" <td>0.25</td>\n",
" <td>0.10</td>\n",
" <td>0.12</td>\n",
" <td>0.01</td>\n",
" <td>0.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>North Carolina State University</th>\n",
" <td>0.51</td>\n",
" <td>0.56</td>\n",
" <td>0.40</td>\n",
" <td>0.57</td>\n",
" <td>20</td>\n",
" <td>0.21</td>\n",
" <td>89513.0</td>\n",
" <td>0.94</td>\n",
" <td>13.0</td>\n",
" <td>0.29</td>\n",
" <td>0.17</td>\n",
" <td>0.94</td>\n",
" <td>5993.60</td>\n",
" <td>1.35</td>\n",
" <td>2.5</td>\n",
" <td>0.68</td>\n",
" <td>1.00</td>\n",
" <td>94910.0</td>\n",
" <td>168.0</td>\n",
" <td>58497.0</td>\n",
" <td>17.0</td>\n",
" <td>5397.0</td>\n",
" <td>3.0</td>\n",
" <td>0.06</td>\n",
" <td>9</td>\n",
" <td>300</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: North Carolina State University</td>\n",
" <td>Raleigh, North Carolina, US</td>\n",
" <td>North Carolina State University’s Financial M...</td>\n",
" <td>NaN</td>\n",
" <td>Tao Pang</td>\n",
" <td>https://financial.math.ncsu.edu/</td>\n",
" <td>17</td>\n",
" <td>NaN</td>\n",
" <td>10</td>\n",
" <td>20</td>\n",
" <td>273</td>\n",
" <td>58</td>\n",
" <td>44</td>\n",
" <td>23.0</td>\n",
" <td>4.0</td>\n",
" <td>15 during semesters, 4 during summer</td>\n",
" <td>2 hours per week on average</td>\n",
" <td>20 hours per week</td>\n",
" <td>Banking: 37.1% asset management: 9.5% consulti...</td>\n",
" <td>Mean $89,513 median: $90,000</td>\n",
" <td>David Dickey: 22875 citations Kazufumi Ito: 32...</td>\n",
" <td>18 months</td>\n",
" <td>In-state (for North Carolina residents): $32,5...</td>\n",
" <td>January 31, 2020</td>\n",
" <td>70% male, 30% female</td>\n",
" <td>82% male, 18% female</td>\n",
" <td>60%</td>\n",
" <td>60%</td>\n",
" <td>0.37</td>\n",
" <td>0.10</td>\n",
" <td>0.24</td>\n",
" <td>0.08</td>\n",
" <td>0.01</td>\n",
" <td>0.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Paris-Diderot University</th>\n",
" <td>0.37</td>\n",
" <td>0.65</td>\n",
" <td>0.20</td>\n",
" <td>0.26</td>\n",
" <td>50</td>\n",
" <td>0.28</td>\n",
" <td>67000.0</td>\n",
" <td>0.95</td>\n",
" <td>18.0</td>\n",
" <td>0.78</td>\n",
" <td>0.20</td>\n",
" <td>0.95</td>\n",
" <td>2044.60</td>\n",
" <td>0.57</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>13</td>\n",
" <td>261</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Paris-Diderot University</td>\n",
" <td>Paris, France</td>\n",
" <td>The University of Paris-Diderot’s M2 Random M...</td>\n",
" <td>NaN</td>\n",
" <td>Huyên Pham</td>\n",
" <td>https://masterfinance.math.univ-paris-diderot....</td>\n",
" <td>70</td>\n",
" <td>None</td>\n",
" <td>3</td>\n",
" <td>50</td>\n",
" <td>320</td>\n",
" <td>90</td>\n",
" <td>70</td>\n",
" <td>40.0</td>\n",
" <td>8.0</td>\n",
" <td>250</td>\n",
" <td>80</td>\n",
" <td>30 hours per week</td>\n",
" <td>Banking: 70% consulting: 10% other: 20%</td>\n",
" <td>$67,000</td>\n",
" <td>Huyên Pham: 2803 citations Peter Tankov: 2196 ...</td>\n",
" <td>1 year</td>\n",
" <td>€250</td>\n",
" <td>May 15 to June 30, 2021</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>50%</td>\n",
" <td>60% in person 40% remotely.</td>\n",
" <td>0.70</td>\n",
" <td>NaN</td>\n",
" <td>0.10</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Paris-Saclay University</th>\n",
" <td>0.45</td>\n",
" <td>0.67</td>\n",
" <td>0.11</td>\n",
" <td>0.56</td>\n",
" <td>32</td>\n",
" <td>0.18</td>\n",
" <td>50000.0</td>\n",
" <td>0.90</td>\n",
" <td>24.0</td>\n",
" <td>0.58</td>\n",
" <td>0.47</td>\n",
" <td>0.90</td>\n",
" <td>728.75</td>\n",
" <td>0.94</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>13</td>\n",
" <td>261</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Paris-Saclay University</td>\n",
" <td>Evry, France</td>\n",
" <td>Paris-Saclay University’s Master of Quantitat...</td>\n",
" <td>NaN</td>\n",
" <td>Stéphane Menozzi, Vathana Ly Vath</td>\n",
" <td>https://www.universite-paris-saclay.fr/en/educ...</td>\n",
" <td>32</td>\n",
" <td>0</td>\n",
" <td>17</td>\n",
" <td>32</td>\n",
" <td>300</td>\n",
" <td>55</td>\n",
" <td>32</td>\n",
" <td>30.0</td>\n",
" <td>14.0</td>\n",
" <td>400–450 hours</td>\n",
" <td>Approximately 180 hours</td>\n",
" <td>15 hours per week</td>\n",
" <td>Banking: 70% consulting: 20% other: 10%</td>\n",
" <td>$50,000</td>\n",
" <td>Stéphane Crépey: 880 citations Stéphane Menozz...</td>\n",
" <td>1 year</td>\n",
" <td>Approximately $300</td>\n",
" <td>Applications between February and July 2021 (b...</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>85% male, 15% female</td>\n",
" <td>From September 1 to October 30: about 20%. Fro...</td>\n",
" <td>Up to now, no remote or take-home exams are fo...</td>\n",
" <td>0.70</td>\n",
" <td>NaN</td>\n",
" <td>0.20</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Paris-Sorbonne University/Ecole Polytechnique</th>\n",
" <td>0.44</td>\n",
" <td>0.74</td>\n",
" <td>0.29</td>\n",
" <td>0.29</td>\n",
" <td>72</td>\n",
" <td>0.25</td>\n",
" <td>94211.0</td>\n",
" <td>0.77</td>\n",
" <td>16.0</td>\n",
" <td>0.92</td>\n",
" <td>0.31</td>\n",
" <td>0.77</td>\n",
" <td>2484.25</td>\n",
" <td>0.50</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>10</td>\n",
" <td>72</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Paris-Sorbonne University/Ec...</td>\n",
" <td>Paris, France</td>\n",
" <td>The Master’s in Probability in Finance, hoste...</td>\n",
" <td>NaN</td>\n",
" <td>Emmanuel Gobet, Gilles Pagès, Mathieu Rosenbaum</td>\n",
" <td>https://finance.math.upmc.fr/</td>\n",
" <td>72</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>72</td>\n",
" <td>312</td>\n",
" <td>78</td>\n",
" <td>71</td>\n",
" <td>36.0</td>\n",
" <td>11.0</td>\n",
" <td>32</td>\n",
" <td>9</td>\n",
" <td>20 per week</td>\n",
" <td>Banking: 30% asset management: 28% consulting:...</td>\n",
" <td>$94,211</td>\n",
" <td>Nicole El-Karoui: 2751 citations Emmanuel Bacr...</td>\n",
" <td>1 year</td>\n",
" <td>€330 (medical insurance included)</td>\n",
" <td>June 30, 2021</td>\n",
" <td>79% male, 21% female</td>\n",
" <td>85% male, 15% female</td>\n",
" <td>10–100%, depending on situation.</td>\n",
" <td>Unresolved at time of survey.</td>\n",
" <td>0.30</td>\n",
" <td>0.28</td>\n",
" <td>0.11</td>\n",
" <td>NaN</td>\n",
" <td>0.07</td>\n",
" <td>0.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Princeton University (Bendheim Center for Finance)</th>\n",
" <td>0.75</td>\n",
" <td>0.93</td>\n",
" <td>0.43</td>\n",
" <td>0.88</td>\n",
" <td>20</td>\n",
" <td>0.06</td>\n",
" <td>115000.0</td>\n",
" <td>1.00</td>\n",
" <td>1.0</td>\n",
" <td>0.61</td>\n",
" <td>0.21</td>\n",
" <td>1.00</td>\n",
" <td>11984.80</td>\n",
" <td>1.90</td>\n",
" <td>3.8</td>\n",
" <td>0.92</td>\n",
" <td>1.00</td>\n",
" <td>126496.0</td>\n",
" <td>168.0</td>\n",
" <td>112940.0</td>\n",
" <td>20.0</td>\n",
" <td>11496.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>9</td>\n",
" <td>20</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Princeton University (Bendhe...</td>\n",
" <td>Princeton, New Jersey, US</td>\n",
" <td>Princeton University’s Master in Finance has ...</td>\n",
" <td>NaN</td>\n",
" <td>René Carmona</td>\n",
" <td>https://bcf.princeton.edu/academic-programs/ma...</td>\n",
" <td>20</td>\n",
" <td>NaN</td>\n",
" <td>18</td>\n",
" <td>20</td>\n",
" <td>597</td>\n",
" <td>33</td>\n",
" <td>24 (four deferrals)</td>\n",
" <td>38.0</td>\n",
" <td>8.0</td>\n",
" <td>676 hours</td>\n",
" <td>108 hours</td>\n",
" <td>Homework averages 5 hours per week per class 9...</td>\n",
" <td>Banking: 48% asset management: 41% consulting:...</td>\n",
" <td>$115,000</td>\n",
" <td>Christopher Sims: 13644 citations Jianqing Fan...</td>\n",
" <td>Typically two years, with a few exceptions</td>\n",
" <td>$112,940 for two years</td>\n",
" <td>December 31, 2020</td>\n",
" <td>46% male, 54% female</td>\n",
" <td>90% male, 10% female</td>\n",
" <td>100% of teaching is being conducted remotely f...</td>\n",
" <td>100%</td>\n",
" <td>0.48</td>\n",
" <td>0.41</td>\n",
" <td>0.01</td>\n",
" <td>0.06</td>\n",
" <td>NaN</td>\n",
" <td>0.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Rutgers University (Mathematical Finance)</th>\n",
" <td>0.36</td>\n",
" <td>0.47</td>\n",
" <td>0.16</td>\n",
" <td>0.44</td>\n",
" <td>17</td>\n",
" <td>0.49</td>\n",
" <td>87000.0</td>\n",
" <td>0.79</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>564.20</td>\n",
" <td>0.67</td>\n",
" <td>2.5</td>\n",
" <td>0.60</td>\n",
" <td>0.56</td>\n",
" <td>82600.0</td>\n",
" <td>168.0</td>\n",
" <td>55310.0</td>\n",
" <td>17.0</td>\n",
" <td>4400.0</td>\n",
" <td>0.0</td>\n",
" <td>0.23</td>\n",
" <td>9</td>\n",
" <td>264</td>\n",
" <td>https://www.risk.net/quantitative-finance/7723...</td>\n",
" <td>Quant Guide 2021: Rutgers University</td>\n",
" <td>Piscataway, New Jersey, US</td>\n",
" <td>For Rutgers University’s three-semester Maste...</td>\n",
" <td>Master’s in Mathematical Finance</td>\n",
" <td>Paul Feehan</td>\n",
" <td>https://finmath.rutgers.edu/</td>\n",
" <td>15</td>\n",
" <td>2</td>\n",
" <td>12</td>\n",
" <td>17</td>\n",
" <td>116</td>\n",
" <td>57</td>\n",
" <td>17</td>\n",
" <td>10.0</td>\n",
" <td>4.0</td>\n",
" <td>12 hours per week</td>\n",
" <td>5 hours per week</td>\n",
" <td>4 hours per week per 3-credit course</td>\n",
" <td>Banking: 15% asset management: 26% consulting:...</td>\n",
" <td>Mean: $87,000 median: $87,500</td>\n",
" <td>Norman Swanson: 2194 citations Kasper Larsen: ...</td>\n",
" <td>Three 15-week semesters</td>\n",
" <td>$33,590 for state residents $55,310 for non-st...</td>\n",
" <td>March 31, 2021, for international applicants M...</td>\n",
" <td>59% male, 41% female</td>\n",
" <td>90% male, 10% female</td>\n",
" <td>100%</td>\n",
" <td>100%</td>\n",
" <td>0.15</td>\n",
" <td>0.26</td>\n",
" <td>0.05</td>\n",
" <td>0.21</td>\n",
" <td>0.11</td>\n",
" <td>0.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Rutgers University (Quantitative Finance)</th>\n",
" <td>0.45</td>\n",
" <td>0.44</td>\n",
" <td>0.25</td>\n",
" <td>0.67</td>\n",
" <td>16</td>\n",
" <td>0.67</td>\n",
" <td>83573.0</td>\n",
" <td>0.93</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>4671.40</td>\n",
" <td>1.33</td>\n",
" <td>2.6</td>\n",
" <td>0.61</td>\n",
" <td>0.93</td>\n",
" <td>90468.0</td>\n",
" <td>168.0</td>\n",
" <td>67587.0</td>\n",
" <td>31.0</td>\n",
" <td>6895.0</td>\n",
" <td>15.0</td>\n",
" <td>0.00</td>\n",
" <td>10</td>\n",
" <td>264</td>\n",
" <td>https://www.risk.net/quantitative-finance/7723...</td>\n",
" <td>Quant Guide 2021: Rutgers University</td>\n",
" <td>Piscataway, New Jersey, US</td>\n",
" <td>For Rutgers University’s three-semester Maste...</td>\n",
" <td>Master’s in Financial Statistics and Risk Mana...</td>\n",
" <td>Cun-Hui Zhang and Sijian Wang</td>\n",
" <td>https://www.fsrm.rutgers.edu/</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>13</td>\n",
" <td>16</td>\n",
" <td>69</td>\n",
" <td>46</td>\n",
" <td>20</td>\n",
" <td>20.0</td>\n",
" <td>7.0</td>\n",
" <td>11</td>\n",
" <td>NaN</td>\n",
" <td>12</td>\n",
" <td>Banking: 40% asset management: 10% consulting:...</td>\n",
" <td>$83,573</td>\n",
" <td>Rong Chen: 1507 citations Cun-Hui Zhang: 5357 ...</td>\n",
" <td>3 semesters, equalling 30 credits</td>\n",
" <td>$1,034 per credit for New Jersey residents $1,...</td>\n",
" <td>July 1, 2021, for US applicants. June 1, 2021,...</td>\n",
" <td>41% female, 59% male</td>\n",
" <td>30% female, 70% male</td>\n",
" <td>Fall 2020 entrants had 100% of teaching conduc...</td>\n",
" <td>100%</td>\n",
" <td>0.40</td>\n",
" <td>0.10</td>\n",
" <td>0.23</td>\n",
" <td>0.08</td>\n",
" <td>0.09</td>\n",
" <td>0.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Stony Brook University</th>\n",
" <td>0.27</td>\n",
" <td>0.00</td>\n",
" <td>0.34</td>\n",
" <td>0.48</td>\n",
" <td>45</td>\n",
" <td>0.86</td>\n",
" <td>85000.0</td>\n",
" <td>0.78</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>5050.40</td>\n",
" <td>0.50</td>\n",
" <td>2.4</td>\n",
" <td>0.36</td>\n",
" <td>1.00</td>\n",
" <td>90000.0</td>\n",
" <td>162.0</td>\n",
" <td>43790.0</td>\n",
" <td>23.0</td>\n",
" <td>5000.0</td>\n",
" <td>22.0</td>\n",
" <td>0.22</td>\n",
" <td>8</td>\n",
" <td>378</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Stony Brook University</td>\n",
" <td>Brookhaven, New York, US</td>\n",
" <td>Stony Brook’s MS in Quantitative Finance has ...</td>\n",
" <td>NaN</td>\n",
" <td>Stan Uryasev</td>\n",
" <td>https://www.stonybrook.edu/commcms/ams/graduat...</td>\n",
" <td>20</td>\n",
" <td>1</td>\n",
" <td>12</td>\n",
" <td>45</td>\n",
" <td>94</td>\n",
" <td>81</td>\n",
" <td>31</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>18</td>\n",
" <td>4 hours per week</td>\n",
" <td>10 hours per week</td>\n",
" <td>Banking: 15% asset management: 50% consulting:...</td>\n",
" <td>$85,000</td>\n",
" <td>Stan Uryasev: 8290 citations Wei Zhu: 5597 cit...</td>\n",
" <td>3 semesters</td>\n",
" <td>Domestic: $16,956\\n international: $34,650</td>\n",
" <td>For spring admission, international students m...</td>\n",
" <td>90% male, 10% female</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>100%</td>\n",
" <td>100%</td>\n",
" <td>0.15</td>\n",
" <td>0.50</td>\n",
" <td>0.20</td>\n",
" <td>0.15</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Technical University of Munich</th>\n",
" <td>0.40</td>\n",
" <td>0.61</td>\n",
" <td>0.13</td>\n",
" <td>0.46</td>\n",
" <td>20</td>\n",
" <td>0.47</td>\n",
" <td>50874.0</td>\n",
" <td>1.00</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.60</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>18</td>\n",
" <td>50</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: Technical University of Munich</td>\n",
" <td>Munich, Germany</td>\n",
" <td>The MSc in Mathematical Finance and Actuarial...</td>\n",
" <td>NaN</td>\n",
" <td>Nina Gantert, Mathias Drton, Rudi Zagst</td>\n",
" <td>https://www.tum.de/en/studies/degree-programs/...</td>\n",
" <td>25</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>20</td>\n",
" <td>100</td>\n",
" <td>47</td>\n",
" <td>34</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" <td>675 hours</td>\n",
" <td>60 hours</td>\n",
" <td>25 hours per week</td>\n",
" <td>Banking: 10% asset management: 10% consulting:...</td>\n",
" <td>$50,874</td>\n",
" <td>Claudia Czado: 4034 citations Mathias Drton: 2...</td>\n",
" <td>1 year</td>\n",
" <td>€569.60</td>\n",
" <td>December 18, 2020</td>\n",
" <td>53% male, 47% female</td>\n",
" <td>67% male, 33% female</td>\n",
" <td>100%</td>\n",
" <td>80%</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.35</td>\n",
" <td>0.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Amsterdam</th>\n",
" <td>0.38</td>\n",
" <td>0.58</td>\n",
" <td>0.29</td>\n",
" <td>0.27</td>\n",
" <td>25</td>\n",
" <td>0.63</td>\n",
" <td>89513.0</td>\n",
" <td>0.90</td>\n",
" <td>22.0</td>\n",
" <td>0.66</td>\n",
" <td>0.14</td>\n",
" <td>0.90</td>\n",
" <td>1407.20</td>\n",
" <td>0.56</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>55</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Amsterdam</td>\n",
" <td>Amsterdam, Netherlands</td>\n",
" <td>The University of Amsterdam’s (UVA) Master’s i...</td>\n",
" <td>NaN</td>\n",
" <td>Peter Spreij (2020), Asma Khedher (2021)</td>\n",
" <td>https://www.uva.nl/en/programmes/masters/stoch...</td>\n",
" <td>25</td>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>25</td>\n",
" <td>60</td>\n",
" <td>38</td>\n",
" <td>25</td>\n",
" <td>14.0</td>\n",
" <td>14.0</td>\n",
" <td>12 hours per week</td>\n",
" <td>2</td>\n",
" <td>28 per week</td>\n",
" <td>Banking: 10% asset management: 10% consulting:...</td>\n",
" <td>NaN</td>\n",
" <td>Joris Mooij: 3100 citations Michel Mandjes: 11...</td>\n",
" <td>2 years</td>\n",
" <td>€2,143 (students from EEA, EU, Switzerland and...</td>\n",
" <td>EU/EEA students: June 30, 2021 non-EU/EEA stud...</td>\n",
" <td>70% male, 30% female</td>\n",
" <td>75% male, 25% female</td>\n",
" <td>90%</td>\n",
" <td>90% expected</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.10</td>\n",
" <td>0.15</td>\n",
" <td>0.20</td>\n",
" <td>0.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Bologna</th>\n",
" <td>0.31</td>\n",
" <td>0.63</td>\n",
" <td>0.04</td>\n",
" <td>0.27</td>\n",
" <td>76</td>\n",
" <td>0.34</td>\n",
" <td>33489.0</td>\n",
" <td>0.93</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.45</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>16</td>\n",
" <td>166</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of California, Berkeley (Haas School of Business)</th>\n",
" <td>0.56</td>\n",
" <td>1.00</td>\n",
" <td>0.58</td>\n",
" <td>0.10</td>\n",
" <td>96</td>\n",
" <td>0.17</td>\n",
" <td>115132.0</td>\n",
" <td>0.99</td>\n",
" <td>5.0</td>\n",
" <td>0.80</td>\n",
" <td>0.14</td>\n",
" <td>0.99</td>\n",
" <td>3762.33</td>\n",
" <td>0.39</td>\n",
" <td>4.1</td>\n",
" <td>0.70</td>\n",
" <td>0.92</td>\n",
" <td>124401.0</td>\n",
" <td>169.0</td>\n",
" <td>75108.0</td>\n",
" <td>96.0</td>\n",
" <td>9269.0</td>\n",
" <td>0.0</td>\n",
" <td>0.07</td>\n",
" <td>8</td>\n",
" <td>32</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of California, Be...</td>\n",
" <td>Berkeley, US</td>\n",
" <td>The Master of Financial Engineering at the Uni...</td>\n",
" <td>NaN</td>\n",
" <td>Linda Kreitzman</td>\n",
" <td>https://mfe.haas.berkeley.edu/</td>\n",
" <td>96</td>\n",
" <td>NaN</td>\n",
" <td>2019–20: 86 2020–21: 92</td>\n",
" <td>2019–20: 93 2020–21: 96 9 core courses require...</td>\n",
" <td>2019–20: 441 2020–21: 709</td>\n",
" <td>2019–20: 111 2020–21: 120</td>\n",
" <td>2019–20: 93 2020–21: 96</td>\n",
" <td>37.0</td>\n",
" <td>5.0</td>\n",
" <td>540 total contact hours</td>\n",
" <td>60 hours</td>\n",
" <td>20–25 hours per week</td>\n",
" <td>NaN</td>\n",
" <td>Mean: $115,132 median: $120,000</td>\n",
" <td>Laurent El Ghaoui: 18 397 citations Gert Lanck...</td>\n",
" <td>12 months</td>\n",
" <td>$75,108, regardless of status for current MFE21</td>\n",
" <td>Round 1: January 10, 2020 round 2: April 2, 20...</td>\n",
" <td>72.9% male, 27.1% female</td>\n",
" <td>87% male, 13% female</td>\n",
" <td>During the initial three quarters, all coursew...</td>\n",
" <td>100%</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of California, Los Angeles (Anderson School of Management)</th>\n",
" <td>0.40</td>\n",
" <td>0.64</td>\n",
" <td>0.23</td>\n",
" <td>0.33</td>\n",
" <td>61</td>\n",
" <td>0.24</td>\n",
" <td>97500.0</td>\n",
" <td>0.96</td>\n",
" <td>14.0</td>\n",
" <td>0.28</td>\n",
" <td>0.06</td>\n",
" <td>0.96</td>\n",
" <td>9855.40</td>\n",
" <td>0.33</td>\n",
" <td>3.2</td>\n",
" <td>0.39</td>\n",
" <td>0.74</td>\n",
" <td>103250.0</td>\n",
" <td>166.0</td>\n",
" <td>78470.0</td>\n",
" <td>48.0</td>\n",
" <td>5750.0</td>\n",
" <td>13.0</td>\n",
" <td>0.22</td>\n",
" <td>2</td>\n",
" <td>40</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of California, Lo...</td>\n",
" <td>Los Angeles, US</td>\n",
" <td>Despite the impact of the coronavirus on ever...</td>\n",
" <td>NaN</td>\n",
" <td>Mikhail Chernov</td>\n",
" <td>https://www.anderson.ucla.edu/degrees/master-o...</td>\n",
" <td>48</td>\n",
" <td>NaN</td>\n",
" <td>28</td>\n",
" <td>60.5</td>\n",
" <td>724</td>\n",
" <td>171</td>\n",
" <td>71</td>\n",
" <td>16.0</td>\n",
" <td>1.0</td>\n",
" <td>495</td>\n",
" <td>60</td>\n",
" <td>54 hours per week</td>\n",
" <td>Banking: 30% asset management: 30% consulting:...</td>\n",
" <td>$97,500</td>\n",
" <td>Ivo Welch: 15550 citations Avanidhar Subrahman...</td>\n",
" <td>15 months</td>\n",
" <td>$78,470</td>\n",
" <td>April 30, 2021</td>\n",
" <td>71% male, 29% female</td>\n",
" <td>87% male, 13% female</td>\n",
" <td>100% remote instruction for the fall quarter o...</td>\n",
" <td>100% during the fall quarter of 2020.</td>\n",
" <td>0.30</td>\n",
" <td>0.30</td>\n",
" <td>0.28</td>\n",
" <td>0.10</td>\n",
" <td>0.02</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Chicago</th>\n",
" <td>0.53</td>\n",
" <td>0.80</td>\n",
" <td>0.37</td>\n",
" <td>0.41</td>\n",
" <td>84</td>\n",
" <td>0.27</td>\n",
" <td>101920.0</td>\n",
" <td>0.95</td>\n",
" <td>15.0</td>\n",
" <td>0.20</td>\n",
" <td>0.55</td>\n",
" <td>0.95</td>\n",
" <td>1803.50</td>\n",
" <td>0.32</td>\n",
" <td>3.4</td>\n",
" <td>0.81</td>\n",
" <td>0.93</td>\n",
" <td>105499.0</td>\n",
" <td>168.3</td>\n",
" <td>84625.0</td>\n",
" <td>69.0</td>\n",
" <td>3579.0</td>\n",
" <td>15.0</td>\n",
" <td>0.02</td>\n",
" <td>4</td>\n",
" <td>10</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Chicago</td>\n",
" <td>Chicago, Illinois, US</td>\n",
" <td>The University of Chicago’s Master of Science...</td>\n",
" <td>NaN</td>\n",
" <td>Roger Lee</td>\n",
" <td>https://finmath.uchicago.edu/</td>\n",
" <td>68</td>\n",
" <td>7</td>\n",
" <td>51</td>\n",
" <td>84</td>\n",
" <td>1,358</td>\n",
" <td>371</td>\n",
" <td>122</td>\n",
" <td>22.0</td>\n",
" <td>12.0</td>\n",
" <td>375</td>\n",
" <td>NaN</td>\n",
" <td>50 per week</td>\n",
" <td>Banking: 37.9% asset management: 15.1% consult...</td>\n",
" <td>$101,920</td>\n",
" <td>Greg Lawler: 4909 citations Roger Lee: 2096 ci...</td>\n",
" <td>62 weeks</td>\n",
" <td>$75,645</td>\n",
" <td>January 14, 2021 March 25, 2021</td>\n",
" <td>65.2% male, 34.8% female</td>\n",
" <td>86% male, 14% female</td>\n",
" <td>For students matriculating in autumn 2020, app...</td>\n",
" <td>This will depend on the evolution of the Covid...</td>\n",
" <td>0.38</td>\n",
" <td>0.15</td>\n",
" <td>0.05</td>\n",
" <td>0.03</td>\n",
" <td>NaN</td>\n",
" <td>0.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Florence</th>\n",
" <td>0.30</td>\n",
" <td>0.66</td>\n",
" <td>0.07</td>\n",
" <td>0.19</td>\n",
" <td>40</td>\n",
" <td>0.24</td>\n",
" <td>42000.0</td>\n",
" <td>0.89</td>\n",
" <td>25.0</td>\n",
" <td>1.28</td>\n",
" <td>0.19</td>\n",
" <td>0.89</td>\n",
" <td>508.40</td>\n",
" <td>0.23</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>11</td>\n",
" <td>451</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Florence</td>\n",
" <td>Florence, Italy</td>\n",
" <td>The University of Florence’s MSc in Finance a...</td>\n",
" <td>NaN</td>\n",
" <td>Maria Elvira Mancino</td>\n",
" <td>https://www.frm.unifi.it/</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>32</td>\n",
" <td>40</td>\n",
" <td>305</td>\n",
" <td>72</td>\n",
" <td>43</td>\n",
" <td>21.0</td>\n",
" <td>4.0</td>\n",
" <td>816</td>\n",
" <td>25</td>\n",
" <td>2,550 across programme</td>\n",
" <td>Banking: 21% asset management: 24% consulting:...</td>\n",
" <td>$2,500–4,500/month, depending on the sector of...</td>\n",
" <td>Gabriele Fiorentini: 478 citations Maria Elvir...</td>\n",
" <td>2 years</td>\n",
" <td>€156 to approximately €2,600</td>\n",
" <td>Early: March 15 regular: May 30 late (EU only)...</td>\n",
" <td>60% male, 40% female</td>\n",
" <td>70% male, 30% female</td>\n",
" <td>100%, besides practical lessons one day a week...</td>\n",
" <td>N/A depends on the situation.</td>\n",
" <td>0.21</td>\n",
" <td>0.24</td>\n",
" <td>0.19</td>\n",
" <td>0.12</td>\n",
" <td>0.08</td>\n",
" <td>0.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Illinois at Urbana-Champaign</th>\n",
" <td>0.41</td>\n",
" <td>0.36</td>\n",
" <td>0.42</td>\n",
" <td>0.46</td>\n",
" <td>22</td>\n",
" <td>0.49</td>\n",
" <td>102343.0</td>\n",
" <td>0.78</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1539.00</td>\n",
" <td>0.68</td>\n",
" <td>2.2</td>\n",
" <td>0.60</td>\n",
" <td>0.91</td>\n",
" <td>94910.0</td>\n",
" <td>166.0</td>\n",
" <td>52450.0</td>\n",
" <td>6.0</td>\n",
" <td>7433.0</td>\n",
" <td>16.0</td>\n",
" <td>0.13</td>\n",
" <td>10</td>\n",
" <td>82</td>\n",
" <td>https://www.risk.net/quantitative-finance/7723...</td>\n",
" <td>Quant Guide 2021: University of Illinois at Ur...</td>\n",
" <td>Urbana and Champaign, Illinois, US</td>\n",
" <td>The University of Illinois at Urbana-Champaig...</td>\n",
" <td>NaN</td>\n",
" <td>Morton Lane</td>\n",
" <td>https://msfe.illinois.edu/</td>\n",
" <td>22</td>\n",
" <td>NaN</td>\n",
" <td>20</td>\n",
" <td>22</td>\n",
" <td>342</td>\n",
" <td>166</td>\n",
" <td>75 (accepted and paid deposit)</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>576</td>\n",
" <td>5</td>\n",
" <td>20 hours per week</td>\n",
" <td>Banking: 16% asset management: 34% consulting:...</td>\n",
" <td>$102,343</td>\n",
" <td>Charles Kahn: 2724 citations Neil Pearson: 149...</td>\n",
" <td>16 months</td>\n",
" <td>$77,880</td>\n",
" <td>April 15, 2021</td>\n",
" <td>64% male, 36% female</td>\n",
" <td>87.5% male, 12.5% female</td>\n",
" <td>All courses hybrid.</td>\n",
" <td>20% take-home 80% remote.</td>\n",
" <td>0.16</td>\n",
" <td>0.34</td>\n",
" <td>0.20</td>\n",
" <td>0.12</td>\n",
" <td>0.05</td>\n",
" <td>0.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Minnesota</th>\n",
" <td>0.26</td>\n",
" <td>0.35</td>\n",
" <td>0.11</td>\n",
" <td>0.33</td>\n",
" <td>29</td>\n",
" <td>0.85</td>\n",
" <td>76480.0</td>\n",
" <td>0.89</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>22.50</td>\n",
" <td>0.28</td>\n",
" <td>2.7</td>\n",
" <td>0.23</td>\n",
" <td>0.62</td>\n",
" <td>76500.0</td>\n",
" <td>166.6</td>\n",
" <td>43995.0</td>\n",
" <td>19.0</td>\n",
" <td>20.0</td>\n",
" <td>10.0</td>\n",
" <td>0.27</td>\n",
" <td>5</td>\n",
" <td>186</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Minnesota</td>\n",
" <td>Minneapolis, US</td>\n",
" <td>When the University of Minnesota’s Master of ...</td>\n",
" <td>NaN</td>\n",
" <td>Rina Ashkenazi, Laurie Derechin</td>\n",
" <td>https://cse.umn.edu/mcfam/master-financial-mat...</td>\n",
" <td>29</td>\n",
" <td>6</td>\n",
" <td>19</td>\n",
" <td>29</td>\n",
" <td>92</td>\n",
" <td>78</td>\n",
" <td>27 accepted 8 deferred because of Covid-19</td>\n",
" <td>8.0</td>\n",
" <td>5.0</td>\n",
" <td>5.8–6.6 teaching hours per week across 58-week...</td>\n",
" <td>3.2 hours per week in year one 6.4 hours per w...</td>\n",
" <td>1,392–1,653 across course</td>\n",
" <td>Banking: 35% asset management: 25% fintech: 10...</td>\n",
" <td>Mean: $76,480 median: $70,000</td>\n",
" <td>Helena Zarin: 30 citations Carlos Tomasky: 15 ...</td>\n",
" <td>2 academic years (58 weeks total)</td>\n",
" <td>$32,129–38,152 (Minnesota residents) $40,224–4...</td>\n",
" <td>Applicants may apply after February 1 on a rol...</td>\n",
" <td>62% male, 38% female</td>\n",
" <td>87.5% male, 12.5% female</td>\n",
" <td>100%</td>\n",
" <td>100%</td>\n",
" <td>0.35</td>\n",
" <td>0.25</td>\n",
" <td>NaN</td>\n",
" <td>0.10</td>\n",
" <td>NaN</td>\n",
" <td>0.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Oxford</th>\n",
" <td>0.47</td>\n",
" <td>0.72</td>\n",
" <td>0.23</td>\n",
" <td>0.47</td>\n",
" <td>18</td>\n",
" <td>0.23</td>\n",
" <td>78773.0</td>\n",
" <td>0.82</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>2847.60</td>\n",
" <td>0.39</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>14</td>\n",
" <td>2</td>\n",
" <td>https://www.risk.net/quantitative-finance/7723...</td>\n",
" <td>Quant Guide 2021: University of Oxford</td>\n",
" <td>Oxford, UK</td>\n",
" <td>The University of Oxford’s 10-month MSc in Ma...</td>\n",
" <td>MSc in Mathematical and Computational Finance</td>\n",
" <td>Justin Sirignano</td>\n",
" <td>https://www.ox.ac.uk/admissions/graduate/cours...</td>\n",
" <td>36</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>18</td>\n",
" <td>265</td>\n",
" <td>60</td>\n",
" <td>39</td>\n",
" <td>14.0</td>\n",
" <td>5.0</td>\n",
" <td>168</td>\n",
" <td>74</td>\n",
" <td>20 hours per week</td>\n",
" <td>Banking: 35.4% asset management: 51.6% consult...</td>\n",
" <td>$78,773</td>\n",
" <td>Rama Cont: 6201 citations Mike Giles: 5051 Álv...</td>\n",
" <td>10 months (September to July): Michaelmas term...</td>\n",
" <td>£34,970 plus college fees</td>\n",
" <td>January 22, 2021</td>\n",
" <td>64% male, 36% female</td>\n",
" <td>86% male, 14% female</td>\n",
" <td>Teaching in the fall was mostly in person. Bec...</td>\n",
" <td>100%</td>\n",
" <td>0.35</td>\n",
" <td>0.52</td>\n",
" <td>0.03</td>\n",
" <td>0.06</td>\n",
" <td>0.03</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of St Gallen</th>\n",
" <td>0.36</td>\n",
" <td>0.38</td>\n",
" <td>0.29</td>\n",
" <td>0.41</td>\n",
" <td>30</td>\n",
" <td>0.81</td>\n",
" <td>89513.0</td>\n",
" <td>0.90</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.45</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>18</td>\n",
" <td>459</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of St Gallen</td>\n",
" <td>St Gallen, Switzerland</td>\n",
" <td>The University of St Gallen’s Master’s in Qua...</td>\n",
" <td>NaN</td>\n",
" <td>Winfried Koeniger, Matthias Fengler</td>\n",
" <td>https://www.unisg.ch/en/studium/master/quantit...</td>\n",
" <td>32</td>\n",
" <td>NaN</td>\n",
" <td>35%</td>\n",
" <td>30</td>\n",
" <td>43</td>\n",
" <td>35</td>\n",
" <td>32</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>18 months</td>\n",
" <td>International students: Sfr9,978 domestic stud...</td>\n",
" <td>April 30, 2021</td>\n",
" <td>73% male, 27% female</td>\n",
" <td>NaN</td>\n",
" <td>60%</td>\n",
" <td>30%</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Technology Sydney</th>\n",
" <td>0.38</td>\n",
" <td>0.56</td>\n",
" <td>0.15</td>\n",
" <td>0.41</td>\n",
" <td>20</td>\n",
" <td>0.55</td>\n",
" <td>60000.0</td>\n",
" <td>0.90</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1540.25</td>\n",
" <td>0.31</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>17</td>\n",
" <td>133</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Technology Sydney</td>\n",
" <td>Sydney, Australia</td>\n",
" <td>Covid didn’t disrupt the University of Techno...</td>\n",
" <td>NaN</td>\n",
" <td>Nadima El-Hassan</td>\n",
" <td>https://www.uts.edu.au/future-students/find-a-...</td>\n",
" <td>16</td>\n",
" <td>12</td>\n",
" <td>9</td>\n",
" <td>20</td>\n",
" <td>78</td>\n",
" <td>43</td>\n",
" <td>25</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>324</td>\n",
" <td>0</td>\n",
" <td>18 hours per week (648 hours over the duration...</td>\n",
" <td>Banking: 40% asset management: 20% consulting:...</td>\n",
" <td>US$50,000–70,000 (estimate)</td>\n",
" <td>Eckhard Platen: 5078 citations Alexander Novik...</td>\n",
" <td>12 months full-time 24 months part-time. 3 sem...</td>\n",
" <td>A$60,696 (domestic), A$64,152 (international)</td>\n",
" <td>January 31, 2021</td>\n",
" <td>85% male, 15% female</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>In 2020, 100% of teaching conducted online bec...</td>\n",
" <td>50% of subjects offering take-home exams. 50% ...</td>\n",
" <td>0.40</td>\n",
" <td>0.20</td>\n",
" <td>0.30</td>\n",
" <td>0.10</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Toronto</th>\n",
" <td>0.59</td>\n",
" <td>0.75</td>\n",
" <td>0.33</td>\n",
" <td>0.68</td>\n",
" <td>30</td>\n",
" <td>0.13</td>\n",
" <td>95000.0</td>\n",
" <td>0.95</td>\n",
" <td>8.0</td>\n",
" <td>0.45</td>\n",
" <td>0.62</td>\n",
" <td>0.95</td>\n",
" <td>429.50</td>\n",
" <td>0.96</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>13</td>\n",
" <td>26</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Toronto</td>\n",
" <td>Toronto, Ontario, Canada</td>\n",
" <td>The University of Toronto’s Master of Mathema...</td>\n",
" <td>NaN</td>\n",
" <td>Luis Seco</td>\n",
" <td>https://www.mmf.utoronto.ca/</td>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>30</td>\n",
" <td>446</td>\n",
" <td>60</td>\n",
" <td>32</td>\n",
" <td>26.0</td>\n",
" <td>16.0</td>\n",
" <td>360</td>\n",
" <td>55</td>\n",
" <td>25 per week</td>\n",
" <td>Banking: 10% asset management: 20% fintech: 10...</td>\n",
" <td>US$95,000</td>\n",
" <td>Luis Seco: 228 citations Roy Kwon: 360 citatio...</td>\n",
" <td>12 months, inclusive of a 4-month full-time in...</td>\n",
" <td>C$53,050 for both international and domestic s...</td>\n",
" <td>December 15, 2020</td>\n",
" <td>38% male, 62% female</td>\n",
" <td>70% male, 30% female</td>\n",
" <td>100% remote teaching for the first term, decis...</td>\n",
" <td>For the first term, all examinations will be c...</td>\n",
" <td>0.10</td>\n",
" <td>0.20</td>\n",
" <td>NaN</td>\n",
" <td>0.10</td>\n",
" <td>NaN</td>\n",
" <td>0.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Warwick</th>\n",
" <td>0.47</td>\n",
" <td>0.68</td>\n",
" <td>0.30</td>\n",
" <td>0.41</td>\n",
" <td>29</td>\n",
" <td>0.21</td>\n",
" <td>89513.0</td>\n",
" <td>0.91</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.45</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>20</td>\n",
" <td>61</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Warwick</td>\n",
" <td>Coventry, UK</td>\n",
" <td>The University of Warwick’s 12-month MSc in M...</td>\n",
" <td>NaN</td>\n",
" <td>Alex Mijatovic, Roman Kozhan</td>\n",
" <td>https://warwick.ac.uk/fac/sci/statistics/postg...</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>21</td>\n",
" <td>29</td>\n",
" <td>483</td>\n",
" <td>101</td>\n",
" <td>43</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>300</td>\n",
" <td>0</td>\n",
" <td>40 hours per week</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>12 months full time</td>\n",
" <td>Tuition fees for 2021–22 intake: UK students £...</td>\n",
" <td>June 30, 2021</td>\n",
" <td>75% male, 25% female</td>\n",
" <td>75% male, 25% female</td>\n",
" <td>60%</td>\n",
" <td>100%</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Washington</th>\n",
" <td>0.50</td>\n",
" <td>0.59</td>\n",
" <td>0.31</td>\n",
" <td>0.60</td>\n",
" <td>41</td>\n",
" <td>0.47</td>\n",
" <td>79111.0</td>\n",
" <td>0.92</td>\n",
" <td>21.0</td>\n",
" <td>0.32</td>\n",
" <td>0.67</td>\n",
" <td>0.92</td>\n",
" <td>1164.20</td>\n",
" <td>0.15</td>\n",
" <td>3.0</td>\n",
" <td>0.74</td>\n",
" <td>1.00</td>\n",
" <td>73845.0</td>\n",
" <td>167.0</td>\n",
" <td>46500.0</td>\n",
" <td>38.0</td>\n",
" <td>5266.0</td>\n",
" <td>3.0</td>\n",
" <td>0.08</td>\n",
" <td>6</td>\n",
" <td>85</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Washington</td>\n",
" <td>Seattle, US</td>\n",
" <td>Like many US programmes, students of the MS C...</td>\n",
" <td>NaN</td>\n",
" <td>Tim Leung</td>\n",
" <td>https://depts.washington.edu/compfin/</td>\n",
" <td>41</td>\n",
" <td>9</td>\n",
" <td>39</td>\n",
" <td>41</td>\n",
" <td>332</td>\n",
" <td>156</td>\n",
" <td>68</td>\n",
" <td>6.0</td>\n",
" <td>12.0</td>\n",
" <td>12 hours weekly</td>\n",
" <td>0</td>\n",
" <td>24 hours weekly</td>\n",
" <td>Banking: 39.1% asset management: 30.6% consult...</td>\n",
" <td>$79,111</td>\n",
" <td>Tim Leung: 885 citations Matt Lorig: 488 citat...</td>\n",
" <td>15 months</td>\n",
" <td>$46,500</td>\n",
" <td>February 1, 2021</td>\n",
" <td>42% male, 58% female</td>\n",
" <td>87% male, 13% female</td>\n",
" <td>100% remote for autumn quarter. No final decis...</td>\n",
" <td>100% until classes can be held on campus.</td>\n",
" <td>0.39</td>\n",
" <td>0.31</td>\n",
" <td>0.04</td>\n",
" <td>0.04</td>\n",
" <td>NaN</td>\n",
" <td>0.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>University of Waterloo</th>\n",
" <td>0.48</td>\n",
" <td>0.67</td>\n",
" <td>0.17</td>\n",
" <td>0.59</td>\n",
" <td>20</td>\n",
" <td>0.21</td>\n",
" <td>65000.0</td>\n",
" <td>0.86</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>2508.60</td>\n",
" <td>1.31</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>17</td>\n",
" <td>149</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: University of Waterloo</td>\n",
" <td>Waterloo, Ontario, Canada</td>\n",
" <td>Like many of its North American peers, the Un...</td>\n",
" <td>NaN</td>\n",
" <td>David Saunders</td>\n",
" <td>https://uwaterloo.ca/statistics-and-actuarial-...</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>20</td>\n",
" <td>127</td>\n",
" <td>27</td>\n",
" <td>20</td>\n",
" <td>17.0</td>\n",
" <td>0.0</td>\n",
" <td>380</td>\n",
" <td>48</td>\n",
" <td>25 hours per week</td>\n",
" <td>Banking: 70% asset management: 5% fintech: 5% ...</td>\n",
" <td>US$65,000</td>\n",
" <td>Matthias Schonlau: 5140 citations Alex Schied:...</td>\n",
" <td>16 months (4 terms) from September 1 to Decemb...</td>\n",
" <td>C$18,732 (domestic) C$25,472 (international)</td>\n",
" <td>January 15, 2021</td>\n",
" <td>54% male, 31% female, 15% gender nonconforming</td>\n",
" <td>80% male, 20% female</td>\n",
" <td>Fall 2020 term: 100% winter 2021 term: 50%. Fo...</td>\n",
" <td>All courses are currently using remote/take-ho...</td>\n",
" <td>0.70</td>\n",
" <td>0.05</td>\n",
" <td>NaN</td>\n",
" <td>0.05</td>\n",
" <td>NaN</td>\n",
" <td>0.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WU: Vienna University of Economics and Business</th>\n",
" <td>0.33</td>\n",
" <td>0.61</td>\n",
" <td>0.13</td>\n",
" <td>0.26</td>\n",
" <td>70</td>\n",
" <td>0.40</td>\n",
" <td>67864.0</td>\n",
" <td>0.60</td>\n",
" <td>13.0</td>\n",
" <td>0.53</td>\n",
" <td>0.33</td>\n",
" <td>0.95</td>\n",
" <td>1872.25</td>\n",
" <td>0.28</td>\n",
" <td>3.1</td>\n",
" <td>0.64</td>\n",
" <td>0.93</td>\n",
" <td>97649.5</td>\n",
" <td>168.0</td>\n",
" <td>72225.0</td>\n",
" <td>31.0</td>\n",
" <td>6322.5</td>\n",
" <td>11.5</td>\n",
" <td>0.06</td>\n",
" <td>16</td>\n",
" <td>151</td>\n",
" <td>https://www.risk.net/quantitative-finance/7719...</td>\n",
" <td>Quant Guide 2021: WU: Vienna University of Eco...</td>\n",
" <td>Vienna, Austria</td>\n",
" <td>WU: Vienna University of Economics and Busine...</td>\n",
" <td>NaN</td>\n",
" <td>Kurt Hornik, Stefan Pichler</td>\n",
" <td>https://www.wu.ac.at/en/programs/masters-progr...</td>\n",
" <td>96</td>\n",
" <td>0</td>\n",
" <td>76</td>\n",
" <td>70</td>\n",
" <td>434</td>\n",
" <td>173</td>\n",
" <td>96</td>\n",
" <td>27.0</td>\n",
" <td>11.0</td>\n",
" <td>540 classroom hours</td>\n",
" <td>NaN</td>\n",
" <td>2,460 across programme</td>\n",
" <td>Banking: 40% asset management: 15% consulting:...</td>\n",
" <td>€56,000</td>\n",
" <td>NaN</td>\n",
" <td>2 years</td>\n",
" <td>Free for EU residents €3,000 for non-EU reside...</td>\n",
" <td>January 8, 2021 and March 8, 2021</td>\n",
" <td>65% male, 35% female</td>\n",
" <td>86% male, 14% female</td>\n",
" <td>100%</td>\n",
" <td>100%</td>\n",
" <td>0.40</td>\n",
" <td>0.15</td>\n",
" <td>0.20</td>\n",
" <td>0.10</td>\n",
" <td>0.15</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Final ... Other\n",
"University/institution ... \n",
"Baruch College, City University of New York 0.78 ... 0.34\n",
"Boston University (Questrom School of Business) 0.36 ... 0.14\n",
"Carnegie Mellon University 0.57 ... 0.30\n",
"Chinese University of Hong Kong, Shenzhen 0.34 ... 0.11\n",
"City University of Hong Kong 0.34 ... 0.33\n",
"Collegio Carlo Alberto, University of Turin 0.54 ... 0.25\n",
"Columbia University 0.49 ... 0.01\n",
"Columbia University (Columbia Engineering) 0.69 ... NaN\n",
"Cornell University 0.60 ... 0.86\n",
"EPFL 0.43 ... 0.40\n",
"ETH Zurich/University of Zurich 0.70 ... 0.34\n",
"Erasmus University Rotterdam 0.23 ... 0.20\n",
"Fordham University 0.33 ... 0.40\n",
"Georgia Institute of Technology 0.47 ... 0.07\n",
"Hong Kong University of Science and Technology 0.40 ... NaN\n",
"Imperial College Business School 0.39 ... 0.37\n",
"Imperial College London 0.51 ... 0.05\n",
"Lehigh University 0.32 ... 0.35\n",
"Monash University 0.42 ... 0.15\n",
"New York University (Courant Institute of Mathe... 0.69 ... 0.06\n",
"New York University (Tandon School of Engineering) 0.67 ... 0.07\n",
"North Carolina State University 0.51 ... 0.21\n",
"Paris-Diderot University 0.37 ... 0.20\n",
"Paris-Saclay University 0.45 ... 0.10\n",
"Paris-Sorbonne University/Ecole Polytechnique 0.44 ... 0.24\n",
"Princeton University (Bendheim Center for Finance) 0.75 ... 0.04\n",
"Rutgers University (Mathematical Finance) 0.36 ... 0.22\n",
"Rutgers University (Quantitative Finance) 0.45 ... 0.10\n",
"Stony Brook University 0.27 ... NaN\n",
"Technical University of Munich 0.40 ... 0.25\n",
"University of Amsterdam 0.38 ... 0.35\n",
"University of Bologna 0.31 ... NaN\n",
"University of California, Berkeley (Haas School... 0.56 ... NaN\n",
"University of California, Los Angeles (Anderson... 0.40 ... NaN\n",
"University of Chicago 0.53 ... 0.38\n",
"University of Florence 0.30 ... 0.16\n",
"University of Illinois at Urbana-Champaign 0.41 ... 0.13\n",
"University of Minnesota 0.26 ... 0.30\n",
"University of Oxford 0.47 ... NaN\n",
"University of St Gallen 0.36 ... NaN\n",
"University of Technology Sydney 0.38 ... NaN\n",
"University of Toronto 0.59 ... 0.60\n",
"University of Warwick 0.47 ... NaN\n",
"University of Washington 0.50 ... 0.22\n",
"University of Waterloo 0.48 ... 0.20\n",
"WU: Vienna University of Economics and Business 0.33 ... NaN\n",
"\n",
"[46 rows x 61 columns]"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "DgeHvsA0pIpn"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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