Wharton Undergraduate Class of 2016 Career Plans Survey Report 19B

METHODOLOGY Students were asked through several e-mail requests and follow-up phone calls to complete an online Career Plans Survey. Follow-up emails (along with phone calls) were sent between July – September 2016 to students who had not responded or who previously indicated they were “still seeking.” A total of 498 students completed surveys out of 656 graduates, resulting in a 76% response rate.

POST-GRADUATION PLANS: CLASS OF 2016

Plan Number21B Percent22B Full-time Employed 440 88.4% Part-time Employed 6 1.2% Volunteer Service 1 0.2% Graduate School / Continuing Education 29 5.8% Seeking Full-time Employment 19 3.8% Seeking Graduate School / Continuing Education 1 0.2% Not Seeking Employment / Continuing Education 2 0.4%

FIVE-YEAR TREND OF PRIMARY PURSUITS AND AVERAGE SALARIES

Graduating Employed1B Graduate School / Average Salary and Range Class Continuing Education 2016 89.8%* 5.8% $77,566 $28,000 - $150,000 2015 91.7% 3.1% $76,231 $20,000 - $150,000 2014 91.0% 3.4% $69,506 $30,000 - $112,000 2013 88.9% 4.2% $67,986 $28,000 - $120,000 2012 88.1% 4.8% $66,916 $19,200 - $100,000 *includes full-time employed, part-time employed, and volunteer service

AVERAGE ANNUAL BASE SALARIES TREND

$80,000 $77,566 $76,231 $75,000

$67,986 $69,506 $70,000 $66,916 $65,000

$60,000 2012 2013 2014 2015 2016

Report prepared by Barbara Hewitt, Senior Associate Director, Career Services, University of Pennsylvania, October 2016 1

INDUSTRIES OF EMPLOYED GRADUATES

More members of the Class of 2016 opted to Other Technology 1.1% Communications continue their education 13.0% 3.4% immediately after graduation (5.8% as Retail Real Estate 1.8% Consulting opposed to 3.1% in 1.8% 20.7% 2015), reversing a Manufacturing downward trend since 3.4% Education / the end of the recession. Nonprofit Legal Services 1.1% 0.4% Insurance Fewer students entered 2.0% the investment banking Energy/Nat.Res. Healthcare 0.4% industry (27.6% as 0.9% opposed to 35.3% in Government Diversified Fin. 2015) and we continued 1.8% Srvcs. to see an increase in the 4.5% Venture Capital number students entering 2.2% the technology industry, Hedge Fund 2.7% ranging from start-ups to Private Equity large corporations such 5.2% Hospitality / as Microsoft and Google. Investment Mgmt. Leisure / Consulting remained 4.7% Sports 1.1% another strong choice Investment Banking with over 20.7% of 27.6% students selecting it, although this was down from 22% in 2015.

JOB FUNCTIONS OF EMPLOYED GRADUATES

Unlike previous years, fewer than Scientific Research Other Marketing/Sales/ 0.9% 0.7% 0.5%Real Estate half of the members of the Retail Communications 1.6% Wharton Class of 2016 entered a 10.1% 1.1% financial job function, with the 5.9% Paralegal popularity of investment banking 0.5% Actuarial Consulting roles declining to 21.6% from 0.7% Info. Sys. / 22.1% 26.8% in 2015. The percentage of Comp Sci. students entering trading also 2.9% Data Analytics 2.5% declined to 2% from 4.1% in 2015. Nursing 0.5% Commercial A new job function, data analytics, Government Banking/Lending 0.5% was added to the survey this year, (various) 0.9% and 2.5% of students reported Economics Venture Capital 0.5% accepting jobs in this area. 2.0% Insurance positions were in general Trading 0.9% less popular, with the percentage of 2.0% students accepting actuarial Securities positons falling to 0.7% from 1.9% Research in 2015. More students accepted 2.5% Sales (Financial) Financial positions in marketing, sales, and 1.6% Planning/Analysis Private Equity retail functions which increased to Risk Mgmt. (non bnkg.) 6.5% 3.8% 10.1% from 7.5% in 2015. 0.5% Investment Management Investment Banking 7.0% 21.6% 2

ANALYSIS OF EMPLOYED RESPONDENTS Starting Salaries and Bonuses

367 students who accepted full-time, post-graduate employment provided salary data, which is the basis for the averages in the following table. (Post-graduate fellowship salaries are excluded.) The figures listed below are salary only; they do not include bonuses.

53BAverage Base Salary by School and Gender

School/Program Average Range # Respondents % Respondents Overall $77,566 $28,000 – $150,000 367 100% Women $74,868 $28,000 – $140,000 174 47.4% Men $79,997 $35,000 – $150,000 193 52.6%

Wharton Only $75,849 $33,500 – $150,000 262 71.4% Women $74,109 $33,500 – $150,000 124 33.8% Men $77,413 $42,000 – $150,000 138 37.6%

4 Management & $87,875 $60,000 – $150,000 24 6.5% Technology Program Women $87,100 $70,000 – $106,000 10 2.7% Men $88,429 $60,000 – $150,000 14 3.8%

Huntsman Program $77,044 $45,000 – $100,000 23 6.3% Women $74,200 $45,000 – $100,000 10 2.7% Men $79,231 $55,000 – $90,000 13 3.5%

Life Sciences & $80,875 $35,000 – $150,000 12 3.3% Mgmt. Program Women $82,250 $50,000 – $114,000 4 1.1% Men $80,188 $35,000 – $150,000 8 2.2%

Dual Wharton & Arts $76,393 $28,000 – $120,000 27 7.4% and Sciences Women $72,644 $28,000 – $103,000 18 4.9% Men $83,889 $40,000 – $120,000 9 2.5%

Dual Wharton & $95,133 $75,000 – $150,000 15 4.1% Engineering Women $83,750 $75,000 – $100,000 4 1.1% Men $99,273 $77,000 – $150,000 11 3.0%

Nursing & Health $63,252 $45,000 – $75,000 4 1.1% Care Mgmt. Program Women $63,252 $45,000 – $75,000 4 1.1%

3

54B Average Bonuses by Gender

357 students indicated whether they had received a sign-on bonus, with 81% responding that they had received one. 336 students indicated whether they expected to receive an annual bonus, with 83% expecting such a bonus.

Bonus Type Overall Average Women Men Sign-on Bonus $10,493 $9,481 $11,397 Annual Bonus Amount (projected) $28,617 $23,359 $32,011

Interviewing Activity and Offer Information

U U OnU -Campus Recruiting (OCR) Interview Activity 2016 2015 Employers Conducting Interviews 334 373 Total Number of Interviews Held 8,910 11,046

Average Number of First Round Interviews and 2016 201U 5

Offers Per Student First Round Interviews 7.6 (0 - 75) 11.5 (0 - 90) Job Offers 1.8 (0 -10) 2.2 (0 - 11)

Method of Obtaining Job Offer Accepted 2016 2015 On-Campus Recruiting (OCR) 36.7% 32.2% Previous OCR Employer (internship obtained through OCR, 23.7% 25.9% resulting in full-time offer) Previous Non-OCR Employer (internship not obtained through 7.3% 12.2% OCR, resulting in full-time offer) Applied Directly to Organization 13.2% 12.7% Family/Friends/Contacts 8.8% 7.3% Other Career Services Leads 6.6% 6.0% Other 3.7% 3.7% 31% of students accepting full-time jobs indicated that they previously interned with the employer who made the offer.

Date Job Offer was Received

339 graduates reported the date on which they received the offer for the position which they accepted. 95% received the offer prior to May 2016 graduation, with 76% receiving the offer before or during the fall semester.

DateU Received Offer %U of Graduates Prior to September 2015 44.0% September - December 2015 32.2% January - February 2016 7.1% March - May 2016 11.8%

June 2016 or later 5.0%

4

Geographic Distribution of Accepted Offers

444 students reported the location of their jobs. 4.1% accepted jobs outside of the United States.

State Number Percent Country/US Territory Number Percent

California 65 14.6% Bahrain 1 0.2% Colorado 3 0.7% China 5 1.1% Connecticut 9 2.0% India 3 0.7% District of Columbia 12 2.7% Italy 1 0.2% Delaware 2 0.5% Malaysia 2 0.5% Florida 5 1.1% Norway 1 0.2% Georgia 1 0.2% Pakistan 1 0.2% Illinois 14 3.2% Singapore 3 0.7% Kentucky 1 0.2% United Kingdom 1 0.2% Massachusetts 15 3.4% Total 18 4.1% Maryland 1 0.2% Minnesota 1 0.2% Missouri 4 0.9% North Carolina 2 0.5% New Jersey 11 2.5% New York 224 50.5% Ohio 1 0.2% Pennsylvania 32 7.2% Rhode Island 1 0.2% Texas 5 1.1% Virginia 7 1.6% Washington 8 1.8% Wisconsin 1 0.2% Wyoming 1 0.2% Total 426 95.9%

5

Employers with the Most Accepted Offers (4 or more acceptances)

Well over 200 different employers hired students from the Wharton Class of 2016. Following are the employers that hired at least four students in 2016 and 2015.

2016 2015 # of # of Accepted Accepted Company55B Name Company Name Offers Offers 1. 19 1. Goldman Sachs 23 2. J.P. Morgan 15 2. Morgan Stanley 22 3. Morgan Stanley 12 3. Boston Consulting Group 20 McKinsey & Co. 12 4. Bank of America Merrill Lynch 16 5, Goldman Sachs 11 Citi 16 6. Barclays Capital 9 6. J.P. Morgan 15 7. BlackRock 8 The Blackstone Group 15 The Blackstone Group 8 8. Bain & Company 14 8 9. McKinsey & Co. 13 10. Bank of America 6 10. Credit Suisse 12 Bain & Company 6 11. Consulting 10 American Express 6 12. Barclays 8 Citigroup 6 Evercore 8 Evercore Partners 6 14. Accenture 7 6 15. Deutsche Bank 6 16. Applied Predictive Technologies 5 Google 6 Microsoft 5 Houlihan Lokey 6 Moelis & Company 5 IBM 6 IBM 5 19. Lazard 5 Houlihan Lokey 5 Microsoft 5 AB InBev 5 Moelis 5 22. Deloitte 4 Oliver Wyman 5 PNC 4 23. Amazon 4 PwC 4 Anheuser Busch InBev 4 Censeo Consulting Group 4 BlackRock 4 Lazard 4 Facebook 4 Deutsche Bank 4 Financo 4 Greenhill & Co. 4 KKR 4 Liberty Mutual 4

Employers Hiring Six Or More Students

6

SALARIES BY INDUSTRY Includes the 367 respondents who reported industry and salary figures for full-time positions. Industry % Respondents Average Salary Salary Range ACCOUNTING (1) 0.3% * *

COMMUNICATIONS (9) 2.5% $57,667 $33,500 – $78,000 Advertising / Public Relations (1) 0.3% * * Media and Entertainment (8) 2.2% $57,625 $33,500 – $78,000

CONSULTING (81) 22.1% $75,890 $50,000 – $100,000

EDUCATION (2) 0.5% * * For Profit Education (1) 0.3% * * Higher Education (1) 0.3% * *

ENERGY / NAT. RESOURCES / UTIL. (1) 0.3% * *

FINANCIAL2B SERVICES (180) 48.8% $83,883 $37,000 – $150,000 Diversified Financial Services (including 4.6% $68,529 $37,000 – $85,000 commercial / retail banking) (17) Hedge Fund (11) 3.0% $113,182 $80,000 – $150,000 Investment Banking / Brokerage (109) 29.7% $85,174 $55,000 – $140,000 Investment Management (17) 4.6% $73,824 $55,000 – $90,000 Private Equity (17) 4.6% $85,882 $70,000 – $150,000 Venture Capital (9) 2.5% $76,667 $65,000 – $90,000

GOVERNMENT3B (6) 1.6% $44,167 $28,000 – $56,000 Federal Government (2) 0.5% * * Non-U.S. Government Service (4) 1.1% $40,750 $28,000 – $50,000

HEALTHCARE6B (3) 0.8% $51,669 $45,000 – $60,008 Hospital (3) 0.8% $51,669 $45,000 – $60,008

HOSPITALITY / LEISURE / SPORTS (5) 1.4% $53,000 $45,000 – $60,000

INSURANCE (4) 1.1% $61,750 $55,000 – $65,000

LEGAL SERVICES (2) 0.5% * *

MANUFACTURING10B (11) 3.0% $66,909 $55,000 – $84,000 Consumer Products (10) 2.7% $67,100 $55,000 – $84,000 Manufacturing: Other (1) 0.3% * *

REAL ESTATE / CONSTRUCTION (8) 2.2% $75,625 $50,000 – $150,000

RETAIL / WHOLESALE (7) 1.9% $69,000 $48,000 – $120,000

TECHNOLOGY (46) 12.5% $69,000 $38,000 – $120,000

OTHER (1) 0.3% * * *Salary statistics are not released for categories representing fewer than three respondents. 7

SALARIES BY JOB TYPE

Includes the 367 respondents who reported salary figures and job type for full-time positions.

b16 Job Type % Respondents Average Salary Salary Range ACCOUNTING (3) 0.8% $57,667 $53,000 – $65,000 Internal Accounting (2) 0.6% * * Public Accounting (1) 0.3% * *

COMMUNICATIONS (2) 0.6% * * Public Relations (2) 0.6% * *

CONSULTING (90) 24.5% $76,140 $50,000 – $100,000 Management / Strategy (84) 22.9% $76,936 $52,000 – $100,000 Research (3) 0.8% $56,667 $50,000 – $64,000 Technical / Information Systems (3) 0.8% $73,333 $70,000 – $75,000

DATA SCIENCE (9) 2.5% $74,389 $55,000 – $100,000 Data Analyst (8) 2.2% $76,188 $55,000 – $100,000 Statistician (1) 0.3% * *

ECONOMIC DEVELOPMENT (1) 0.3% * *

ENGINEERING (3) 0.8% $94,667 $70,000 – $114,000 Project Management (3) 0.8% $94,667 $70,000 – $114,000

FINANCE (178) 48.5% $83,022 $37,000 – $150,000 Commercial Banking / Lending (2) 0.6% * * Financial Planning & Analysis $65,500 $50,000 – $78,000 (non-banking) (10) 2.7% Investment Banking Analyst (85) 23.2% $86,223 $75,000 – $140,000 Investment Management (23) 6.3% $81,087 $55,000 – $150,000 Private Equity Analyst (23) 6.3% $8,2261 $37,000 – $150,000 Risk Management (1) 0.3% * * Sales (7) 1.9% $80,000 $55,000 – $95,000 Securities Research Analyst (11) 3.0% $88,636 $65,000 – $120,000 Trading (8) 2.2% $86,500 $52,000 – $150,000 Venture Capital Analyst (8) 2.2% $75,625 $65,000 – $90,000

GOVERNMENT (4) 1.1% $46,750 $40,000 – $56,000 Policy Research/Analysis (3) 0.8% $47,333 $40,000 – $56,000 Public Management (1) 0.3% * *

HEALTHCARE (1) 0.3% * * Management / Policy (1) 0.3% * *

INFO. SYSTEMS/COMP. SCIENCE (10) 2.7% $97,600 $60,000 – $120,000 Program Manager (3) 0.8% $90,333 $60,000 – $106,000 Software Developer / Engineer (6) 1.6% $102,000 $85,000 – $120,000 Technology Analyst (1) 0.3% * *

8

INSURANCE42B (2) 0.6% * * Actuarial (1) 0.3% * * Risk (1) 0.3% * *

LAW (2) 0.6% * *

Paralegal (2) 0.6% * *

MANAGEMENT48B (13) 3.5% $74,615 $50,000 – $140,000 Entrepreneur / Founder (1) 0.3% * * General Management (9) 2.5% $60,556 $50,000 – $70,000 Operations Management (3) 0.8% $101,666 $80,000 – $140,000

MARKETING49 (37) 10.1% $63,892 $38,000 – $105,000 Buyer / Merchandising (3) 0.8% $48,000 $42,000 – $54,000 Marketing Analysis / Research (8) 2.2% $61,250 $50,000 – $80,000 New Business Development (7) 1.9% $62,286 $38,000 – $85,000 Product / Brand Management (13) 3.5% $71,846 $50,000 – $105,000 Sales / Sales Management (6) 1.6% $60,000 $50,000 – $70,000

NURSING (2) 0.6% * * Staff Nurse (2) 0.6% * *

REAL ESTATE (7) 1.9% $80,000 $50,000 – $150,000 Real Estate Development (1) 0.3% * * Real Estate Investment Analyst (6) 1.6% $80,833 $50,000 – $150,000

SCIENTIFIC RESEARCH (2) 0.6% * * Biology/Biochemistry (1) 0.3% * * Biomedical – Other (1) 0.3%

OTHER (1) 0.3% * *

*Salary statistics are not released for categories representing fewer than three respondents.

9

Employment Pursuits by Undergraduate Concentration/Major

Wharton Single Degree Students

Accounting Peter J. Solomon Company, Investment Banking Analyst: New York, NY

Accounting / Finance Blackstone Group, Analyst: New York, NY Centerview Partners, Investment Banking Analyst: New York, NY Credit Suisse, Analyst - Asset Finance: New York, NY Guggenheim Securities, Investment Banking Analyst: New York, NY Insight Venture Partners, Analyst: New York, NY J.P. Morgan, Analyst: New York, NY J.P. Morgan, Investment Banking Analyst: New York, NY J.P. Morgan, Investment Banking Analyst: New York, NY Kohlberg Kravis Roberts, Analyst: New York, NY PJT Partners, Analyst: New York, NY Solomon Hess Capital Management, Analyst: Falls Church, VA Stiefel Financial Corp, Investment Banking Analyst: New York, NY Walt Disney Corporation, Analyst: Burbank, CA

Accounting / Finance / Management LionTree, Investment Banker: New York, NY

Accounting / Finance / Operations, Information and Decisions Ares Management LLC, Analyst: Los Angeles, CA Bain Capital, Analyst: Boston, MA Moelis & Company, Analyst: New York, NY Oliver Wyman, : New York, NY

Accounting / Finance / Statistics Evercore Partners, Analyst - M&A Advisory: New York, NY Silver Lake Partners, Private Equity Analyst: Menlo Park, CA

Accounting / Management Deutsche Bank, Markets Analyst: New York, NY

Accounting / Marketing Social Finance, Staff Accountant: San Francisco, CA

Accounting / Operations, Information and Decisions Drucker & Scaccetti, PC, Tax Associate: Philadelphia, PA

Actuarial Science / Finance Citigroup, Investment Banking Analyst: New York, NY , Actuarial Analyst: San Francisco, CA PNC, Analyst: New York, NY Willis , Actuarial Analyst: New York, NY

Actuarial Science / Management Joor, Client Data Analyst: New York, NY

Behavioral Economics Boston Consulting Group, Associate Consultant: Los Angeles, CA Intel Corporation, Project Analyst: Santa Clara, CA

Behavioral Economics / Finance ICONIQ Capital, Analyst: San Francisco, CA 10

Behavioral Economics / Management Lippincott, Brand Strategy Analyst: New York, NY

Behavioral Economics / Operations, Information and Decisions American Express, Marketing Analyst: New York, NY

Business Economics and Public Policy Fred Alger Management, Equity Research Associate: New York, NY

Business Economics and Public Policy / Environmental Policy and Management Wells Fargo, Analyst: Houston, TX

Business Economics and Public Policy / Management AT Kearney, Business Analyst: New York, NY

Business Economics and Public Policy / Operations, Information and Decisions Comcast Corporation, CORE Finance Associate: Philadelphia, PA Venture for America, Business Development Project Manager at AMMO: Philadelphia, PA

Business Economics and Public Policy / Social Impact and Responsibility Censeo Consulting Group, Associate: Washington, DC

Environmental Policy and Management / Finance / Operations, Information and Decisions Google, Operations Coordinator: San Francisco, CA

Environmental Policy and Management / Operations, Information and Decisions Decision Resources Group, Associate: Philadelphia, PA

Finance Accenture, Strategy Analyst: New York, NY American Express, Finance Analyst: New York, NY Ares Management LLC, Credit Analyst: New York, NY Bain & Company, Associate Consultant: Oslo, Norway Bank of America, Investment Banking Analyst: New York, NY Bank of America, Financial Analyst: New York, NY Barclays Capital, Analyst: New York, NY Barclays Capital, Equity Cash Trading Analyst: New York, NY Barclays Capital, Investment Banking Analyst: New York, NY Barclays Capital, Sales: New York, NY BlackRock, Analyst: Princeton, NJ BlackRock, Analyst: Princeton, NJ Blackstone Group, Analyst - Real Estate Private Equity: New York, NY Blackstone Group, Analyst: New York, NY Blackstone Group, Investment Analyst - Real Estate Private Equity: New York, NY Boston Consulting Group, Associate: Chicago, IL Boston Consulting Group, Associate: New York, NY Bridgewater Associates, Management Associate: Westport, CT Brown Advisory, Financial Analyst: New York, NY Caine Mitter, Financial Analyst: New York, NY Centerview Partners, Analyst: New York, NY Citigroup, Investment Banking Analyst: San Francisco, CA Credit Suisse, Investment Banking Analyst: New York, NY Deutsche Bank, Financial Analyst - Investment Banking: New York, NY Deutsche Bank, Investment Banking Analyst: New York, NY Eastdil Secured, Debt Capital Markets Analyst: New York, NY Evercore Partners, Analyst: Menlo Park, CA Evercore Partners, Investment Banking Analyst: New York, NY Fulbright Program - U.S. Department of State, Fulbright Student Research Scholar: Hyderabad, India General Growth Properties, Development Analyst: Chicago, IL Goldman Sachs, Investment Banking Analyst: New York, NY 11

Greenhill & Co., Analyst: New York, NY Greenhill & Co., Investment Banking Analyst: New York, NY Greenhill & Co., Investment Banking Analyst: New York, NY Greenhill & Co., Investment Banking Analyst: New York, NY Hamilton Place Strategies, Analyst: Washington, DC HG Vora Capital Management, Investment Analyst: New York, NY Houlihan Lokey, Financial Analyst: Los Angeles, CA Houlihan Lokey, Financial Analyst: New York, NY J.P. Morgan, Banking Analyst: San Francisco, CA Jeffries Investment Bank, Research Analyst: New York, NY JMI, Private Equity Analyst: Baltimore, MD Lazard, Analyst: New York, NY Lazard, Investment Banking Analyst: New York, NY Lazard, Investment Banking Analyst: New York, NY McKinsey & Co., Business Analyst: New York, NY Millstein & Co., Analyst: New York, NY Mizuho, Analyst: San Francisco, CA Mizuho Securities, Analyst: New York, NY Moore Capital, Hedge Fund Analyst: New York, NY Morgan Stanley, Equity Research Analyst: New York, NY Morgan Stanley, Financial Analyst: New York, NY MUFG, Business Development Analyst: New York, NY National Football League, Junior Rotational Program - Analyst: New York, NY Nomura Holdings, Analyst: New York, NY Payoneer, Finance and Corporate Development: New York, NY PJT Partners, Analyst: New York, NY Post Brothers, Financial Analyst: Philadelphia, PA PwC, Consultant: New York, NY RBC Capital Markets, Investment Banking Analyst: New York, NY Sanford Bernstein, Associate: New York, NY T&M Jewelry, Vice President: Lexington, KY Univision Communications Inc., Corporate Finance Associate: New York, NY

Finance / Health Care Management and Policy Citigroup, Analyst: New York, NY

Finance / Health Care Management and Policy / Operations, Information and Decisions Barclays Capital, Analyst (Public Finance): New York, NY

Finance / Individualized Concentration (Wharton) Morgan Stanley, Analyst: Menlo Park, CA PJT Partners, Analyst: New York, NY

Finance / Legal Studies and Business Ethics Morgan Stanley, Analyst: New York, NY Warburg Pincus, Analyst: New York, NY

Finance / Management Accenture, Analyst: New York, NY Attebury Grain, LLC, Grain Merchandiser: Amarillo, TX Bank of America, Investment Banking Analyst: New York, NY Barclays Capital, Equity Research Associate: New York, NY Blackrock, Acquisitions Analyst: New York, NY Blackstone Group, Analyst: New York, NY Citigroup, Investment Banking Analyst: New York, NY Context Network, Business Analyst: St. Louis, MO Dropbox, Dropbox Rotation Program: San Francisco, CA Dunnington, Bartholomew & Miller LLP, Corporate and Intellectual Property Paralegal: New York, NY Facebook, Product Manager: Menlo Park, CA Federal Reserve Bank of Malaysia, Title Not Provided, Kuala Lumpur, Malaysia 12

Financo, Investing Banking Analyst: New York, NY J.P. Morgan, Analyst: New York, NY J.P. Morgan, Analyst: New York, NY Leonard Green and Partners, Analyst: Los Angeles, CA McKinsey & Co., Business Analyst: New York, NY , Talent Rewards Analyst: Philadelphia, PA Moelis & Company, Analyst: New York, NY PwC, Associate: New York, NY Sumitomo Mitsui Banking Organization, Analyst: New York, NY

Finance / Management / Marketing and Operations Management , Instructional Designer: Palo Alto, CA

Finance / Management / Operations, Information and Decisions Goldman Sachs, Investment Banking Analyst: Hong Kong, China J.P. Morgan, Analyst: New York, NY

Finance / Management / Social Impact and Responsibility J.P. Morgan, Investment Banking Analyst: New York, NY

Finance / Marketing Censeo Consulting Group, Business Analyst: Washington, DC Chubb Insurance, Business Analyst: Miami, FL Goldman Sachs, Analyst: New York, NY IBM, Consultant: New York, NY Morgan Stanley, Risk Analyst: New York, NY Third Bridge, Research Analyst: London, United Kingdom Wells Fargo, Liquid Products Analyst: Charlotte, NC

Finance / Marketing and Operations Management BNP Paribas, Transformation and Global Services Analyst: New York, NY Houlihan Lokey, Analyst: Los Angeles, CA PepsiCo, Finance Analyst: Purchase, NY PNC, Associate: Philadelphia, PA

Finance / Marketing and Operations Management / Statistics Bain & Company, Associate Consultant: New York, NY

Finance / Operations and Information Management Bank of America, Analyst: New York, NY

Finance / Operations, Information and Decisions Accenture, Strategy Analyst: New York, NY Alliance Bernstein, Equity Research Associate: New York, NY Audax Group, Private Equity Analyst: Boston, MA Bank of America, Investment Banking Analyst: San Francisco, CA Barclays Capital, Investment Banking Analyst: New York, NY Barclays Capital, Investment Banking Analyst: New York, NY Bessemer Venture Partners, Investment Analyst: New York, NY BlackRock, Analyst: New York, NY Blackstone Group, Analyst: New York, NY Collective Health, Operations Associate: San Francisco, CA Cornerstone Research, Analyst: New York, NY Goldman Sachs, Analyst: Hong Kong, China Goldman Sachs, Analyst: New York, NY Guggenheim Securities, Investment Banking Analyst: New York, NY J.P. Morgan, Investment Banking Analyst: New York, NY J.P. Morgan, Salesperson (Sales and Trading): Hong Kong, China Lending Club, Analyst: San Francisco, CA Millstein & Co, Analyst: New York, NY 13

Morgan Stanley, Analyst: New York, NY PNC, Associate Investment Advisor: Philadelphia, PA Qatalyst Partners, Analyst: San Francisco, CA

Finance / Operations, Information and Decisions / Statistics Boston Consulting Group, Associate: Philadelphia, PA Goldman Sachs, Analyst: New York, NY

Finance / Real Estate AB InBev, Global Management Trainee: New York, NY BlackRock, PE Analyst: Princeton, NJ Equus Capital Partners, LTD, Analyst: Philadelphia, PA Ernst and Young, Transaction Advisory Services Analyst - Valuation & Business Modeling: New York, NY Goldman Sachs, Analyst: New York, NY J.P. Morgan, Analyst: New York, NY J.P. Morgan, Investment Banking Analyst: New York, NY KPMG, Advisory Associate: New York, NY Morgan Stanley, Analyst: San Francisco, CA

Finance / Real Estate / Statistics Blackstone Group, Analyst: New York, NY

Finance / Social Impact and Responsibility Brean Capital, Analyst: New York, NY

Finance / Statistics , Analyst: Washington, DC Bank of America, Investment Banking Analyst: New York, NY BlackRock, Analyst: Washington, DC Federal Reserve Bank of Philadelphia, Research Assistant: Philadelphia, PA Field Street Capital Management, Analyst: New York, NY Goldman Sachs, Investment Banking Analyst: New York, NY Houlihan Lokey, Analyst: New York, NY LGL Partners, Quantitative Analyst: Conshohocken, PA Mizuho Bank, Analyst: New York, NY Moelis & Company, Analyst: Los Angeles, CA Morgan Stanley, Analyst: New York, NY New York Jets, Analyst: Florham Park, NJ PwC, Associate: New York, NY Swiss Re, Associate: New York, NY

Global Analysis / Marketing Visa Inc., Business Associate: San Francisco, CA

Global Analysis / Real Estate Colliers International, Market Research Analyst: Philadelphia, PA

Health Care Management and Policy AB InBev, Sales Development Program Trainee: St. Louis, MO Avastus, Business Development: Cambridge, MA Decision Strategies International, Associate: Philadelphia, PA

Health Care Management and Policy / Management Boston Consulting Group, Associate: New York, NY

Individualized Concentration (Wharton) CEB, Research Analyst: Arlington, VA

Individualized Concentration (Wharton) / Legal Studies and Business Ethics IBM, Digital Marketing Analyst: New York, NY 14

Individualized Concentration (Wharton) / Management Applied Predictive Technologies, Business Consultant: Arlington, VA

Individualized Concentration (Wharton) / Operations, Information and Decisions Atomic Labs, Strategy Associate: San Francisco, CA

Insurance and Risk Management Bryn Mawr Trust, Client Service Associate: Bryn Mawr, PA

Legal Studies and Business Ethics / Management Amazon, Brand Specialist: Seattle, WA Brookline High School, Assistant Football Coach: Brookline, MA McKinsey & Co., Business Analyst: Summit, NJ Preplyst, Co-Founder / CEO: New York, NY WE Family Offices, Analyst: Miami, FL

Legal Studies and Business Ethics / Management / Marketing Octagon, Account Executive: Norwalk, CT

Legal Studies and Business Ethics / Marketing Horizon Media, Account Coordinator: Scout Sports and Entertainment: New York, NY

Legal Studies and Business Ethics / Marketing / Operations, Information and Decisions TheMuse.com, Sales Development Representative: New York, NY

Legal Studies and Business Ethics / Operations, Information and Decisions / Statistics McKinsey & Co., Business Analyst: Washington, DC

Management Accenture, Digital Analyst: New York, NY American Express, Analyst Strategic Planning: New York, NY Risk Solutions, Associate Broker: New York, NY Atomic Labs, Strategy Associate: San Francisco, CA Comcast Corporation, Digital Producer: Philadelphia, PA Grassroots Photos, Founder: Broomfield, CO IBM, Consultant: New York, NY ING Bank, ING International Talent Program Analyst: New York, NY Insight Venture Partners, Analyst: New York, NY Lankler Siffert & Wohl, Paralegal: New York, NY Network 1 Securities, Financial Representative: Redbank, NJ Southwalder Landscaping, Title Not Provided: Boulder, CO Strategy&, Associate Consultant: New York, NY Strategy&, Associate: New York, NY Top Tier Capital Partners, Analyst: San Francisco, CA UBS, Analyst: New York, NY University of Pennsylvania, Hospitality Intern: Philadelphia, PA

Management / Marketing Company Name Not Provided, Founder / CEO: Location Not Provided American Express, Marketing Analyst: New York, NY Government Solutions, Junior Data & Process Analyst: Washington, DC Melanie Joy Events, President / Owner: Location Not Provided Mod Worldwide, Marketing Strategy Analyst: Philadelphia, PA Oliver Wyman, Consultant: Chicago, IL Owl Technologies, LLC, CEO: New York, NY Restaurant Brands International, Leadership Development Program Associate: Miami, FL Target, Marketing Developing Leadership Program: Minneapolis, MN

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Management / Marketing / Operations, Information and Decisions McKinsey & Co., Business Analyst: New York, NY SocialCode, Associate Advertising Manager: San Francisco, CA

Management / Marketing and Operations Management Deloitte, Business Analyst: San Francisco, CA

Management / Operations, Information and Decisions American Express, Financial Analyst: New York, NY AT Kearney, Business Analyst: San Francisco, CA Boston Consulting Group, Associate: Boston, MA Boston Consulting Group, Associate: New York, NY Google, Associate Product Marketing Manager: San Francisco, CA Houlihan Lokey, Analyst: New York, NY ZS Associates, Business Operations Associate: San Francisco, CA

Management / Retailing Birst, Enterprise Sales Development: San Francisco, CA Deutsche Bank, Analyst: New York, NY

Management / Statistics Palantir Technologies, Deployment Strategist: New York, NY

Managing Electronic Commerce / Operations, Information and Decisions Bain & Company, Associate Consultant: Chicago, IL

Marketing Ampush Media, Media Analyst: New York, NY BlackRock, Financial Analyst: New York, NY Coach, Assistant Buyer: New York, NY General Mills, Business Management Associate: Tampa, FL ITG, Sales Analyst: New York, NY Kraft Heinz, Corporate Management Trainee: Chicago, IL Macy's, Merchandise Planner: New York, NY Marsh, TRAC Associate: New York, NY Microsoft, Product Manager: Redmond, WA Mondelez International, Associate Brand Manager: East Hanover, NJ Nordstrom, Merchant in Training: Seattle, WA PNC, Analyst: Pittsburgh, PA Sweetgreen, Community Marketing Associate: New York, NY Wyoming Oncology Professionals, Marketing and Social Media Manager: Casper, WY

Marketing / Operations, Information and Decisions BookDoc, Generalist Marketing Associate: Kuala Lumpur, Malaysia Boston Consulting Group, Associate: Summit, NJ Capital One, Business Analyst - Product Management and Analytics: McLean, VA IBM, Consultant: New York, NY PwC, Associate: New York, NY Wasserman Media Group, Sports Consulting Intern: New York, NY Wayfair, Merchandising Associate: Boston, MA

Marketing / Social Impact and Responsibility AB InBev, Sales Development Program: St. Louis, MO Optoro, Rotational Associate: Washington, DC

Marketing and Communication Progeorgia, Data Associate: Atlanta, GA

Marketing and Operations Management Accenture, Analyst: Philadelphia, PA 16

Boston Consulting Group, Associate Consultant: Houston, TX Carlyle Group, Private Equity Analyst: New York, NY HomeAdvisor, Media Sales Associate: New York, NY J.P. Morgan, Analyst: New York, NY Jet.com, Partner Operations Associate: Hoboken, NJ MBI, Inc., Assistant Product Manager: Norwalk, CT Prophet, Associate Consultant: New York, NY Viacom, Summer Associate: New York, NY

Marketing and Operations Management / Retailing AB InBev, Global Management Trainee: St. Louis, MO

Marketing and Operations Management / Social Impact and Responsibility Deloitte, Analyst: New York, NY Fulbright Program - U.S. Department of State, English Teaching Assistant Program: Hyderabad, India

Operations and Information Management Inspirato, Analyst: Denver, CO

Operations, Information and Decisions Accenture, Management Consultant: New York, NY Applied Predictive Technologies, Business Consultant: San Francisco, CA Bessemer Venture Partners, Associate: New York, NY Boston Consulting Group, Associate Consulting: Philadelphia, PA Censeo Consulting Group, Business Analyst: Washington, DC Gerson Lehrman Group, Associate: Austin, TX Maxlife, Management Associate: City Not Provided, NJ Oliver Wyman, Consultant: San Francisco, CA Peak 6, Trading Associate: Chicago, IL RBC Capital Markets, Investment Banking Analyst: New York, NY SolutionLoft, Co-Founder: Philadelphia, PA Venture Capital Firm, Associate: New York, NY Walt Disney Corporation, Analyst: Los Angeles, CA

Operations, Information and Decisions / Statistics Amazon, Brand Specialist: Seattle, WA J.P. Morgan, Corporate Analyst: Wilmington, DE Slice, Client Data Analyst: San Mateo, CA

Real Estate Exide, Analyst: Karachi, Pakistan GEM Realty Capital, Acquisitions Analyst: Chicago, IL Lincoln Financial, Commercial Real Estate Investment Analyst: Greensboro, NC Riverside Capital, Real Estate Analyst: Marlton, NJ SunStreet Energy Group, Analyst: Miami, FL

Statistics Bain & Company, Associate Consultant: Boston, MA Federal Reserve Bank of New York, Research Analyst: New York, NY Kraft Heinz, Corporate Management Trainee: Chicago, IL

Wharton and College of Arts and Sciences

Behavioral Economics / History Core Human Factors, Associate: Bala Cynwd, PA

Business Economics and Public Policy / Biology University of Pennsylvania, Research Specialist: Philadelphia, PA

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Environmental Policy and Management / International Studies and Business Carlyle Group, Analyst: New York, NY

Finance / Anthropology Morgan Stanley, Financial Analyst: New York, NY

Finance / Biochemistry Starwood Capital Group, Analyst: Greenwich, CT

Finance / Biology Bain & Company, Associate Consultant: New York, NY Boston Consulting Group, Analyst: Philadelphia, PA Comcast/NBCUniversal, Analyst: New York, NY Evercore Partners, Investment Banking Analyst: New York, NY Wind Rose Consulting Group, Analyst: Philadelphia, PA

Finance / Economics AQR Capital Management, Analyst: Greenwich, CT Citigroup, Investment Banking Analyst: Hong Kong, China

Finance / Health Care Management and Policy / Biology Microsoft, Program Manager: Seattle, WA

Finance / Individualized Concentration (Wharton) / Biology Deloitte, Strategy & Operations Business Analyst: New York, NY

Finance / International Relations Nomura Holdings, Equity Research Associate: New York, NY

Finance / International Relations / Russian Carlyle Group, Analyst: New York, NY

Finance / International Studies and Business Accenture, Analyst: New York, NY Allianz Global Corporate & Specialty, Internal Auditor: Chicago, IL Bain Capital, Analyst: Boston, MA Bain Capital, Investment Analyst: Boston, MA BlackRock, Analyst: New York, NY Blackstone Group, Analyst: New York, NY Boston Consulting Group, Associate: New York, NY Credit Suisse, Analyst: New York, NY Morgan Stanley, Analyst: Milan, Italy MUFG, Financial Analyst: New York, NY Walt Disney Corporation, Analyst: Los Angeles, CA Warburg Pincus, Private Equity Analyst: New York, NY

Finance / Linguistics McKinsey & Co., Business Analyst: Singapore

Finance / Marketing and Operations Management / International Studies and Business Parthenon-EY, Associate: New York, NY

Finance / Mathematics Qatalyst Partners, Analyst: San Francisco, CA

Finance / Music J.P. Morgan, Investment Banking Analyst: Hong Kong, China

Finance / Operations, Information and Decisions / Biology Boston Consulting Group, Associate Consultant: Boston, MA 18

Finance / Operations, Information and Decisions / International Studies and Business Goldman Sachs, Financial Analyst: New York, NY

Finance / Philosophy, Politics and Economics Citigroup, Analyst - FX Trading: New York, NY

Finance / Political Science Perella Weinberg Partners, Analyst: New York, NY Singapore Government, Singapore Government Officer: Singapore

Finance / Psychology Barclays Capital, Investment Banking Analyst: New York, NY

Finance / Statistics / International Studies and Business Goldman Sachs, Analyst: New York, NY McKinsey & Co., Business Analyst: New York, NY

Individualized Concentration (Wharton) / International Studies and Business Goldman Sachs, Analyst: New York, NY Insight Venture Partners, Investment Analyst: New York, NY

Individualized Concentration (Wharton) / Political Science Boston Consulting Group, Associate: Washington, DC

Management / International Studies and Business Deloitte, Analyst: Boston, MA

Management / Russian DiNovi Pictures, Development Intern: Santa Monica, CA

Marketing / Communication Viacom, Business Development Team Assistant: New York, NY

Marketing / Fine Arts Applied Predictive Technologies, Business Consultant: Arlington, VA

Marketing / International Studies and Business BAV Consulting, Brand Analyst: New York, NY

Marketing / Retailing / International Studies and Business TJX, Allocation Analyst: Boston, MA

Marketing and Operations Management / German Studies / International Studies and Business AB InBev, Marketing Development Associate: New York, NY

Marketing and Operations Management / International Studies and Business Boston Consulting Group, Associate Consultant: Boston, MA

Operations and Information Management / International Relations Lazard, Analyst Asset Management: New York, NY

Operations and Information Management / Psychology Boston Consulting Group, Associate: New York, NY

Operations, Information and Decisions / Biochemistry University of Pennsylvania Health System, Senior Data Analyst: Philadelphia, PA

Operations, Information and Decisions / Biology Simon-Kucher & Partners, Consultant: Boston, MA 19

Operations, Information and Decisions / Classical Studies McKinsey & Co., Business Analyst: Los Angeles, CA

Operations, Information and Decisions / East Asian Languages and Civilizations Medallia, Customer Solutions Analyst: Palo Alto, CA

Operations, Information and Decisions / Environmental Studies IBM, Consultant: Chicago, IL

Operations, Information and Decisions / International Relations Wayfair, Business Analyst: Boston, MA

Operations, Information and Decisions / International Studies and Business Dalberg Global Development Advisors, Analyst: Philadelphia, PA Laxcon Steels Ltd., Director: Delhi, India Ministry of Foreign Affairs, Singapore, Foreign Service Officer: Singapore Oliver Wyman, Core Consultant: New York, NY Venture for America, VFA Fellow - Ironhack Community Manager: Philadelphia, PA

Operations, Information and Decisions / Political Science Censeo Consulting Group, Business Analyst: Washington, DC

Operations, Information and Decisions / Psychology McKinsey & Co., Business Analyst: Philadelphia, PA

Statistics / Biology Boston Consulting Group, Associate: Houston, TX Cowen and Company, Investment Banking Analyst: New York, NY

Statistics / Economics Morgan Stanley, Analyst: New York, NY

Statistics / History Applied Predictive Technologies, Business Consultant: Arlington, VA

Statistics / International Studies and Business Bahrain Economic Development Board, Junior Officer: Manama, Bahrain

Statistics / Mathematical Economics Mu Sigma, Consultant: Chicago, IL

Statistics / Mathematics Dropbox, Dropbox Rotational Program: San Francisco, CA

Wharton and Engineering and Applied Science

Actuarial Science / Finance / Systems Science and Engineering Oliver Wyman, Consultant: New York, NY

Finance / Applied Science - Computer Science Moelis & Company, Analyst: Los Angeles, CA Orbital Insight, Business Analyst: Palo Alto, CA Palantir Technologies, Software Engineer: New York, NY Starting Own Company, Founder: Los Altos, CA TPG Capital, Private Equity Analyst: San Francisco, CA

Finance / Bioengineering Workday, Financial Analyst: Pleasanton, CA 20

Finance / Computer and Information Science (MSE) Citadel, Quantitative Research Analyst: Chicago, IL

Finance / Computer Science AQR Capital Management, Research Analyst: Greenwich, CT Ares Management LLC, Private Equity Analyst: New York, NY Bain & Company, Associate Consultant: New York, NY Citadel, Financial Technology Associate: Chicago, IL CLI Ventures, Analyst: Palo Alto, CA Foros, Analyst: New York, NY Google, Software Engineer: Mountain View, CA Segment, Product Analyst: San Francisco, CA Silver Point Capital, Analyst: Greenwich, CT

Finance / Electrical Engineering TD Securities, Investment Banking Analyst: New York, NY

Finance / Management / Applied Science - Computer Science Navigant, Consultant: Washington, DC

Finance / Materials Science and Engineering Deloitte, Investment Banking Analyst: Los Angeles, CA Epic, Technical Problem Solver: Verona, WI Evercore Partners, Analyst: New York, NY

Finance / Mechanical Engineering and Applied Mechanics Zimmer Partners, Research Associate: New York, NY

Finance / Operations, Information and Decisions / Systems Engineering (MSE) Evercore Partners, M&A Investment Banking Analyst: New York, NY

Finance / Systems Science Microsoft, Program Manager: Seattle, WA

Finance / Systems Science and Engineering Moelis & Company, Analyst: Los Angeles, CA Morgan Stanley, Investment Banking Analyst: Menlo Park, CA Perella Weinberg Partners, Analyst: New York, NY

Health Care Management and Policy / Bioengineering Accenture, Management Consulting Analyst: Philadelphia, PA

Individualized Concentration (Wharton) / Applied Science - Biomedical Science Stealth, Data Science Lead: New York, NY

Individualized Concentration (Wharton) / Computer Science McKinsey & Co., Business Analyst: Cleveland, OH

Management / Applied Science - Computer Science Sidewire Inc., Software Engineer: San Francisco, CA

Management / Computer Engineering American Express, Digital Product Manager: New York, NY Microsoft, Program Manager: Seattle, WA

Management / Computer Science Airbnb, Software Engineer: San Francisco, CA Alt School, Product Manager: San Francisco, CA

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Management / Electrical Engineering McKinsey & Co., Business Analyst: Palo Alto, CA

Management / Materials Science and Engineering Boston Consulting Group, Associate: San Francisco, CA

Management / Mechanical Engineering and Applied Mechanics Dairy Free Games, Co-Founder: San Francisco, CA Microsoft, Program Manager: Seattle, WA

Marketing / Computer Science Etsy, Data Analyst: New York, NY

Marketing / Materials Science and Engineering Oliver Wyman, Consultant: New York, NY

Marketing and Operations Management / Computer Science General Motors, Corporate Finance Rotational Program: New York, NY Square, Software Engineer: San Francisco, CA

Marketing and Operations Management / Mechanical Engineering and Applied Mechanics Hasbro, Assistant Brand Manager: Pawtucket, RI

Operations, Information and Decisions / Bioengineering McKinsey & Co., Business Analyst: New York, NY

Operations, Information and Decisions / Electrical Engineering Boston Consulting Group, Associate: New York, NY

Operations, Information and Decisions / Systems Science and Engineering Applied Predictive Technologies, Marketing Analyst: Arlington, VA Point72 Asset Management, Research Analyst: Stamford, CT

Statistics / Computer and Information Science (MSE) / Computer Science Palantir Technologies, Forward Deployed Engineer: New York, NY

Statistics / Computer Science Citadel, Quantitative Research Analyst: Chicago, IL

Wharton and Nursing

Health Care Management and Policy / Nursing Children's Hospital of Philadelphia, Registered Nurse: Philadelphia, PA Christiana Care Health System, Emergency Department: Wilmington, DE IMS Consulting Group, Analyst: San Francisco, CA MBI, Inc., Assistant Product Manager: Norwalk, CT

Volunteer Service

Management / Electrical Engineering SPOUTS, Volunteer Sales / Marketing Fellow: Kampala, Uganda

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Graduate School / Continuing Education

Accounting Villanova University, Villanova, PA: MS (Accounting)

Accounting / Finance / Operations, Information and Decisions Harvard University, Cambridge, MA: JD (Law)

Behavioral Economics University of Arizona, Tucson, AZ: Professional Science MS (Controlled Environment Agriculture)

Behavioral Economics / Systems Science and Engineering University of Pennsylvania, Philadelphia, PA: MSE (Systems Engineering) & ML (Law – Policy and Technology)

Finance New York University, New York, NY: MA (Journalism)

Finance / Applied Science - Biomedical Science / Bioengineering Cambridge University, Cambridge, UK: Degree Not Specified (Technology Policy)

Finance / Biochemistry UNC-Chapel Hill, Chapel Hill, NC: MD (Medicine)

Finance / Biological Basis of Behavior Johns Hopkins University, Baltimore, MD: MD (Medicine)

Finance / Biology Stanford University, Palo Alto, CA: PhD (Immunology)

Finance / Insurance and Risk Management Tsinghua University, Beijing, China: Masters of Management (Global Affairs)

Health Care Management and Policy Tsinghua University, Beijing, China: MS (Economics and Business)

Health Care Management and Policy / Health and Societies University of Massachusetts, Lowell, MA: Post-Bacc (Pre-medical)

Health Care Management and Policy / Operations, Information and Decisions / Biology Harvard University, Boston, MA: MD (Medicine) & PhD (Health Policy)

Legal Studies and Business Ethics / Management University of Pennsylvania, Philadelphia, PA: PhD (Ethics & Legal Studies)

Management Shapells Yeshiva, Jerusalem, Israel (Rabbinic Studies)

Management / Mechanical Engineering and Applied Mechanics University of Pennsylvania, Philadelphia, PA: MSE (Robotics) University of Pennsylvania, Philadelphia, PA, MSE (Robotics)

Management / Religious Studies Harvard University, Cambridge, MA: MA (Arts in Education)

Marketing Arizona State University, Tempe, AZ: MA (Sports Law and Business)

23

Marketing / Biology Johns Hopkins, Baltimore, MD: MD (Medicine)

Marketing / Chemical and Biomolecular Engineering Columbia University, New York, PhD (Chemical Engineering)

Operations and Information Management / Applied Science - Computer Science Harvard University, Cambridge, MA: MA (Computer Science)

Operations, Information and Decisions / Biochemistry Tufts University, Grafton, MA: VMD, Veterinary Medicine & MPH (Public Health)

Operations, Information and Decisions / International Studies and Business University of Oxford, Oxford, United Kingdom: MS (Anthropology)

Statistics Stanford University, Palo Alto, CA: MS (Computer Science)

Statistics / Biophysics Yale University, New Haven, CT: MD (Medicine)

Statistics / Computer Science Massachusetts Institute of Technology, Cambridge, MA: PhD (Computer Science - Machine Learning)

Statistics / Mathematics Stanford University, Palo Alto, CA: PhD (Science – non medical)

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