INVESTMENT BANKING DIVERSITY STATS - As of November, 2026
This employer diversity data is based solely on user submissions to the WSO Company Database for interviews and employment during 2024, 2025, YTD 2026. Historical reports: 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011
Racial Diversity
Firm
YoY Δ
Percentile
Credit Agricole
15
98.6%
Scotiabank
01
97.2%
RBC Royal Bank of Canada
04
95.8%
Moelis & Company
No
94.4%
BMO Capital Markets
03
93.1%
JPMorgan
No
91.7%
BNP Paribas
06
90.3%
Bank of America Merrill Lynch
02
88.9%
Standard Chartered Bank
35
87.5%
PJT Partners
14
86.1%
Goldman Sachs
01
84.7%
Société Générale
08
83.3%
Raymond James Financial Inc.
18
81.9%
Morgan Stanley
01
80.6%
Citigroup
07
79.2%
Alantra
32
77.8%
Perella Weinberg Partners
02
76.4%
MUFG
18
75.0%
Cantor Fitzgerald
08
73.6%
Deutsche Bank
06
72.2%
Evercore
12
70.8%
RBC Capital Markets
12
69.4%
Greenhill
03
68.1%
B. Riley & Co.
05
66.7%
UBS AG
04
65.3%
TD Securities
08
63.9%
HSBC
02
62.5%
Barclays
15
61.1%
Oppenheimer
12
59.7%
Piper Sandler
16
58.3%
Percentile rank on racial diversity based on how balanced companies are across five primary groups: Caucasian, Asian, African American, Latino/Spanish Origin and Other
Companies with only 10 or more submissions included
The up and down arrows next to each company represent the relative increase or decrease in position compared to the prior year report. The "= =" equal signs means there was no change and the "+ +" plus signs indicate a new company on the statistics.
Female Representation
Firm
YoY Δ
Percentile
RBC Royal Bank of Canada (40.3%)
05
98.7%
Scotiabank (37.9%)
03
97.3%
UBS (34.2%)
02
96.0%
CIBC World Markets (30.8%)
02
94.7%
Lazard Freres (30.4%)
05
93.3%
Nomura Holdings (29.7%)
02
92.0%
HSBC (29.7%)
19
90.7%
Morgan Stanley (28.7%)
03
89.3%
AGC Partners (27.8%)
04
88.0%
Perella Weinberg Partners (27.6%)
07
86.7%
Natixis (26.6%)
24
85.3%
Mizuho (26.4%)
07
84.0%
Citigroup (25.1%)
04
82.7%
Harris Williams & Co. (24.8%)
13
81.3%
Goldman Sachs (23.8%)
06
80.0%
B. Riley & Co. (23.2%)
17
78.7%
D.A. Davidson & Co (23.2%)
57
77.3%
JPMorgan (23.2%)
No
76.0%
Macquarie Group Limited ABN (22.9%)
10
74.7%
Alantra (22.7%)
44
73.3%
Cantor Fitzgerald (22.0%)
27
72.0%
Lazard, Inc. (21.9%)
08
70.7%
UBS AG (21.4%)
05
69.3%
Oppenheimer (21.1%)
37
68.0%
Centerview Partners (20.7%)
10
66.7%
Bank of America Merrill Lynch (20.6%)
03
65.3%
Rabobank Group (19.8%)
33
64.0%
Barclays (19.4%)
14
62.7%
Evercore (19.4%)
05
61.3%
Credit Agricole (19.4%)
08
60.0%
Estimate percentage of females is shown in parenthesis after the company name
Companies with only 10 or more submissions included
The up and down arrows next to each company represent the relative increase or decrease in position compared to the prior year report. The "= =" equal signs means there was no change and the "+ +" plus signs indicate a new company on the statistics.
Athletic Representation
Firm
YoY Δ
Percentile
AGC Partners (40.8%)
No
98.7%
Stephens Inc (35.7%)
02
97.3%
Eastdil Secured (30.2%)
No
96.0%
Natixis (30.1%)
21
94.7%
Mizuho (26.2%)
08
93.3%
Robert W. Baird & Co. (24.6%)
No
92.0%
Rabobank Group (19.5%)
42
90.7%
PwC Corporate Finance (17.7%)
24
89.3%
William Blair (17.5%)
22
88.0%
JPMorgan (17.5%)
11
86.7%
MUFG (17.4%)
06
85.3%
Ducera (17.4%)
62
84.0%
Carlsquare (17.4%)
50
82.7%
Cascadia Capital LLC (17.4%)
04
81.3%
Piper Sandler (17.3%)
08
80.0%
Guggenheim Partners (16.6%)
07
78.7%
Lincoln International (16.1%)
No
77.3%
KeyBanc Capital Markets (16.1%)
09
76.0%
Financial Technology Partners (16.0%)
09
74.7%
Lazard, Inc. (15.9%)
No
73.3%
Deutsche Bank (15.7%)
23
72.0%
CIBC World Markets (15.5%)
06
70.7%
Houlihan Lokey (15.4%)
04
69.3%
UBS (14.9%)
45
68.0%
Scotiabank (14.8%)
25
66.7%
UBS AG (14.3%)
21
65.3%
BNP Paribas (14.3%)
26
64.0%
Standard Chartered Bank (14.2%)
33
62.7%
DC Advisory (13.9%)
05
61.3%
Harris Williams & Co. (13.9%)
13
60.0%
Estimated percentage of varsity athletes is shown in parenthesis after the company name
Companies with only 10 or more submissions included
The up and down arrows next to each company represent the relative increase or decrease in position compared to the prior year report. The "= =" equal signs means there was no change and the "+ +" plus signs indicate a new company on the statistics.
Military Representation
Firm
YoY Δ
Percentile
PwC Corporate Finance (16.8%)
No
98.7%
Standard Chartered Bank (9.2%)
No
97.3%
Mizuho (6.5%)
02
96.0%
Banco Santander (6.5%)
02
94.7%
Guggenheim Partners (6.3%)
01
93.3%
Lazard Freres (6.0%)
03
92.0%
Credit Agricole (5.4%)
01
90.7%
Cantor Fitzgerald (5.3%)
05
89.3%
Piper Sandler (4.0%)
02
88.0%
Evercore (3.6%)
03
86.7%
Morgan Stanley (3.6%)
No
85.3%
Lincoln International (2.9%)
02
84.0%
Harris Williams & Co. (2.7%)
06
82.7%
Rothschild (2.6%)
12
81.3%
Moelis & Company (2.4%)
05
80.0%
Citigroup (2.3%)
02
78.7%
Bank of America Merrill Lynch (2.3%)
02
77.3%
PJT Partners (2.1%)
03
76.0%
Wells Fargo and Company (2.1%)
02
74.7%
Lazard, Inc. (2.0%)
02
73.3%
Deutsche Bank (2.0%)
04
72.0%
Perella Weinberg Partners (1.8%)
01
70.7%
Société Générale (1.7%)
13
69.3%
William Blair (1.4%)
62
68.0%
JPMorgan (1.0%)
01
66.7%
Goldman Sachs (1.0%)
01
65.3%
Houlihan Lokey (0.7%)
01
64.0%
PNC Financial Services (0.1%)
19
62.7%
Mediobanca (0.1%)
15
61.3%
BTG Pactual (0.1%)
07
60.0%
Estimated percentage of employees with military association is shown in parenthesis after the company name
Companies with only 10 or more submissions included
The up and down arrows next to each company represent the relative increase or decrease in position compared to the prior year report. The "= =" equal signs means there was no change and the "+ +" plus signs indicate a new company on the statistics
Thousands of Interview Questions Available by Firm
Methodology FAQ
How often is this data updated?
The rankings are constantly changing and evolving based on additional data we collect every day. The graphs and tables use the data from YTD and the prior 2 years. See tabs located above on this page to access previous year rankings.
Why do the average compensation numbers look so low?
Remember that the compensation you are accustomed to hearing for top performers in the top groups in New York is well above the average for cities around the world. The compensation average graphs are a global average which includes regional cities and groups that bring the average down. If you would like company and group specific compensation data, please visit the WSO Company Database.
Where does this data come from?
The compensation, review and interview data comes from WSO member submissions to the WSO Company Database. With over 50,000 submissions to date across thousands of companies, the database is solely a representation of what our members were paid and how they rank companies on various metrics. Please see below for a detailed breakdown of the member statistics for those that have contributed to the database.
What are the percentile rankings based on?
The percentile rankings of companies listed here are based on the current YTD and the prior two years of data for companies that received at least one vote. The simple average scores are converted into an Adjusted Score before the companies are ranked to take into account companies with a smaller sample size. This method uses Bayesian Statistics.
Why do you use Bayesian Statistics to adjust scores?
This methodology is used in order to account for standard deviation in rankings. As a company gets more rankings and data, we have more confidence that the average ranking is a true reflection of reality, so this is reflected in the adjusted scores and Percentile rankings. Learn more about Bayesian Statistics here.
Why don't I see company XYZ?
Some great smaller firms may not be represented in the rankings for the simple reason that we have not collected enough data to represent them accurately or for us to have enough data to display them at all.
What is the geographical representation of the submissions?
The WSO user base is very US-centric with approximately 70% of all submissions coming within the United States of America. Please see the detailed breakdown of the member statistics for those that have contributed to the database. For more company and city specific compensation, please visit the WSO Company Database.
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