Period
to 21 April 2018

The following table provides summary statistics for permanent job vacancies with a requirement for PnL Attribution skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited PnL Attribution over the 6 months to 21 April 2018 with a comparison to the same period in the previous 2 years.

P&L Attribution (Profit & Loss Explain)
UK
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 1181 1166 1285
Rank change year-on-year -15 +119 +17
Permanent jobs citing PnL Attribution 22 8 18
As % of all permanent IT jobs advertised in the UK 0.012% 0.005% 0.009%
As % of the Processes & Methodologies category 0.014% 0.005% 0.010%
Number of salaries quoted 12 6 6
UK median annual salary £75,000 £63,000 £75,000
Median salary % change year-on-year +19.05% -16.00% +30.43%
UK excluding London median annual salary - £71,000 -

PnL Attribution is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 161,258 154,906 183,888
As % of all permanent IT jobs advertised in the UK 90.84% 90.43% 89.94%
Number of salaries quoted 130,650 127,515 152,786
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £29,127 £27,875 £27,500
90th Percentile £81,250 £78,750 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +5.66%

PnL Attribution
Job Vacancy Trend

Job postings citing PnL Attribution as a percentage of all IT jobs advertised.

Job vacancy trend for PnL Attribution in the UK

PnL Attribution
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing PnL Attribution.

Salary trend for PnL Attribution in the UK

PnL Attribution
Salary Histogram

The salary distribution of IT jobs citing PnL Attribution over the 6 months to 21 April 2018.

Salary histogram for PnL Attribution in the UK

PnL Attribution
Top 2 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PnL Attribution within the UK over the 6 months to 21 April 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England 0 22 £75,000 +19.05% 4
London -5 22 £75,000 +36.36% 4

For the 6 months to 21 April 2018, IT jobs citing PnL Attribution also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for PnL Attribution.

1 18 (81.82%) Analytical Skills
2 17 (77.27%) Derivative
3 14 (63.64%) OO
4 12 (54.55%) OOP
5 11 (50.00%) Front Office
5 11 (50.00%) Big Data
6 10 (45.45%) Java
7 8 (36.36%) C#
7 8 (36.36%) Oracle
7 8 (36.36%) Python
7 8 (36.36%) Finance
7 8 (36.36%) Credit Derivative
7 8 (36.36%) Scala
8 7 (31.82%) Market Risk
8 7 (31.82%) TeamCity
8 7 (31.82%) Git (software)
8 7 (31.82%) Test Automation
8 7 (31.82%) Apache Spark
8 7 (31.82%) Equity Derivative
8 7 (31.82%) Risk Management
8 7 (31.82%) Agile Software Development
8 7 (31.82%) Banking
8 7 (31.82%) SQL
8 7 (31.82%) Data Modelling
9 6 (27.27%) Cognizant
9 6 (27.27%) Foreign Exchange (FX)
9 6 (27.27%) HTML
9 6 (27.27%) Stakeholder Management
9 6 (27.27%) Fixed Income
9 6 (27.27%) Degree

PnL Attribution
Co-occurring IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 7 (31.82%) Apache Spark
2 1 (4.55%) Oracle Coherence
Database & Business Intelligence
1 11 (50.00%) Big Data
2 6 (27.27%) Hadoop
2 6 (27.27%) HBase
3 4 (18.18%) Oracle Database
4 2 (9.09%) KDB
Development Applications
1 7 (31.82%) Git (software)
1 7 (31.82%) TeamCity
2 3 (13.64%) JUnit
3 1 (4.55%) Jenkins
3 1 (4.55%) Maven
3 1 (4.55%) Mockito
3 1 (4.55%) SonarQube
General
1 11 (50.00%) Front Office
2 8 (36.36%) Finance
3 7 (31.82%) Banking
4 4 (18.18%) Investment Banking
5 1 (4.55%) Corporate Banking
Job Titles
1 13 (59.09%) Developer
2 10 (45.45%) Java Developer
3 6 (27.27%) Analyst
3 6 (27.27%) Java Scala Developer
3 6 (27.27%) Scala Developer
4 4 (18.18%) Applications Support
5 3 (13.64%) Hadoop Developer
5 3 (13.64%) Java Hadoop Developer
5 3 (13.64%) Lead Developer
5 3 (13.64%) Lead Java Developer
5 3 (13.64%) Market Risk Developer
5 3 (13.64%) Market Risk Java Developer
5 3 (13.64%) Senior Developer
5 3 (13.64%) Senior Java Developer
5 3 (13.64%) Senior Java Scala Developer
5 3 (13.64%) Senior Market Risk Java Developer
5 3 (13.64%) Senior Scala Developer
6 2 (9.09%) Data Analyst
6 2 (9.09%) Qualitative Analyst
6 2 (9.09%) Unix Support
Libraries, Frameworks & Software Standards
1 6 (27.27%) Akka
1 6 (27.27%) AngularJS
1 6 (27.27%) HTML
1 6 (27.27%) HTML5
1 6 (27.27%) Play Framework
2 3 (13.64%) Web Services
2 3 (13.64%) WPF
3 2 (9.09%) Spring
4 1 (4.55%) JMS
4 1 (4.55%) Kafka
4 1 (4.55%) SOAP
4 1 (4.55%) WSDL
Miscellaneous
1 18 (81.82%) Analytical Skills
2 17 (77.27%) Derivative
3 8 (36.36%) Credit Derivative
4 7 (31.82%) Equity Derivative
4 7 (31.82%) Market Risk
5 6 (27.27%) Computer Science
5 6 (27.27%) Fixed Income
5 6 (27.27%) Foreign Exchange (FX)
6 2 (9.09%) Equity Risk
6 2 (9.09%) Management Information System
6 2 (9.09%) Self-Motivation
7 1 (4.55%) Credit Risk
7 1 (4.55%) Data Structures
7 1 (4.55%) Equities
7 1 (4.55%) Exotic Derivative
7 1 (4.55%) Greenfield Project
7 1 (4.55%) Grid Computing
7 1 (4.55%) Interest Rate Derivative
Operating Systems
1 4 (18.18%) Unix
2 3 (13.64%) Linux
Processes & Methodologies
1 14 (63.64%) OO
2 12 (54.55%) OOP
3 7 (31.82%) Agile Software Development
3 7 (31.82%) Data Modelling
3 7 (31.82%) Risk Management
3 7 (31.82%) Test Automation
4 6 (27.27%) Analytics
4 6 (27.27%) Collaborative Working
4 6 (27.27%) Data Governance
4 6 (27.27%) Functional Programming
4 6 (27.27%) Information Management
4 6 (27.27%) Mathematics
4 6 (27.27%) Physics
4 6 (27.27%) Problem-Solving
4 6 (27.27%) Stakeholder Management
4 6 (27.27%) Stress Testing
5 4 (18.18%) Greeks
5 4 (18.18%) ITIL
5 4 (18.18%) Quantitative Research
6 3 (13.64%) Scenario Testing
Programming Languages
1 10 (45.45%) Java
2 8 (36.36%) C#
2 8 (36.36%) Python
2 8 (36.36%) Scala
3 7 (31.82%) SQL
4 4 (18.18%) C++
4 4 (18.18%) Shell Script
5 3 (13.64%) Bash Shell
6 2 (9.09%) Ada
6 2 (9.09%) Perl
7 1 (4.55%) JavaScript
Qualifications
1 6 (27.27%) Degree
Quality Assurance & Compliance
1 2 (9.09%) MiFID
2 1 (4.55%) SLA
Vendors
1 8 (36.36%) Oracle
2 6 (27.27%) Cognizant
3 5 (22.73%) Sybase
4 4 (18.18%) Bloomberg
4 4 (18.18%) Reuters
5 2 (9.09%) GigaSpaces
6 1 (4.55%) Foundry