Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
Central London > City of London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 141 176 129
Rank change year-on-year +35 -47 +11
Permanent jobs citing Data Analysis 218 196 406
As % of all permanent IT jobs advertised in the City of London 2.14% 1.68% 2.35%
As % of the Processes & Methodologies category 2.38% 1.87% 2.63%
Number of salaries quoted 206 182 343
City of London median annual salary £52,500 £50,500 £55,000
Median salary % change year-on-year +3.96% -8.18% +6.80%
10th Percentile £36,250 £28,750 £32,500
90th Percentile £82,750 £77,375 £86,000
Central London median annual salary £52,500 £50,000 £55,000
% change year-on-year +5.00% -9.09% +10.00%

Data Analysis 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 advertised in the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 9170 10468 15412
As % of all permanent IT jobs advertised in the City of London 90.12% 89.47% 89.12%
Number of salaries quoted 8280 9535 13350
City of London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £36,250 £35,000 £33,750
90th Percentile £95,000 £90,000 £87,500
Central London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

Data Analysis
Job Vacancy Trend in the City of London

Job postings citing Data Analysis as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Data Analysis in the City of London

Data Analysis
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis in the City of London.

Salary trend for Data Analysis in the City of London

Data Analysis
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Analysis in the City of London over the 6 months to 18 November 2017.

Salary histogram for Data Analysis in the City of London

Data Analysis
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the City of London region over the 6 months to 18 November 2017. 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
Moorgate - 4 £90,000 -
Data Analysis
Central London

For the 6 months to 18 November 2017, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for Data Analysis.

1 133 (61.01%) Finance
2 87 (39.91%) SQL
3 61 (27.98%) Microsoft
3 61 (27.98%) Agile Software Development
4 59 (27.06%) Business Analysis
5 52 (23.85%) CRM
6 51 (23.39%) Business Intelligence
6 51 (23.39%) SQL Server
7 49 (22.48%) Degree
8 48 (22.02%) QA
9 43 (19.72%) Analytics
10 41 (18.81%) Data Modelling
10 41 (18.81%) ETL
11 38 (17.43%) Microsoft Excel
12 37 (16.97%) SQL Server Integration Services
12 37 (16.97%) Analytical Skills
12 37 (16.97%) User Acceptance Testing
13 35 (16.06%) SQL Server Reporting Services
14 33 (15.14%) Data Warehouse
15 29 (13.30%) Management Information System
15 29 (13.30%) SQL Server Analysis Services
15 29 (13.30%) User Stories
16 28 (12.84%) Workflow
16 28 (12.84%) Asset Management
17 27 (12.39%) T-SQL
18 26 (11.93%) TDD
18 26 (11.93%) Dynamics CRM
18 26 (11.93%) Test Automation
19 25 (11.47%) Continuous Integration
19 25 (11.47%) ATDD

Data Analysis
Co-occurring IT Skills in the City of London 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 12 (5.50%) SAS
2 9 (4.13%) IIS
2 9 (4.13%) WordPress
3 6 (2.75%) SharePoint
4 5 (2.29%) Apache Spark
5 3 (1.38%) Apache Pig
6 1 (0.46%) Confluence
Applications
1 38 (17.43%) Microsoft Excel
2 11 (5.05%) Microsoft Office
3 10 (4.59%) MS Visio
4 8 (3.67%) Microsoft PowerPoint
4 8 (3.67%) Spreadsheet
5 4 (1.83%) Microsoft Project
6 3 (1.38%) SPSS
Business Applications
1 26 (11.93%) Dynamics CRM
2 9 (4.13%) Cognos Business Intelligence
3 6 (2.75%) BusinessWorks
4 2 (0.92%) Raiser's Edge
5 1 (0.46%) Markit EDM
5 1 (0.46%) Relativity
5 1 (0.46%) Salesforce.com CRM
Cloud Services
1 10 (4.59%) GitHub
2 8 (3.67%) Amazon AWS
3 7 (3.21%) Microsoft Azure
4 4 (1.83%) Google Analytics
4 4 (1.83%) Google Cloud Platform
5 2 (0.92%) IBM Blueworks
5 2 (0.92%) SaaS
6 1 (0.46%) Adobe Analytics
6 1 (0.46%) Adobe Creative Cloud
6 1 (0.46%) Cloud Computing
6 1 (0.46%) Engine Yard
6 1 (0.46%) Force.com
6 1 (0.46%) Google Tag Manager
6 1 (0.46%) Salesforce Service Cloud
Communications & Networking
1 12 (5.50%) Network Security
2 3 (1.38%) DNS
2 3 (1.38%) HTTP
2 3 (1.38%) Intranet
3 2 (0.92%) Firewall
3 2 (0.92%) Internet
3 2 (0.92%) Intrusion Detection
3 2 (0.92%) MPLS
3 2 (0.92%) tcpdump
3 2 (0.92%) VPLS
3 2 (0.92%) Wireshark
4 1 (0.46%) LDAP
Database & Business Intelligence
1 51 (23.39%) SQL Server
2 37 (16.97%) SQL Server Integration Services
3 35 (16.06%) SQL Server Reporting Services
4 33 (15.14%) Data Warehouse
5 29 (13.30%) SQL Server Analysis Services
6 19 (8.72%) SQL Server 2008
7 15 (6.88%) QlikView
8 13 (5.96%) Business Intelligence Development Studio
8 13 (5.96%) Relational Database
8 13 (5.96%) SQL Server 2012
9 12 (5.50%) Big Data
10 10 (4.59%) Power BI
11 7 (3.21%) Data Mining
11 7 (3.21%) OLAP
12 6 (2.75%) Hadoop
12 6 (2.75%) IBM InfoSphere
12 6 (2.75%) NoSQL
12 6 (2.75%) OLAP Cube
12 6 (2.75%) PowerCenter
13 5 (2.29%) MongoDB
Development Applications
1 14 (6.42%) Visual Studio
2 13 (5.96%) SQL Server Management Studio (SSMS)
2 13 (5.96%) Team Foundation Server
3 10 (4.59%) Git (software)
4 4 (1.83%) Selenium
5 3 (1.38%) Jenkins
5 3 (1.38%) Maven
6 2 (0.92%) JIRA
6 2 (0.92%) Subversion
7 1 (0.46%) Balsamiq Mockups
7 1 (0.46%) Cucumber
7 1 (0.46%) git-flow
7 1 (0.46%) gulp
7 1 (0.46%) Protractor
7 1 (0.46%) WebDriver
General
1 133 (61.01%) Finance
2 23 (10.55%) Banking
3 13 (5.96%) Retail
4 10 (4.59%) Back Office
4 10 (4.59%) Marketing
5 8 (3.67%) Front Office
5 8 (3.67%) Telecoms
6 6 (2.75%) Investment Banking
7 4 (1.83%) Financial Institution
7 4 (1.83%) Legal
8 3 (1.38%) Advertising
8 3 (1.38%) Military
8 3 (1.38%) Retail Banking
9 2 (0.92%) Law
9 2 (0.92%) Publishing
9 2 (0.92%) Retail Finance
10 1 (0.46%) Automotive
10 1 (0.46%) Games
10 1 (0.46%) Mandarin Language
10 1 (0.46%) Pharmaceutical
Job Titles
1 113 (51.83%) Analyst
2 57 (26.15%) Business Analyst
3 36 (16.51%) Developer
4 34 (15.60%) Data Analyst
5 20 (9.17%) Financial Analyst
5 20 (9.17%) SQL Developer
6 19 (8.72%) CRM Analyst
6 19 (8.72%) CRM Business Analyst
6 19 (8.72%) Finance Business Analyst
7 18 (8.26%) Dynamics CRM Business Analyst
8 17 (7.80%) SSIS Developer
8 17 (7.80%) SSRS Developer
8 17 (7.80%) T-SQL Developer
9 12 (5.50%) Business Intelligence Developer
9 12 (5.50%) SQL Analyst
10 11 (5.05%) SQL Server Developer
11 8 (3.67%) Data Scientist
11 8 (3.67%) SAS Analyst
11 8 (3.67%) SAS Data Analyst
11 8 (3.67%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 18 (8.26%) Web Services
2 15 (6.88%) .NET
3 13 (5.96%) HTML
3 13 (5.96%) JSON
4 11 (5.05%) CSS
5 10 (4.59%) ASP.NET
5 10 (4.59%) ASP.NET MVC
5 10 (4.59%) Node.js
5 10 (4.59%) XML
6 9 (4.13%) Ajax
6 9 (4.13%) jQuery
6 9 (4.13%) Razor View Engine
6 9 (4.13%) WAMP
6 9 (4.13%) WinForms
7 6 (2.75%) FIX Protocol
7 6 (2.75%) FpML
8 3 (1.38%) Murex MxML
8 3 (1.38%) TensorFlow
8 3 (1.38%) XSD
8 3 (1.38%) XSLT
Miscellaneous
1 37 (16.97%) Analytical Skills
2 29 (13.30%) Management Information System
3 18 (8.26%) Reinsurance
4 12 (5.50%) Cyber Attack
4 12 (5.50%) User Experience
5 10 (4.59%) Computer Science
5 10 (4.59%) Data Structures
5 10 (4.59%) Equities
6 8 (3.67%) Fixed Income
7 4 (1.83%) Algorithms
8 3 (1.38%) Client/Server
8 3 (1.38%) Credit Risk
8 3 (1.38%) Derivative
8 3 (1.38%) Foreign Exchange (FX)
8 3 (1.38%) Interest Rate Derivative
8 3 (1.38%) Mainframe
9 2 (0.92%) Fintech
9 2 (0.92%) PMI
9 2 (0.92%) Public Cloud
9 2 (0.92%) Reference Data
Operating Systems
1 19 (8.72%) Windows
2 9 (4.13%) Linux
3 8 (3.67%) Unix
4 2 (0.92%) CentOS
4 2 (0.92%) Red Hat Enterprise Linux
5 1 (0.46%) Android
5 1 (0.46%) Windows 10
5 1 (0.46%) Windows 7
5 1 (0.46%) Windows 8
5 1 (0.46%) Windows Server
5 1 (0.46%) Windows Server 2008
5 1 (0.46%) Windows Server 2012
Processes & Methodologies
1 61 (27.98%) Agile Software Development
2 59 (27.06%) Business Analysis
3 52 (23.85%) CRM
4 51 (23.39%) Business Intelligence
5 43 (19.72%) Analytics
6 41 (18.81%) Data Modelling
6 41 (18.81%) ETL
7 37 (16.97%) User Acceptance Testing
8 29 (13.30%) User Stories
9 28 (12.84%) Asset Management
9 28 (12.84%) Workflow
10 26 (11.93%) TDD
10 26 (11.93%) Test Automation
11 25 (11.47%) Acceptance Criteria
11 25 (11.47%) ATDD
11 25 (11.47%) Business Process Modelling
11 25 (11.47%) Continuous Integration
11 25 (11.47%) Document Management
11 25 (11.47%) Enterprise Architecture
12 24 (11.01%) Content Management
Programming Languages
1 87 (39.91%) SQL
2 27 (12.39%) T-SQL
3 23 (10.55%) Python
4 21 (9.63%) VBA
5 14 (6.42%) C#
6 12 (5.50%) PowerShell
6 12 (5.50%) VB
7 10 (4.59%) PHP
7 10 (4.59%) R
8 7 (3.21%) JavaScript
9 4 (1.83%) Go
9 4 (1.83%) Java
9 4 (1.83%) Scala
10 3 (1.38%) PL/SQL
11 2 (0.92%) Apex Code
11 2 (0.92%) Ruby
12 1 (0.46%) F#
12 1 (0.46%) MATLAB
12 1 (0.46%) SOQL
12 1 (0.46%) SOSL
Qualifications
1 49 (22.48%) Degree
2 13 (5.96%) GCIH
3 12 (5.50%) CREST Certified
3 12 (5.50%) GIAC
4 7 (3.21%) PhD
5 4 (1.83%) ISTQB
6 3 (1.38%) PMI Certification
7 2 (0.92%) Computer Science Degree
8 1 (0.46%) CISSP
8 1 (0.46%) Numerate Degree
8 1 (0.46%) PMP
8 1 (0.46%) SC Cleared
8 1 (0.46%) Security Cleared
Quality Assurance & Compliance
1 48 (22.02%) QA
2 21 (9.63%) Data Quality
3 11 (5.05%) PMO
4 6 (2.75%) ISO 20022
5 3 (1.38%) ISO 15022
6 2 (0.92%) GDPR
7 1 (0.46%) EMIR
7 1 (0.46%) MiFID
System Software
1 1 (0.46%) Active Directory
Systems Management
1 2 (0.92%) Ansible
1 2 (0.92%) Opscode Chef
1 2 (0.92%) Puppet
1 2 (0.92%) Red Hat Satellite
1 2 (0.92%) Red Hat Spacewalk
2 1 (0.46%) CSIRT
Vendors
1 61 (27.98%) Microsoft
2 23 (10.55%) Tableau
3 14 (6.42%) Cognos
4 13 (5.96%) Salesforce.com
5 12 (5.50%) Siebel
6 11 (5.05%) Google
6 11 (5.05%) Oracle
7 6 (2.75%) Informatica
7 6 (2.75%) TIBCO
8 4 (1.83%) MicroStrategy
9 3 (1.38%) Marketo
9 3 (1.38%) Murex
9 3 (1.38%) Sybase
9 3 (1.38%) Twitter
10 2 (0.92%) Adobe
10 2 (0.92%) Citrix
10 2 (0.92%) Red Hat
10 2 (0.92%) TSYS
11 1 (0.46%) EXASOL
11 1 (0.46%) Pardot