Period
to 20 January 2018

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 20 January 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Central London > City of London
6 months to
20 Jan 2018
Same period 2017 Same period 2016
Rank 134 141 121
Rank change year-on-year +7 -20 +17
Permanent jobs citing Data Analysis 237 225 365
As % of all permanent IT jobs advertised in the City of London 2.27% 2.11% 2.56%
As % of the Processes & Methodologies category 2.49% 2.37% 2.85%
Number of salaries quoted 219 217 310
City of London median annual salary £52,500 £47,500 £55,000
Median salary % change year-on-year +10.53% -13.64% +6.80%
10th Percentile £36,250 £28,750 £33,750
90th Percentile £81,250 £77,500 £80,000
Central London median annual salary £52,500 £45,000 £55,000
% change year-on-year +16.67% -18.18% +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 9,500 9,506 12,792
As % of all permanent IT jobs advertised in the City of London 90.90% 89.21% 89.62%
Number of salaries quoted 8,467 8,647 11,263
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 £36,250 £35,000
90th Percentile £95,000 £92,500 £90,000
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 20 January 2018.

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 20 January 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
Moorgate - 3 £90,000 -
Data Analysis
Central London

For the 6 months to 20 January 2018, 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.

1 131 (55.27%) Finance
2 97 (40.93%) SQL
3 74 (31.22%) Microsoft
4 71 (29.96%) Agile Software Development
5 62 (26.16%) SQL Server
6 60 (25.32%) Business Intelligence
7 56 (23.63%) Degree
8 53 (22.36%) Business Analysis
9 51 (21.52%) Microsoft Excel
9 51 (21.52%) Analytics
10 50 (21.10%) QA
11 44 (18.57%) ETL
12 41 (17.30%) Data Modelling
13 40 (16.88%) Data Warehouse
13 40 (16.88%) Analytical Skills
14 39 (16.46%) CRM
15 34 (14.35%) Data Management
16 33 (13.92%) SQL Server Reporting Services
17 31 (13.08%) SQL Server Integration Services
18 29 (12.24%) Data Analytics
18 29 (12.24%) User Acceptance Testing
19 28 (11.81%) Mathematics
19 28 (11.81%) Stakeholder Management
20 27 (11.39%) Python
20 27 (11.39%) Data Quality
21 26 (10.97%) SQL Server Analysis Services
22 24 (10.13%) Tableau
22 24 (10.13%) T-SQL
22 24 (10.13%) Workflow
23 23 (9.70%) TDD

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 14 (5.91%) SAS
2 5 (2.11%) Confluence
2 5 (2.11%) IIS
2 5 (2.11%) WordPress
3 4 (1.69%) Apache Spark
4 3 (1.27%) Apache Pig
4 3 (1.27%) SharePoint
Applications
1 51 (21.52%) Microsoft Excel
2 21 (8.86%) MS Visio
3 19 (8.02%) Microsoft Office
4 15 (6.33%) Microsoft PowerPoint
5 7 (2.95%) SPSS
6 5 (2.11%) Spreadsheet
7 4 (1.69%) Microsoft Project
8 2 (0.84%) Stata
Business Applications
1 19 (8.02%) Dynamics CRM
2 5 (2.11%) Cognos Business Intelligence
3 2 (0.84%) Raiser's Edge
4 1 (0.42%) BusinessWorks
4 1 (0.42%) Markit EDM
4 1 (0.42%) MetaTrader
4 1 (0.42%) NetSuite
4 1 (0.42%) Relativity
4 1 (0.42%) Salesforce.com CRM
4 1 (0.42%) Sentinel
Cloud Services
1 8 (3.38%) Microsoft Azure
2 6 (2.53%) Amazon AWS
3 5 (2.11%) GitHub
3 5 (2.11%) Google Analytics
4 4 (1.69%) Google Cloud Platform
5 3 (1.27%) SaaS
6 2 (0.84%) Cloud Computing
7 1 (0.42%) Adobe Analytics
7 1 (0.42%) Adobe Creative Cloud
7 1 (0.42%) Force.com
7 1 (0.42%) Google Tag Manager
7 1 (0.42%) Salesforce Service Cloud
7 1 (0.42%) Yammer
Communications & Networking
1 4 (1.69%) DNS
1 4 (1.69%) HTTP
1 4 (1.69%) Intranet
2 3 (1.27%) Internet
2 3 (1.27%) Network Security
3 2 (0.84%) MPLS
3 2 (0.84%) VPLS
4 1 (0.42%) Firewall
4 1 (0.42%) iSCSI
4 1 (0.42%) SAN
4 1 (0.42%) TCP/IP
Database & Business Intelligence
1 62 (26.16%) SQL Server
2 40 (16.88%) Data Warehouse
3 33 (13.92%) SQL Server Reporting Services
4 31 (13.08%) SQL Server Integration Services
5 26 (10.97%) SQL Server Analysis Services
6 23 (9.70%) Big Data
7 19 (8.02%) Data Mining
7 19 (8.02%) Power BI
8 13 (5.49%) QlikView
9 12 (5.06%) SQL Server 2008
10 11 (4.64%) BusinessObjects
11 9 (3.80%) Business Intelligence Development Studio
11 9 (3.80%) Hadoop
11 9 (3.80%) MongoDB
11 9 (3.80%) Relational Database
11 9 (3.80%) SQL Server 2012
12 7 (2.95%) NoSQL
13 6 (2.53%) Oracle Database
14 5 (2.11%) OLTP
15 4 (1.69%) Apache Cassandra
Development Applications
1 10 (4.22%) Visual Studio
2 9 (3.80%) SQL Server Management Studio (SSMS)
2 9 (3.80%) Team Foundation Server
3 8 (3.38%) Git (software)
4 5 (2.11%) JIRA
4 5 (2.11%) Selenium
5 1 (0.42%) Cucumber
5 1 (0.42%) git-flow
5 1 (0.42%) gulp
5 1 (0.42%) HP UFT
5 1 (0.42%) Protractor
5 1 (0.42%) TeamCity
5 1 (0.42%) WebDriver
General
1 131 (55.27%) Finance
2 23 (9.70%) Banking
3 11 (4.64%) Retail
4 10 (4.22%) Marketing
5 8 (3.38%) Legal
6 7 (2.95%) Front Office
7 6 (2.53%) Back Office
8 5 (2.11%) Telecoms
9 3 (1.27%) Automotive
9 3 (1.27%) Financial Institution
9 3 (1.27%) Investment Banking
9 3 (1.27%) Retail Banking
10 2 (0.84%) Advertising
10 2 (0.84%) Law
10 2 (0.84%) Mandarin Language
10 2 (0.84%) Retail Finance
11 1 (0.42%) Cantonese Language
11 1 (0.42%) Games
11 1 (0.42%) Military
Job Titles
1 131 (55.27%) Analyst
2 52 (21.94%) Business Analyst
3 45 (18.99%) Data Analyst
4 40 (16.88%) Developer
5 16 (6.75%) SQL Developer
6 15 (6.33%) CRM Analyst
7 14 (5.91%) Business Intelligence Developer
8 12 (5.06%) CRM Business Analyst
8 12 (5.06%) Data Quality Analyst
8 12 (5.06%) Finance Business Analyst
8 12 (5.06%) Financial Analyst
8 12 (5.06%) Quality Analyst
8 12 (5.06%) SSIS Developer
8 12 (5.06%) SSRS Developer
8 12 (5.06%) T-SQL Developer
9 11 (4.64%) Dynamics CRM Business Analyst
9 11 (4.64%) PMO Analyst
10 10 (4.22%) Support Analyst
11 9 (3.80%) PMO Lead
11 9 (3.80%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 15 (6.33%) .NET
2 10 (4.22%) HTML
2 10 (4.22%) JSON
2 10 (4.22%) Web Services
3 8 (3.38%) ASP.NET
3 8 (3.38%) ASP.NET MVC
3 8 (3.38%) CSS
3 8 (3.38%) XML
4 6 (2.53%) Node.js
5 5 (2.11%) Ajax
5 5 (2.11%) jQuery
5 5 (2.11%) Razor View Engine
5 5 (2.11%) WAMP
5 5 (2.11%) WinForms
6 4 (1.69%) Kafka
7 3 (1.27%) AngularJS
7 3 (1.27%) Natural Language Processing
7 3 (1.27%) NHibernate
7 3 (1.27%) WCF
7 3 (1.27%) WPF
Miscellaneous
1 40 (16.88%) Analytical Skills
2 21 (8.86%) Management Information System
3 18 (7.59%) Reinsurance
4 16 (6.75%) Computer Science
5 13 (5.49%) User Experience
6 10 (4.22%) Algorithms
7 9 (3.80%) Data Structures
8 8 (3.38%) Equities
9 7 (2.95%) Fixed Income
10 5 (2.11%) Fintech
10 5 (2.11%) Foreign Exchange (FX)
11 4 (1.69%) Derivative
11 4 (1.69%) Greenfield Project
11 4 (1.69%) Mainframe
12 3 (1.27%) Client/Server
12 3 (1.27%) Credit Risk
12 3 (1.27%) Cyberattack
12 3 (1.27%) Hedge funds
12 3 (1.27%) Interest Rate Derivative
12 3 (1.27%) Mobile App
Operating Systems
1 18 (7.59%) Windows
2 12 (5.06%) Linux
3 9 (3.80%) Unix
4 3 (1.27%) CentOS
5 2 (0.84%) Red Hat Enterprise Linux
5 2 (0.84%) Windows 10
5 2 (0.84%) Windows Server
6 1 (0.42%) Windows 7
6 1 (0.42%) Windows 8
6 1 (0.42%) Windows Server 2008
6 1 (0.42%) Windows Server 2012
Processes & Methodologies
1 71 (29.96%) Agile Software Development
2 60 (25.32%) Business Intelligence
3 53 (22.36%) Business Analysis
4 51 (21.52%) Analytics
5 44 (18.57%) ETL
6 41 (17.30%) Data Modelling
7 39 (16.46%) CRM
8 34 (14.35%) Data Management
9 29 (12.24%) Data Analytics
9 29 (12.24%) User Acceptance Testing
10 28 (11.81%) Mathematics
10 28 (11.81%) Stakeholder Management
11 24 (10.13%) Workflow
12 23 (9.70%) Asset Management
12 23 (9.70%) Business Process Modelling
12 23 (9.70%) Project Management
12 23 (9.70%) TDD
13 22 (9.28%) Change Management
13 22 (9.28%) Test Automation
14 20 (8.44%) Continuous Integration
Programming Languages
1 97 (40.93%) SQL
2 27 (11.39%) Python
3 24 (10.13%) T-SQL
4 17 (7.17%) VB
5 15 (6.33%) VBA
6 14 (5.91%) C#
7 12 (5.06%) JavaScript
8 11 (4.64%) R
9 9 (3.80%) PowerShell
10 8 (3.38%) Java
11 7 (2.95%) Scala
12 6 (2.53%) PHP
12 6 (2.53%) PL/SQL
13 4 (1.69%) Go
14 3 (1.27%) C++
14 3 (1.27%) F#
15 2 (0.84%) Apex Code
15 2 (0.84%) MATLAB
15 2 (0.84%) TypeScript
16 1 (0.42%) SOQL
Qualifications
1 56 (23.63%) Degree
2 15 (6.33%) ISEB
3 5 (2.11%) Computer Science Degree
3 5 (2.11%) ISTQB
4 4 (1.69%) GCIH
4 4 (1.69%) Numerate Degree
4 4 (1.69%) PhD
5 3 (1.27%) CREST Certified
5 3 (1.27%) GIAC
6 2 (0.84%) ACCA
6 2 (0.84%) PMI Certification
7 1 (0.42%) CISSP
7 1 (0.42%) DBS Check
7 1 (0.42%) IIBA
7 1 (0.42%) SC Cleared
7 1 (0.42%) Security Cleared
Quality Assurance & Compliance
1 50 (21.10%) QA
2 27 (11.39%) Data Quality
3 16 (6.75%) PMO
4 8 (3.38%) Solvency II
5 2 (0.84%) GAAP
5 2 (0.84%) GDPR
System Software
1 2 (0.84%) Active Directory
2 1 (0.42%) VMware Infrastructure
Systems Management
1 3 (1.27%) Puppet
2 2 (0.84%) Ansible
2 2 (0.84%) Opscode Chef
2 2 (0.84%) Red Hat Satellite
2 2 (0.84%) Red Hat Spacewalk
3 1 (0.42%) HP Data Protector
3 1 (0.42%) Terraform
Vendors
1 74 (31.22%) Microsoft
2 24 (10.13%) Tableau
3 13 (5.49%) Cognos
3 13 (5.49%) Salesforce.com
4 12 (5.06%) Google
5 9 (3.80%) Oracle
6 5 (2.11%) MicroStrategy
7 4 (1.69%) Cloudera
7 4 (1.69%) Hortonworks
7 4 (1.69%) MapR
7 4 (1.69%) Marketo
8 3 (1.27%) Murex
8 3 (1.27%) Siebel
8 3 (1.27%) TSYS
8 3 (1.27%) Twitter
9 2 (0.84%) Adobe
9 2 (0.84%) Alteryx
9 2 (0.84%) Red Hat
10 1 (0.42%) EXASOL
10 1 (0.42%) Pardot