Period
to 26 April 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 26 April 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Central London > City of London
6 months to
26 Apr 2018
Same period 2017 Same period 2016
Rank 127 121 121
Rank change year-on-year -6 0 +12
Permanent jobs citing Data Analysis 262 261 365
As % of all permanent IT jobs advertised in the City of London 2.43% 2.55% 2.65%
As % of the Processes & Methodologies category 2.62% 2.81% 2.90%
Number of salaries quoted 235 241 307
City of London median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £35,000 £31,250 £32,650
90th Percentile £82,000 £75,000 £83,750
Central London median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% -

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 9,984 9,287 12,574
As % of all permanent IT jobs advertised in the City of London 92.47% 90.70% 91.40%
Number of salaries quoted 8,808 8,419 11,279
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £36,250 £36,250 £35,000
90th Percentile £95,000 £92,500 £89,000
Central London median annual salary £60,000 £60,000 £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 26 April 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 26 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
London Bridge - 1 £62,500 -
Data Analysis
Central London

For the 6 months to 26 April 2018, IT jobs citing Data Analysis 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 across the City of London region with a requirement for Data Analysis.

1 142 (54.20%) Finance
2 114 (43.51%) SQL
3 91 (34.73%) SQL Server
4 76 (29.01%) Microsoft Excel
5 71 (27.10%) Microsoft
6 70 (26.72%) Analytics
7 65 (24.81%) Business Intelligence
8 64 (24.43%) Degree
9 63 (24.05%) Agile Software Development
10 62 (23.66%) Analytical Skills
11 57 (21.76%) Data Modelling
12 54 (20.61%) Data Warehouse
13 52 (19.85%) Data Management
14 51 (19.47%) Data Quality
15 48 (18.32%) SQL Server Integration Services
16 44 (16.79%) SQL Server Reporting Services
17 43 (16.41%) Problem-Solving
18 42 (16.03%) Data Analytics
19 41 (15.65%) Power BI
20 40 (15.27%) ETL
21 37 (14.12%) Mathematics
22 36 (13.74%) SQL Server Analysis Services
23 35 (13.36%) Tableau
23 35 (13.36%) VB
24 34 (12.98%) Line Management
25 33 (12.60%) Stakeholder Management
26 31 (11.83%) Banking
27 30 (11.45%) Microsoft Office
27 30 (11.45%) MS Visio
27 30 (11.45%) QA

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 10 (3.82%) SAS
2 6 (2.29%) Apache Spark
2 6 (2.29%) Confluence
2 6 (2.29%) SharePoint
3 1 (0.38%) CMS
3 1 (0.38%) Drupal
3 1 (0.38%) Jetty
3 1 (0.38%) Oracle Workflow
3 1 (0.38%) Tomcat
Applications
1 76 (29.01%) Microsoft Excel
2 30 (11.45%) Microsoft Office
2 30 (11.45%) MS Visio
3 23 (8.78%) Microsoft PowerPoint
4 17 (6.49%) Spreadsheet
5 9 (3.44%) SPSS
6 7 (2.67%) Microsoft Project
7 5 (1.91%) Stata
Business Applications
1 8 (3.05%) Dynamics CRM
2 2 (0.76%) MetaTrader
2 2 (0.76%) Salesforce.com CRM
2 2 (0.76%) Sentinel
3 1 (0.38%) CaseMap
3 1 (0.38%) Concordance
3 1 (0.38%) LexisNexis TimeMap
3 1 (0.38%) NetSuite
3 1 (0.38%) Veritas eDiscovery
Cloud Services
1 9 (3.44%) Amazon AWS
2 5 (1.91%) Cloud Computing
2 5 (1.91%) Microsoft Azure
2 5 (1.91%) SaaS
3 2 (0.76%) Google Analytics
3 2 (0.76%) Heroku
4 1 (0.38%) GitHub
4 1 (0.38%) Salesforce Service Cloud
4 1 (0.38%) Taleo
4 1 (0.38%) Yammer
Communications & Networking
1 4 (1.53%) Internet
2 3 (1.15%) Firewall
2 3 (1.15%) iSCSI
2 3 (1.15%) SAN
2 3 (1.15%) TCP/IP
3 2 (0.76%) DNS
3 2 (0.76%) HTTP
4 1 (0.38%) Intranet
4 1 (0.38%) MPLS
4 1 (0.38%) VPLS
Database & Business Intelligence
1 91 (34.73%) SQL Server
2 54 (20.61%) Data Warehouse
3 48 (18.32%) SQL Server Integration Services
4 44 (16.79%) SQL Server Reporting Services
5 41 (15.65%) Power BI
6 36 (13.74%) SQL Server Analysis Services
7 25 (9.54%) Big Data
8 24 (9.16%) Data Mining
9 15 (5.73%) BusinessObjects
10 14 (5.34%) Hadoop
10 14 (5.34%) MongoDB
11 10 (3.82%) NoSQL
12 9 (3.44%) Apache Cassandra
12 9 (3.44%) HBase
13 8 (3.05%) Oracle Database
13 8 (3.05%) Relational Database
14 7 (2.67%) OLTP
14 7 (2.67%) QlikView
15 5 (1.91%) PostgreSQL
15 5 (1.91%) SQL Server 2012
Development Applications
1 8 (3.05%) JIRA
2 5 (1.91%) ERwin
3 3 (1.15%) ER Studio
3 3 (1.15%) Git (software)
4 2 (0.76%) Ant
4 2 (0.76%) Eclipse
4 2 (0.76%) Maven
4 2 (0.76%) Selenium
5 1 (0.38%) Cucumber
5 1 (0.38%) Gradle
5 1 (0.38%) HP UFT
5 1 (0.38%) JUnit
5 1 (0.38%) Protractor
5 1 (0.38%) SQL Server Management Studio (SSMS)
5 1 (0.38%) Subversion
5 1 (0.38%) TeamCity
5 1 (0.38%) Visual Studio
5 1 (0.38%) WebDriver
5 1 (0.38%) XMLSpy
General
1 142 (54.20%) Finance
2 31 (11.83%) Banking
3 12 (4.58%) Legal
4 11 (4.20%) Retail
5 10 (3.82%) Front Office
6 9 (3.44%) Law
6 9 (3.44%) Marketing
7 7 (2.67%) Investment Banking
8 5 (1.91%) Financial Institution
9 3 (1.15%) Automotive
9 3 (1.15%) International Banking
9 3 (1.15%) Mandarin Language
10 2 (0.76%) Advertising
10 2 (0.76%) Back Office
10 2 (0.76%) Games
10 2 (0.76%) Publishing
10 2 (0.76%) Retail Banking
11 1 (0.38%) Cantonese Language
11 1 (0.38%) Retail Finance
Job Titles
1 127 (48.47%) Analyst
2 60 (22.90%) Data Analyst
3 47 (17.94%) Developer
4 29 (11.07%) Business Analyst
5 23 (8.78%) Business Intelligence Developer
6 21 (8.02%) Data Quality Analyst
7 20 (7.63%) Quality Analyst
8 15 (5.73%) Excel Analyst
8 15 (5.73%) SQL Analyst
9 14 (5.34%) Data Scientist
10 13 (4.96%) Analytics Manager
10 13 (4.96%) Architect
10 13 (4.96%) Data Analytics Manager
11 12 (4.58%) Senior Manager
11 12 (4.58%) SQL Data Analyst
12 11 (4.20%) Agile Business Analyst
12 11 (4.20%) Business Intelligence Analyst
12 11 (4.20%) Data Manager
12 11 (4.20%) PMO Analyst
12 11 (4.20%) Senior Analytics Manager
Libraries, Frameworks & Software Standards
1 14 (5.34%) .NET
2 11 (4.20%) XML
3 9 (3.44%) Kafka
4 7 (2.67%) ASP.NET
4 7 (2.67%) ASP.NET MVC
4 7 (2.67%) HTML
5 5 (1.91%) Natural Language Processing
5 5 (1.91%) Web Services
5 5 (1.91%) WPF
6 4 (1.53%) CSS
6 4 (1.53%) JSON
7 3 (1.15%) AngularJS
7 3 (1.15%) ASP.NET MVC 5
7 3 (1.15%) NHibernate
7 3 (1.15%) Node.js
7 3 (1.15%) Pandas
7 3 (1.15%) Sass
7 3 (1.15%) WCF
8 2 (0.76%) Gherkin
8 2 (0.76%) React Native
Miscellaneous
1 62 (23.66%) Analytical Skills
2 26 (9.92%) Data Structures
3 21 (8.02%) Computer Science
4 19 (7.25%) Management Information System
5 18 (6.87%) Algorithms
6 17 (6.49%) Self-Motivation
7 15 (5.73%) Reinsurance
8 9 (3.44%) Greenfield Project
9 8 (3.05%) Fintech
10 6 (2.29%) Derivative
11 5 (1.91%) Foreign Exchange (FX)
11 5 (1.91%) Hedge funds
11 5 (1.91%) User Experience
12 4 (1.53%) Fixed Income
12 4 (1.53%) Reference Data
13 3 (1.15%) Clustering
13 3 (1.15%) Equities
13 3 (1.15%) Mobile App
13 3 (1.15%) Spread Betting
13 3 (1.15%) Virtual Team
Operating Systems
1 9 (3.44%) Linux
1 9 (3.44%) Windows
2 8 (3.05%) Unix
3 4 (1.53%) CentOS
4 3 (1.15%) Windows Server
5 1 (0.38%) Red Hat Enterprise Linux
5 1 (0.38%) VMS
5 1 (0.38%) Windows 10
Processes & Methodologies
1 70 (26.72%) Analytics
2 65 (24.81%) Business Intelligence
3 63 (24.05%) Agile Software Development
4 57 (21.76%) Data Modelling
5 52 (19.85%) Data Management
6 43 (16.41%) Problem-Solving
7 42 (16.03%) Data Analytics
8 40 (15.27%) ETL
9 37 (14.12%) Mathematics
10 34 (12.98%) Line Management
11 33 (12.60%) Stakeholder Management
12 30 (11.45%) Statistics
13 28 (10.69%) Business Analysis
13 28 (10.69%) Project Management
14 27 (10.31%) Machine Learning
15 26 (9.92%) Data Science
16 23 (8.78%) Scrum
17 21 (8.02%) CRM
18 15 (5.73%) PRINCE2
18 15 (5.73%) Statistical Analysis
Programming Languages
1 114 (43.51%) SQL
2 35 (13.36%) VB
3 28 (10.69%) Python
4 26 (9.92%) VBA
5 20 (7.63%) Java
6 15 (5.73%) JavaScript
7 14 (5.34%) T-SQL
8 13 (4.96%) C#
8 13 (4.96%) R
9 8 (3.05%) C++
9 8 (3.05%) PL/SQL
10 7 (2.67%) Scala
11 5 (1.91%) F#
12 3 (1.15%) Bash Shell
12 3 (1.15%) MATLAB
12 3 (1.15%) PowerShell
13 2 (0.76%) Ruby
13 2 (0.76%) Shell Script
13 2 (0.76%) TypeScript
14 1 (0.38%) ES6
Qualifications
1 64 (24.43%) Degree
2 24 (9.16%) ISEB
3 6 (2.29%) Computer Science Degree
4 4 (1.53%) IIBA
5 3 (1.15%) ACCA
5 3 (1.15%) CBAP
5 3 (1.15%) DBS Check
5 3 (1.15%) Numerate Degree
5 3 (1.15%) PhD
6 2 (0.76%) ISTQB
6 2 (0.76%) PMP
7 1 (0.38%) CFA
7 1 (0.38%) CIMA
7 1 (0.38%) PMI Certification
7 1 (0.38%) Security Cleared
7 1 (0.38%) TOGAF Certification
Quality Assurance & Compliance
1 51 (19.47%) Data Quality
2 30 (11.45%) QA
3 12 (4.58%) PMO
3 12 (4.58%) Solvency II
4 3 (1.15%) GDPR
5 2 (0.76%) GAAP
System Software
1 4 (1.53%) Active Directory
2 3 (1.15%) VMware Infrastructure
3 2 (0.76%) Virtual Machines
Systems Management
1 4 (1.53%) Puppet
2 3 (1.15%) HP Data Protector
2 3 (1.15%) Terraform
3 1 (0.38%) Ansible
3 1 (0.38%) Opscode Chef
3 1 (0.38%) Red Hat Satellite
3 1 (0.38%) Red Hat Spacewalk
Vendors
1 71 (27.10%) Microsoft
2 35 (13.36%) Tableau
3 17 (6.49%) Oracle
4 11 (4.20%) Cloudera
5 10 (3.82%) Hortonworks
5 10 (3.82%) MapR
6 8 (3.05%) Cognos
6 8 (3.05%) Salesforce.com
7 6 (2.29%) MicroStrategy
8 5 (1.91%) Google
8 5 (1.91%) Informatica
8 5 (1.91%) Sybase
9 4 (1.53%) Marketo
10 3 (1.15%) Extreme Networks
10 3 (1.15%) HP
10 3 (1.15%) Juniper
10 3 (1.15%) Teradata
10 3 (1.15%) Twitter
10 3 (1.15%) VMware
11 2 (0.76%) IBM