Period
to 19 July 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Central London > City of London
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 141 135 135
Rank change year-on-year -6 0 +5
Permanent jobs citing Data Analysis 243 241 318
As % of all permanent IT jobs advertised in the City of London 2.19% 2.34% 2.34%
As % of the Processes & Methodologies category 2.38% 2.59% 2.56%
Number of salaries quoted 225 217 282
City of London median annual salary £56,743 £55,000 £52,500
Median salary % change year-on-year +3.17% +4.76% +5.00%
10th Percentile £31,750 £37,500 £31,250
90th Percentile £90,750 £77,500 £82,425
Central London median annual salary £55,000 £55,000 £50,000
% change year-on-year - +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 10,222 9,314 12,431
As % of all permanent IT jobs advertised in the City of London 92.13% 90.50% 91.47%
Number of salaries quoted 9,092 8,378 11,239
City of London median annual salary £64,000 £60,000 £57,500
Median salary % change year-on-year +6.67% +4.35% +4.55%
10th Percentile £37,000 £35,000 £35,000
90th Percentile £93,750 £92,500 £87,500
Central London median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +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 19 July 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 19 July 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 19 July 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.

1 130 (53.50%) Finance
2 129 (53.09%) SQL
3 89 (36.63%) SQL Server
4 75 (30.86%) Analytical Skills
5 69 (28.40%) Degree
6 67 (27.57%) Microsoft Excel
7 66 (27.16%) Analytics
8 61 (25.10%) Business Intelligence
9 60 (24.69%) Data Modelling
10 57 (23.46%) Agile Software Development
11 53 (21.81%) Microsoft
11 53 (21.81%) Data Warehouse
12 51 (20.99%) SQL Server Integration Services
13 50 (20.58%) Data Quality
13 50 (20.58%) ETL
14 44 (18.11%) Tableau
15 43 (17.70%) Mathematics
16 41 (16.87%) Problem-Solving
17 40 (16.46%) Data Management
17 40 (16.46%) SQL Server Reporting Services
18 34 (13.99%) Data Science
19 33 (13.58%) Power BI
20 32 (13.17%) SQL Server Analysis Services
20 32 (13.17%) Data Analytics
21 31 (12.76%) Python
22 30 (12.35%) Oracle
22 30 (12.35%) Banking
22 30 (12.35%) Statistics
23 28 (11.52%) Machine Learning
24 27 (11.11%) Microsoft Office

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 (4.12%) SAS
2 9 (3.70%) Apache Spark
3 7 (2.88%) SharePoint
4 4 (1.65%) Confluence
5 2 (0.82%) CMS
5 2 (0.82%) Drupal
6 1 (0.41%) Apache Pig
6 1 (0.41%) Jetty
6 1 (0.41%) Oracle Workflow
6 1 (0.41%) SharePoint Server
6 1 (0.41%) Tomcat
Applications
1 67 (27.57%) Microsoft Excel
2 27 (11.11%) Microsoft Office
3 20 (8.23%) Microsoft PowerPoint
4 19 (7.82%) MS Visio
5 16 (6.58%) Spreadsheet
6 10 (4.12%) Microsoft Project
7 3 (1.23%) SPSS
7 3 (1.23%) Stata
Business Applications
1 4 (1.65%) Salesforce.com CRM
2 3 (1.23%) Dynamics CRM
3 2 (0.82%) MetaTrader
3 2 (0.82%) Oracle EBS R12
3 2 (0.82%) Sentinel
4 1 (0.41%) Actimize
4 1 (0.41%) CaseMap
4 1 (0.41%) Concordance
4 1 (0.41%) Distributed Ledger
4 1 (0.41%) LexisNexis TimeMap
4 1 (0.41%) Oracle Assets
4 1 (0.41%) Oracle Financials
4 1 (0.41%) Oracle General Ledger
4 1 (0.41%) Oracle Payables
4 1 (0.41%) Oracle Procure-to-Pay
4 1 (0.41%) Oracle Receivables
4 1 (0.41%) R3 Corda
4 1 (0.41%) SAP GRC
4 1 (0.41%) Veritas eDiscovery
Cloud Services
1 10 (4.12%) Amazon AWS
2 4 (1.65%) SaaS
2 4 (1.65%) Salesforce Service Cloud
3 3 (1.23%) Cloud Computing
3 3 (1.23%) Microsoft Azure
4 2 (0.82%) GitHub
4 2 (0.82%) Google Analytics
4 2 (0.82%) Heroku
5 1 (0.41%) Amazon EMR
5 1 (0.41%) Slack
5 1 (0.41%) Taleo
Communications & Networking
1 4 (1.65%) Internet
2 3 (1.23%) Firewall
3 2 (0.82%) iSCSI
3 2 (0.82%) SAN
3 2 (0.82%) TCP/IP
4 1 (0.41%) Broadband
4 1 (0.41%) Cisco Nexus
4 1 (0.41%) DNS
4 1 (0.41%) HTTP
4 1 (0.41%) IGMP
4 1 (0.41%) MPLS
4 1 (0.41%) Multicast
4 1 (0.41%) SNMP
4 1 (0.41%) VPLS
4 1 (0.41%) Wireless
Database & Business Intelligence
1 89 (36.63%) SQL Server
2 53 (21.81%) Data Warehouse
3 51 (20.99%) SQL Server Integration Services
4 40 (16.46%) SQL Server Reporting Services
5 33 (13.58%) Power BI
6 32 (13.17%) SQL Server Analysis Services
7 25 (10.29%) Big Data
8 17 (7.00%) Hadoop
8 17 (7.00%) Relational Database
9 16 (6.58%) Data Mining
10 15 (6.17%) BusinessObjects
11 11 (4.53%) MongoDB
12 9 (3.70%) OLAP
12 9 (3.70%) QlikView
12 9 (3.70%) SQL Server 2012
12 9 (3.70%) SQL Server 2014
13 7 (2.88%) NoSQL
13 7 (2.88%) OLTP
14 6 (2.47%) Apache Cassandra
14 6 (2.47%) RDBMS
Development Applications
1 7 (2.88%) JIRA
2 6 (2.47%) ERwin
3 5 (2.06%) Visual Studio
4 4 (1.65%) ER Studio
4 4 (1.65%) Git (software)
5 3 (1.23%) Subversion
6 2 (0.82%) Ant
6 2 (0.82%) Eclipse
6 2 (0.82%) JUnit
6 2 (0.82%) Maven
6 2 (0.82%) Selenium
7 1 (0.41%) Cucumber
7 1 (0.41%) Gradle
7 1 (0.41%) IntelliJ
7 1 (0.41%) SQL Server Management Studio (SSMS)
7 1 (0.41%) XMLSpy
7 1 (0.41%) Zephyr
General
1 130 (53.50%) Finance
2 30 (12.35%) Banking
3 13 (5.35%) Front Office
4 11 (4.53%) Marketing
5 10 (4.12%) Retail
6 9 (3.70%) Back Office
7 7 (2.88%) Law
8 6 (2.47%) Investment Banking
8 6 (2.47%) Legal
9 5 (2.06%) Financial Institution
10 4 (1.65%) Games
10 4 (1.65%) International Banking
10 4 (1.65%) Publishing
11 2 (0.82%) Automotive
11 2 (0.82%) Mandarin Language
11 2 (0.82%) Telecoms
12 1 (0.41%) Advertising
12 1 (0.41%) Electronics
12 1 (0.41%) French Language
12 1 (0.41%) Retail Finance
Job Titles
1 102 (41.98%) Analyst
2 49 (20.16%) Data Analyst
3 40 (16.46%) Developer
4 21 (8.64%) Data Scientist
5 20 (8.23%) Architect
5 20 (8.23%) Business Analyst
5 20 (8.23%) Business Intelligence Developer
6 18 (7.41%) SQL Analyst
7 16 (6.58%) Business Intelligence Analyst
8 14 (5.76%) Consultant
8 14 (5.76%) Excel Analyst
9 13 (5.35%) SQL Data Analyst
10 12 (4.94%) Data Engineer
11 11 (4.53%) Analytics Manager
11 11 (4.53%) Data Analytics Manager
11 11 (4.53%) Senior Manager
12 9 (3.70%) Analyst Developer
12 9 (3.70%) Business Intelligence Architect
12 9 (3.70%) Data Manager
12 9 (3.70%) Data Quality Analyst
Libraries, Frameworks & Software Standards
1 15 (6.17%) .NET
2 11 (4.53%) XML
3 10 (4.12%) Kafka
4 7 (2.88%) HTML
5 6 (2.47%) ASP.NET
5 6 (2.47%) ASP.NET MVC
6 5 (2.06%) MDX
6 5 (2.06%) Pandas
7 4 (1.65%) Mason
7 4 (1.65%) Natural Language Processing
7 4 (1.65%) NHibernate
7 4 (1.65%) WPF
8 3 (1.23%) ASP.NET MVC 5
8 3 (1.23%) JDBC
8 3 (1.23%) JSON
8 3 (1.23%) Web Services
9 2 (0.82%) CSS
9 2 (0.82%) Jinja
9 2 (0.82%) React
9 2 (0.82%) Sass
Miscellaneous
1 75 (30.86%) Analytical Skills
2 26 (10.70%) Data Structures
3 24 (9.88%) Computer Science
4 23 (9.47%) Management Information System
5 18 (7.41%) Fintech
5 18 (7.41%) Reinsurance
6 15 (6.17%) Algorithms
6 15 (6.17%) Greenfield Project
7 13 (5.35%) Self-Motivation
8 9 (3.70%) Derivative
9 7 (2.88%) Analytical Mindset
10 6 (2.47%) Wiki
11 5 (2.06%) Foreign Exchange (FX)
11 5 (2.06%) Spread Betting
11 5 (2.06%) Virtual Team
12 4 (1.65%) Hedge funds
12 4 (1.65%) Replication
13 3 (1.23%) Clustering
13 3 (1.23%) Equities
13 3 (1.23%) Fixed Income
Operating Systems
1 13 (5.35%) Unix
2 9 (3.70%) Windows
3 6 (2.47%) Windows Server
4 5 (2.06%) Linux
5 4 (1.65%) Windows Server 2012
6 2 (0.82%) CentOS
7 1 (0.41%) VMS
Processes & Methodologies
1 66 (27.16%) Analytics
2 61 (25.10%) Business Intelligence
3 60 (24.69%) Data Modelling
4 57 (23.46%) Agile Software Development
5 50 (20.58%) ETL
6 43 (17.70%) Mathematics
7 41 (16.87%) Problem-Solving
8 40 (16.46%) Data Management
9 34 (13.99%) Data Science
10 32 (13.17%) Data Analytics
11 30 (12.35%) Statistics
12 28 (11.52%) Machine Learning
13 24 (9.88%) Project Management
14 22 (9.05%) Migration
15 21 (8.64%) Line Management
16 20 (8.23%) Scrum
17 19 (7.82%) Data Integration
18 18 (7.41%) Business Analysis
19 17 (7.00%) Visualisation
20 15 (6.17%) CRM
Programming Languages
1 129 (53.09%) SQL
2 31 (12.76%) Python
3 24 (9.88%) VBA
4 23 (9.47%) Java
4 23 (9.47%) VB
5 20 (8.23%) R
5 20 (8.23%) T-SQL
6 17 (7.00%) C#
7 10 (4.12%) PL/SQL
8 8 (3.29%) C++
9 7 (2.88%) JavaScript
9 7 (2.88%) Scala
9 7 (2.88%) Shell Script
10 4 (1.65%) Data Analysis Expressions (DAX)
10 4 (1.65%) F#
11 3 (1.23%) C
12 2 (0.82%) Bash Shell
12 2 (0.82%) PowerShell
12 2 (0.82%) Ruby
12 2 (0.82%) VB.NET
Qualifications
1 69 (28.40%) Degree
2 12 (4.94%) ISEB
3 10 (4.12%) Security Cleared
4 6 (2.47%) Computer Science Degree
5 5 (2.06%) PhD
6 4 (1.65%) IIBA
6 4 (1.65%) Master's Degree
7 3 (1.23%) CBAP
7 3 (1.23%) ISTQB Foundation Certification
7 3 (1.23%) Numerate Degree
7 3 (1.23%) PMP
8 2 (0.82%) CISA
8 2 (0.82%) DBS Check
8 2 (0.82%) ISTQB
8 2 (0.82%) MBA
8 2 (0.82%) PMI Certification
9 1 (0.41%) CFA
9 1 (0.41%) CompTIA Security+
9 1 (0.41%) PRINCE2 Practitioner
9 1 (0.41%) SC Cleared
Quality Assurance & Compliance
1 50 (20.58%) Data Quality
2 16 (6.58%) QA
3 11 (4.53%) GDPR
4 7 (2.88%) PMO
5 4 (1.65%) Solvency II
System Software
1 3 (1.23%) Docker
2 2 (0.82%) Active Directory
2 2 (0.82%) Virtual Machines
2 2 (0.82%) VMware Infrastructure
3 1 (0.41%) Apache Flume
3 1 (0.41%) HDFS
Systems Management
1 2 (0.82%) HP Data Protector
1 2 (0.82%) Puppet
1 2 (0.82%) Terraform
Vendors
1 53 (21.81%) Microsoft
2 44 (18.11%) Tableau
3 30 (12.35%) Oracle
4 15 (6.17%) SAP
5 10 (4.12%) IBM
6 8 (3.29%) Cloudera
7 7 (2.88%) Hortonworks
7 7 (2.88%) MapR
7 7 (2.88%) MicroStrategy
8 6 (2.47%) Google
8 6 (2.47%) Informatica
8 6 (2.47%) Salesforce.com
9 5 (2.06%) Cognos
9 5 (2.06%) Sybase
10 3 (1.23%) Facebook
10 3 (1.23%) Teradata
11 2 (0.82%) Capita
11 2 (0.82%) HP
11 2 (0.82%) Tradeweb
11 2 (0.82%) VMware