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 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
London / City of London
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 104 134 132
Rank change year-on-year +30 -2  
Permanent jobs citing Data Analysis 142 139 213
As % of all permanent IT jobs advertised in the City of London 2.76% 2.19% 2.05%
As % of the Processes & Methodologies category 3.09% 2.41% 2.30%
Number of salaries quoted 125 131 169
Median salary £57,500 £53,000 £55,000
Median salary % change year-on-year +8.49% -3.63%  
90% offered a salary of more than £41,000 £32,500 £30,800
10% offered a salary of more than £80,001 £75,000 £80,000
UK excluding London median salary £39,000 £40,000 £37,500
% change year-on-year -2.50% +6.66%  

Data Analysis is in the process and methodology skills category. The next 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 and methodology skills.

Process & Methodology Skills
City of London
Permanent job vacancies with a requirement for process and methodology skills 4596 5757 9274
As % of all permanent IT job vacancies advertised in the City of London 89.29% 90.68% 89.28%
Number of salaries quoted 4057 5256 7948
Median salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.16% +4.34%  
90% offered a salary of more than £40,000 £40,000 £39,000
10% offered a salary of more than £85,000 £80,750 £85,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Analysis
Job Vacancy Trend in the City of London

The job posting trend of jobs advertised in the City of London citing Data Analysis as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 24 June 2017.

Salary histogram for Data Analysis in the City of London

For the 6 months to 24 June 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.

1 119 (47.60%) Finance
2 113 (45.20%) SQL
3 84 (33.60%) Analytical Skills
4 58 (23.20%) Degree
5 52 (20.80%) Analytics
6 48 (19.20%) Agile Software Development
6 48 (19.20%) Microsoft
7 44 (17.60%) Banking
8 42 (16.80%) Project Management
9 41 (16.40%) CRM
10 40 (16.00%) Data Quality
11 38 (15.20%) Microsoft Excel
12 36 (14.40%) Data Warehouse
13 35 (14.00%) Management Information System
14 34 (13.60%) Data Modelling
14 34 (13.60%) Visualisation
15 30 (12.00%) Business Analysis
16 29 (11.60%) Python
16 29 (11.60%) Business Intelligence
16 29 (11.60%) Oracle
17 28 (11.20%) SQL Server
17 28 (11.20%) Stakeholder Management
17 28 (11.20%) Data Visualisation
18 27 (10.80%) User Acceptance Testing
19 26 (10.40%) Relational Database
20 23 (9.20%) Power BI
20 23 (9.20%) SAS
21 22 (8.80%) Mathematics
22 21 (8.40%) R
22 21 (8.40%) Asset Management

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 23 (9.20%) SAS
2 8 (3.20%) Apache Spark
3 2 (0.80%) Apache Pig
4 1 (0.40%) Apache
4 1 (0.40%) Apache Solr
4 1 (0.40%) IIS
4 1 (0.40%) IPython
4 1 (0.40%) SugarCRM
4 1 (0.40%) Tornado
4 1 (0.40%) WordPress
Applications
1 38 (15.20%) Microsoft Excel
2 13 (5.20%) Microsoft PowerPoint
2 13 (5.20%) SPSS
3 12 (4.80%) Microsoft Office
4 6 (2.40%) Spreadsheet
5 5 (2.00%) MS Visio
6 3 (1.20%) Microsoft Project
6 3 (1.20%) Stata
Business Applications
1 8 (3.20%) Dynamics CRM
2 4 (1.60%) BusinessWorks
2 4 (1.60%) CaseMap
2 4 (1.60%) NetSuite
2 4 (1.60%) Relativity
3 3 (1.20%) Markit EDM
4 2 (0.80%) FastStats
4 2 (0.80%) Raiser's Edge
4 2 (0.80%) SAP ERP
5 1 (0.40%) Cognos Business Intelligence
5 1 (0.40%) Northgate Housing
5 1 (0.40%) Oracle Cash Management
5 1 (0.40%) Salesforce.com CRM
5 1 (0.40%) thinkFolio
Cloud Services
1 10 (4.00%) GitHub
2 5 (2.00%) SaaS
3 4 (1.60%) Amazon AWS
4 3 (1.20%) Cloud Computing
4 3 (1.20%) Google Analytics
5 2 (0.80%) IBM Blueworks
5 2 (0.80%) Microsoft Azure
6 1 (0.40%) Engine Yard
Communications & Networking
1 11 (4.40%) Network Security
2 8 (3.20%) HTTP
3 4 (1.60%) DNS
4 3 (1.20%) Firewall
4 3 (1.20%) Intrusion Detection
4 3 (1.20%) tcpdump
4 3 (1.20%) Wireshark
5 2 (0.80%) Internet
5 2 (0.80%) LDAP
6 1 (0.40%) Wi-Fi
6 1 (0.40%) Wireless
Database & Business Intelligence
1 36 (14.40%) Data Warehouse
2 28 (11.20%) SQL Server
3 26 (10.40%) Relational Database
4 23 (9.20%) Power BI
5 19 (7.60%) Big Data
6 12 (4.80%) Data Mining
7 11 (4.40%) SQL Server Integration Services
7 11 (4.40%) SQL Server Reporting Services
8 10 (4.00%) Hadoop
9 9 (3.60%) NoSQL
9 9 (3.60%) QlikView
10 6 (2.40%) BusinessObjects
10 6 (2.40%) RDBMS
10 6 (2.40%) SQL Server Analysis Services
11 5 (2.00%) MS Access
11 5 (2.00%) MySQL
12 4 (1.60%) MongoDB
12 4 (1.60%) PowerCenter
13 3 (1.20%) Data Mart
13 3 (1.20%) MarkLogic
Development Applications
1 8 (3.20%) Jenkins
1 8 (3.20%) Maven
2 5 (2.00%) Subversion
3 4 (1.60%) Eclipse
4 3 (1.20%) ERwin
4 3 (1.20%) Git (software)
4 3 (1.20%) Talend Open Studio
5 2 (0.80%) JIRA
5 2 (0.80%) Oracle APEX
6 1 (0.40%) SQL Server Management Studio (SSMS)
6 1 (0.40%) Team Foundation Server
6 1 (0.40%) Visual Studio
General
1 119 (47.60%) Finance
2 44 (17.60%) Banking
3 19 (7.60%) Retail
4 18 (7.20%) Legal
4 18 (7.20%) Marketing
5 14 (5.60%) Back Office
6 13 (5.20%) Investment Banking
7 11 (4.40%) Military
8 10 (4.00%) Advertising
8 10 (4.00%) Law
9 9 (3.60%) Front Office
10 8 (3.20%) Financial Institution
10 8 (3.20%) Publishing
11 5 (2.00%) Games
12 3 (1.20%) Telecoms
13 2 (0.80%) Automotive
13 2 (0.80%) Retail Banking
14 1 (0.40%) Manufacturing
Job Titles
1 129 (51.60%) Analyst
2 53 (21.20%) Data Analyst
3 38 (15.20%) Business Analyst
4 22 (8.80%) Senior Analyst
5 21 (8.40%) SQL Analyst
6 19 (7.60%) Consultant
6 19 (7.60%) Developer
7 18 (7.20%) Architect
8 15 (6.00%) Data Quality Analyst
8 15 (6.00%) Quality Analyst
9 12 (4.80%) Data Scientist
10 11 (4.40%) IT Analyst
10 11 (4.40%) SQL Data Analyst
11 10 (4.00%) CRM Analyst
11 10 (4.00%) Data Architect
11 10 (4.00%) Financial Analyst
11 10 (4.00%) Senior Data Analyst
12 8 (3.20%) Administrator
12 8 (3.20%) CRM Business Analyst
12 8 (3.20%) Security Analyst
Libraries, Frameworks & Software Standards
1 21 (8.40%) XML
2 16 (6.40%) Web Services
3 12 (4.80%) FIX Protocol
3 12 (4.80%) FpML
4 10 (4.00%) REST
4 10 (4.00%) SOAP
5 9 (3.60%) HTML
5 9 (3.60%) JSON
5 9 (3.60%) XSD
6 8 (3.20%) CSS
6 8 (3.20%) Swagger
7 7 (2.80%) .NET
8 3 (1.20%) ASP.NET
8 3 (1.20%) Kafka
8 3 (1.20%) XSLT
9 2 (0.80%) ASP.NET MVC
9 2 (0.80%) Django
9 2 (0.80%) HTML5
9 2 (0.80%) PySpark
9 2 (0.80%) Regular Expression
Miscellaneous
1 84 (33.60%) Analytical Skills
2 35 (14.00%) Management Information System
3 17 (6.80%) Data Structures
4 14 (5.60%) User Experience
5 11 (4.40%) Computer Science
5 11 (4.40%) Cyber Attack
6 9 (3.60%) Algorithms
7 8 (3.20%) Fintech
7 8 (3.20%) Mobile App
8 6 (2.40%) Cyber Defence
8 6 (2.40%) Derivative
8 6 (2.40%) Reinsurance
9 3 (1.20%) Credit Risk
9 3 (1.20%) Equities
9 3 (1.20%) Minimum Viable Product
10 2 (0.80%) Cyberthreat
10 2 (0.80%) Mobile Banking
10 2 (0.80%) NHS
10 2 (0.80%) Security Operations Centre
10 2 (0.80%) Virtual Team
Operating Systems
1 7 (2.80%) Unix
2 6 (2.40%) Linux
3 5 (2.00%) Windows
4 1 (0.40%) CentOS
Processes & Methodologies
1 52 (20.80%) Analytics
2 48 (19.20%) Agile Software Development
3 42 (16.80%) Project Management
4 41 (16.40%) CRM
5 34 (13.60%) Data Modelling
5 34 (13.60%) Visualisation
6 30 (12.00%) Business Analysis
7 29 (11.60%) Business Intelligence
8 28 (11.20%) Data Visualisation
8 28 (11.20%) Stakeholder Management
9 27 (10.80%) User Acceptance Testing
10 22 (8.80%) Mathematics
11 21 (8.40%) Asset Management
11 21 (8.40%) Data Management
12 20 (8.00%) Data Integration
12 20 (8.00%) Information Security
12 20 (8.00%) User Stories
13 17 (6.80%) Risk Analysis
13 17 (6.80%) Security Architecture
14 16 (6.40%) Machine Learning
Programming Languages
1 113 (45.20%) SQL
2 29 (11.60%) Python
3 21 (8.40%) R
4 14 (5.60%) T-SQL
5 13 (5.20%) Java
5 13 (5.20%) JavaScript
5 13 (5.20%) PL/SQL
6 10 (4.00%) VBA
7 7 (2.80%) C++
7 7 (2.80%) VB
8 6 (2.40%) C#
9 4 (1.60%) PHP
10 3 (1.20%) Perl
10 3 (1.20%) Ruby
10 3 (1.20%) Scala
11 2 (0.80%) Shell Script
12 1 (0.40%) F#
12 1 (0.40%) PowerShell
Qualifications
1 58 (23.20%) Degree
2 12 (4.80%) GCIH
3 11 (4.40%) CREST Certified
3 11 (4.40%) GIAC
4 8 (3.20%) PhD
5 5 (2.00%) ISTQB
5 5 (2.00%) Numerate Degree
6 4 (1.60%) PMP
7 3 (1.20%) CBAP
7 3 (1.20%) IIBA
8 2 (0.80%) CISA
8 2 (0.80%) HND
8 2 (0.80%) ISEB
8 2 (0.80%) PCI QSA
9 1 (0.40%) CEH
9 1 (0.40%) CISSP
9 1 (0.40%) Computer Science Degree
9 1 (0.40%) GCIA
9 1 (0.40%) PMI Certification
Quality Assurance & Compliance
1 40 (16.00%) Data Quality
2 19 (7.60%) QA
3 12 (4.80%) ISO 20022
4 7 (2.80%) ISO 15022
5 6 (2.40%) ISO/IEC 27001
5 6 (2.40%) PMO
6 4 (1.60%) GDPR
7 2 (0.80%) PCI DSS
7 2 (0.80%) Solvency II
8 1 (0.40%) MiFID
System Software
1 2 (0.80%) Active Directory
Systems Management
1 2 (0.80%) CSIRT
2 1 (0.40%) ArcSight ESM
2 1 (0.40%) logstash
Vendors
1 48 (19.20%) Microsoft
2 29 (11.60%) Oracle
3 19 (7.60%) Tableau
4 15 (6.00%) SAP
5 10 (4.00%) Siebel
6 9 (3.60%) Sybase
7 7 (2.80%) Informatica
8 5 (2.00%) Alteryx
8 5 (2.00%) JD Edwards
8 5 (2.00%) Salesforce.com
9 4 (1.60%) Cognos
9 4 (1.60%) Recommind
9 4 (1.60%) TIBCO
10 3 (1.20%) Bloomberg
10 3 (1.20%) Cisco
10 3 (1.20%) Citrix
10 3 (1.20%) Cloudera
10 3 (1.20%) Google
10 3 (1.20%) IBM
10 3 (1.20%) Talend
City, London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 7 hours ago
City, Wolverhampton
West Midlands Pensions Fund
Posted: 23 hours ago
City, London
McGregor Boyall
Salary: £26000 - £32000 per annum + Benefits
Posted: 5 days ago
City, London
Best Practice Talent Solutions
Salary: From £25,000 to £35,000 per annum + health + pension + fast track prom
Posted: 3 days ago
City, London
Deerfoot IT Resources Ltd
Salary: £40000 - £50000 per annum
Posted: 2 days ago
City, London
Deerfoot IT Resources Ltd
Salary: £40000 - £55000 per annum
Posted: Yesterday
City, London
Senitor Associates
Salary: £20000 - £40000 per annum + benefits
Posted: 5 days ago
City, London
Epiq Systems Ltd
Posted: 9 days ago
City, London
Digitech Resourcing Ltd
Salary: From £50,000 to £60,000 per annum
Posted: 2 days ago
City, London
Harvey Nash plc
Salary: £50000 - £60000 per annum
Posted: 4 days ago
City, London
Evolution Recruitment Solutions
Salary: 40-50K + Benefits + Bonus
Posted: 4 days ago
City of London
Deerfoot IT Resources Ltd
Salary: £40000 - £50000 per annum
Posted: 11 days ago
City of London
Real Staffing
Salary: £50000 - £60000 per annum + bonus and benefits
Posted: 22 days ago