Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in 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
England > London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 168 188 157
Rank change year-on-year +20 -31 +2
Permanent jobs citing Data Analysis 1559 1343 1950
As % of all permanent IT jobs advertised in London 2.08% 1.77% 2.18%
As % of the Processes & Methodologies category 2.27% 1.95% 2.44%
Number of salaries quoted 1057 1153 1585
London median annual salary £57,500 £50,000 £55,000
Median salary % change year-on-year +15.00% -9.09% +6.80%
10th Percentile £32,500 £31,250 £31,250
90th Percentile £85,000 £81,000 £85,000
England median annual salary £45,000 £45,000 £45,000

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68732 68845 79948
As % of all permanent IT jobs advertised in London 91.62% 90.63% 89.56%
Number of salaries quoted 52798 59247 67347
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,750
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Analysis
Job Vacancy Trend in London

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

Job vacancy trend for Data Analysis in London

Data Analysis
Salary Trend in London

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

Salary trend for Data Analysis in London

Data Analysis
Salary Histogram in London

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

Salary histogram for Data Analysis in London

Data Analysis
Job Locations in 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 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
Central London +30 294 £52,500 +5.00% 30
West London +14 59 £45,000 +12.50% 4
South London +13 28 £39,000 -8.24% 6
East London +12 22 £65,000 +40.54% 4
North London +5 9 £47,500 +26.67% 3
Data Analysis
England

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 London region with a requirement for Data Analysis.

1 788 (50.55%) Finance
2 639 (40.99%) SQL
3 448 (28.74%) Banking
4 429 (27.52%) Analytical Skills
5 425 (27.26%) Degree
6 373 (23.93%) Asset Management
7 356 (22.84%) Analytics
8 328 (21.04%) Business Analysis
9 320 (20.53%) Agile Software Development
10 311 (19.95%) Investment Banking
11 303 (19.44%) Business Intelligence
12 293 (18.79%) Project Management
13 285 (18.28%) Wealth Management
14 277 (17.77%) Retail Banking
15 262 (16.81%) Python
16 254 (16.29%) Data Modelling
17 251 (16.10%) Microsoft Excel
18 250 (16.04%) SDLC
19 227 (14.56%) R
20 222 (14.24%) SQL Server
21 217 (13.92%) Tableau
22 204 (13.09%) Microsoft
23 190 (12.19%) Visualisation
24 170 (10.90%) Data Management
25 165 (10.58%) Big Data
26 164 (10.52%) Data Analytics
27 153 (9.81%) ETL
28 149 (9.56%) Marketing
29 147 (9.43%) Stakeholder Management
30 146 (9.36%) Mathematics

Data Analysis
Co-occurring IT Skills in 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 91 (5.84%) SAS
2 71 (4.55%) Apache Spark
3 21 (1.35%) Apache
4 20 (1.28%) SharePoint
5 15 (0.96%) Elasticsearch
6 12 (0.77%) Confluence
6 12 (0.77%) IIS
6 12 (0.77%) WordPress
7 11 (0.71%) Apache Pig
8 8 (0.51%) Tomcat
9 6 (0.38%) JBoss
9 6 (0.38%) OpenStack
10 4 (0.26%) CMS
10 4 (0.26%) Oracle Workflow
11 2 (0.13%) ArcGIS
11 2 (0.13%) Skype for Business
12 1 (0.064%) Apache Airflow
12 1 (0.064%) Luigi
12 1 (0.064%) MQSeries
12 1 (0.064%) WebSphere
Applications
1 251 (16.10%) Microsoft Excel
2 114 (7.31%) Microsoft PowerPoint
3 65 (4.17%) MS Visio
4 64 (4.11%) Microsoft Office
5 43 (2.76%) SPSS
6 23 (1.48%) Spreadsheet
7 6 (0.38%) Microsoft Project
8 4 (0.26%) CPLEX
8 4 (0.26%) Maple
9 3 (0.19%) GNU Octave
9 3 (0.19%) Photoshop
10 2 (0.13%) AutoCAD
10 2 (0.13%) Gephi
11 1 (0.064%) SPSS Modeler
11 1 (0.064%) Stata
11 1 (0.064%) UXPin
Business Applications
1 76 (4.87%) Actimize
2 37 (2.37%) Dynamics CRM
3 13 (0.83%) Cognos Business Intelligence
4 11 (0.71%) Markit EDM
5 7 (0.45%) Salesforce.com CRM
6 6 (0.38%) BusinessWorks
6 6 (0.38%) SAP BPC
7 5 (0.32%) FastStats
8 4 (0.26%) Remedy ITSM
8 4 (0.26%) SAP ERP
8 4 (0.26%) thinkFolio
9 3 (0.19%) Eagle PACE
9 3 (0.19%) Raiser's Edge
9 3 (0.19%) SAP CO
9 3 (0.19%) SAP FI
9 3 (0.19%) SAP FI/CO
9 3 (0.19%) SAP GRC
9 3 (0.19%) SAP MM
10 2 (0.13%) Dynamics AX
10 2 (0.13%) LatentZero
Cloud Services
1 70 (4.49%) Amazon AWS
1 70 (4.49%) Microsoft Azure
2 37 (2.37%) Google Analytics
3 27 (1.73%) SaaS
4 26 (1.67%) GitHub
5 20 (1.28%) Google Cloud Platform
6 18 (1.15%) Adobe Analytics
7 13 (0.83%) Cloud Computing
7 13 (0.83%) Salesforce Service Cloud
8 10 (0.64%) Google Tag Manager
9 8 (0.51%) Amazon Kinesis
9 8 (0.51%) Force.com
9 8 (0.51%) IaaS
9 8 (0.51%) PaaS
10 6 (0.38%) Google Compute Engine
11 4 (0.26%) AdWords
11 4 (0.26%) BIME
11 4 (0.26%) Dynamics 365
11 4 (0.26%) IBM Blueworks
12 3 (0.19%) Amazon EMR
Communications & Networking
1 33 (2.12%) Intranet
2 24 (1.54%) Network Security
3 15 (0.96%) Internet
3 15 (0.96%) TCP/IP
4 8 (0.51%) HTTP
5 7 (0.45%) Firewall
6 6 (0.38%) Ethernet
6 6 (0.38%) InfiniBand
6 6 (0.38%) Intrusion Detection
7 5 (0.32%) Peer-to-Peer Networking
8 4 (0.26%) CHAP
8 4 (0.26%) DNS
9 3 (0.19%) FTP
10 2 (0.13%) LDAP
10 2 (0.13%) MPLS
10 2 (0.13%) Structured Cabling
10 2 (0.13%) tcpdump
10 2 (0.13%) VPLS
10 2 (0.13%) WebEx
10 2 (0.13%) Wireshark
Database & Business Intelligence
1 222 (14.24%) SQL Server
2 165 (10.58%) Big Data
3 138 (8.85%) Data Warehouse
4 105 (6.74%) Power BI
5 96 (6.16%) SQL Server Reporting Services
6 95 (6.09%) SQL Server Integration Services
7 88 (5.64%) Hadoop
7 88 (5.64%) QlikView
8 50 (3.21%) SQL Server Analysis Services
9 49 (3.14%) NoSQL
10 46 (2.95%) Data Mining
10 46 (2.95%) Relational Database
11 44 (2.82%) MySQL
12 40 (2.57%) SQL Server 2008
13 30 (1.92%) Spotfire
13 30 (1.92%) SQL Server 2012
14 28 (1.80%) MongoDB
15 22 (1.41%) Amazon Redshift
16 19 (1.22%) BusinessObjects
17 18 (1.15%) Apache Hive
Development Applications
1 38 (2.44%) Visual Studio
2 34 (2.18%) SQL Server Management Studio (SSMS)
3 32 (2.05%) XMLSpy
4 30 (1.92%) MagicDraw
4 30 (1.92%) Toad
5 29 (1.86%) Git (software)
5 29 (1.86%) Talend Open Studio
6 26 (1.67%) JIRA
7 23 (1.48%) Jenkins
8 16 (1.03%) LabVIEW
8 16 (1.03%) Team Foundation Server
9 11 (0.71%) Cucumber
10 10 (0.64%) Selenium
11 7 (0.45%) Maven
11 7 (0.45%) WebDriver
12 6 (0.38%) Atlassian Bamboo
12 6 (0.38%) JMeter
12 6 (0.38%) Mercurial
12 6 (0.38%) RStudio
12 6 (0.38%) Travis CI
General
1 788 (50.55%) Finance
2 448 (28.74%) Banking
3 311 (19.95%) Investment Banking
4 277 (17.77%) Retail Banking
5 149 (9.56%) Marketing
6 93 (5.97%) Retail
7 67 (4.30%) Telecoms
8 47 (3.01%) Front Office
9 46 (2.95%) Financial Institution
10 37 (2.37%) Games
11 31 (1.99%) Back Office
12 30 (1.92%) Legal
13 27 (1.73%) Manufacturing
14 26 (1.67%) Aerospace
15 23 (1.48%) Private Banking
16 22 (1.41%) Advertising
17 17 (1.09%) German Language
18 11 (0.71%) Publishing
19 10 (0.64%) Electronics
19 10 (0.64%) Pharmaceutical
Job Titles
1 752 (48.24%) Analyst
2 348 (22.32%) Business Analyst
3 197 (12.64%) Data Analyst
4 176 (11.29%) Developer
5 84 (5.39%) Financial Analyst
6 76 (4.87%) SQL Analyst
7 75 (4.81%) Monitoring Analyst
8 71 (4.55%) Business Intelligence Analyst
9 68 (4.36%) IT Analyst
10 67 (4.30%) Business IT Analyst
10 67 (4.30%) IT Business Analyst
11 66 (4.23%) Data Scientist
12 64 (4.11%) Consultant
13 61 (3.91%) Governance Analyst
14 57 (3.66%) Banking Analyst
14 57 (3.66%) SQL Developer
15 54 (3.46%) Architect
15 54 (3.46%) SQL Data Analyst
16 53 (3.40%) Project Analyst
17 51 (3.27%) Senior Analyst
Libraries, Frameworks & Software Standards
1 66 (4.23%) HTML
2 64 (4.11%) XML
3 61 (3.91%) .NET
4 57 (3.66%) Web Services
5 39 (2.50%) FIX Protocol
6 38 (2.44%) FpML
7 37 (2.37%) CSS
8 30 (1.92%) XML Schema
9 29 (1.86%) Natural Language Processing
10 28 (1.80%) JSON
11 27 (1.73%) D3.js
12 26 (1.67%) ASP.NET
13 24 (1.54%) HTML5
13 24 (1.54%) Node.js
13 24 (1.54%) TensorFlow
14 21 (1.35%) AngularJS
15 20 (1.28%) REST
16 17 (1.09%) ASP.NET MVC
17 15 (0.96%) Ajax
17 15 (0.96%) jQuery
Miscellaneous
1 429 (27.52%) Analytical Skills
2 137 (8.79%) Computer Science
3 120 (7.70%) Equities
4 107 (6.86%) Fixed Income
5 92 (5.90%) Management Information System
6 90 (5.77%) User Experience
7 75 (4.81%) Foreign Exchange (FX)
8 70 (4.49%) Enterprise Software
9 67 (4.30%) Reference Data
10 57 (3.66%) Algorithms
11 44 (2.82%) Data Structures
12 32 (2.05%) Derivative
13 20 (1.28%) Market Risk
13 20 (1.28%) Mobile App
14 18 (1.15%) Fintech
14 18 (1.15%) Greenfield Project
14 18 (1.15%) Reinsurance
15 16 (1.03%) OTC Derivatives
15 16 (1.03%) Social Media
15 16 (1.03%) Video\Live Streaming
Operating Systems
1 66 (4.23%) Windows
2 64 (4.11%) Linux
3 39 (2.50%) Unix
4 9 (0.58%) Windows 7
4 9 (0.58%) Windows Server
5 8 (0.51%) Mac OS
6 7 (0.45%) Windows 10
6 7 (0.45%) Windows 8
6 7 (0.45%) Windows Server 2008
6 7 (0.45%) Windows Server 2012
7 6 (0.38%) CentOS
7 6 (0.38%) Red Hat Enterprise Linux
8 5 (0.32%) Android
9 4 (0.26%) Apple iOS
10 2 (0.13%) AIX
Processes & Methodologies
1 373 (23.93%) Asset Management
2 356 (22.84%) Analytics
3 328 (21.04%) Business Analysis
4 320 (20.53%) Agile Software Development
5 303 (19.44%) Business Intelligence
6 293 (18.79%) Project Management
7 285 (18.28%) Wealth Management
8 254 (16.29%) Data Modelling
9 250 (16.04%) SDLC
10 190 (12.19%) Visualisation
11 170 (10.90%) Data Management
12 164 (10.52%) Data Analytics
13 153 (9.81%) ETL
14 147 (9.43%) Stakeholder Management
15 146 (9.36%) Mathematics
16 127 (8.15%) CRM
17 115 (7.38%) Machine Learning
17 115 (7.38%) Statistics
18 114 (7.31%) Data Visualisation
19 108 (6.93%) Migration
Programming Languages
1 639 (40.99%) SQL
2 262 (16.81%) Python
3 227 (14.56%) R
4 115 (7.38%) Java
5 94 (6.03%) T-SQL
6 88 (5.64%) JavaScript
7 82 (5.26%) VBA
8 70 (4.49%) C#
9 57 (3.66%) MATLAB
10 52 (3.34%) C++
11 47 (3.01%) PHP
12 45 (2.89%) C
13 37 (2.37%) Perl
13 37 (2.37%) Scala
14 32 (2.05%) PowerShell
15 27 (1.73%) Bash Shell
16 26 (1.67%) VB
17 25 (1.60%) PL/SQL
18 22 (1.41%) Ruby
19 12 (0.77%) Korn
Qualifications
1 425 (27.26%) Degree
2 56 (3.59%) PhD
3 53 (3.40%) Computer Science Degree
4 30 (1.92%) Security Cleared
5 24 (1.54%) Numerate Degree
6 23 (1.48%) MBA
7 21 (1.35%) DV Cleared
8 18 (1.15%) ISEB
8 18 (1.15%) Master's Degree
9 16 (1.03%) CISSP
9 16 (1.03%) PMI Certification
10 14 (0.90%) GCIH
10 14 (0.90%) PMP
10 14 (0.90%) SC Cleared
11 13 (0.83%) ISTQB
12 12 (0.77%) CISA
12 12 (0.77%) CREST Certified
12 12 (0.77%) GIAC
13 10 (0.64%) CEH
13 10 (0.64%) CISM
Quality Assurance & Compliance
1 118 (7.57%) Data Quality
2 100 (6.41%) QA
3 50 (3.21%) PMO
4 48 (3.08%) MiFID
5 45 (2.89%) EMIR
5 45 (2.89%) GDPR
6 41 (2.63%) Dodd-Frank
7 38 (2.44%) ISO 20022
8 28 (1.80%) Sarbanes-Oxley
9 24 (1.54%) SLA
10 14 (0.90%) ISO/IEC 27001
11 12 (0.77%) IFRS
11 12 (0.77%) IFRS 9
12 8 (0.51%) PCI DSS
13 4 (0.26%) SEPA
14 3 (0.19%) ISO 15022
14 3 (0.19%) Solvency II
15 2 (0.13%) AIFMD
15 2 (0.13%) UCITS
16 1 (0.064%) Actionable Recommendations
System Software
1 14 (0.90%) VMware Infrastructure
2 9 (0.58%) Active Directory
3 8 (0.51%) VMware ESXi
3 8 (0.51%) VMware NSX
4 7 (0.45%) Docker
5 6 (0.38%) Ceph
5 6 (0.38%) GPFS
5 6 (0.38%) Slurm Workload Manager
6 5 (0.32%) HDFS
7 1 (0.064%) Apache Flume
Systems Management
1 19 (1.22%) Ansible
2 12 (0.77%) Opscode Chef
2 12 (0.77%) Puppet
3 10 (0.64%) SCCM
4 8 (0.51%) vRealize
5 6 (0.38%) Grafana
5 6 (0.38%) Icinga
5 6 (0.38%) Red Hat Satellite
5 6 (0.38%) Red Hat Spacewalk
6 2 (0.13%) Mesos
7 1 (0.064%) Control-M
7 1 (0.064%) CSIRT
7 1 (0.064%) HP Quality Center
7 1 (0.064%) Kibana
7 1 (0.064%) Piwik
7 1 (0.064%) Systems Management Server (SMS)
Vendors
1 217 (13.92%) Tableau
2 204 (13.09%) Microsoft
3 93 (5.97%) Oracle
4 71 (4.55%) Google
5 47 (3.01%) Salesforce.com
6 40 (2.57%) Cognos
7 39 (2.50%) SAP
8 36 (2.31%) Informatica
9 29 (1.86%) Talend
10 28 (1.80%) Adobe
11 27 (1.73%) Cloudera
12 25 (1.60%) Alteryx
13 24 (1.54%) MicroStrategy
14 17 (1.09%) Cognizant
15 16 (1.03%) Splunk
15 16 (1.03%) Sybase
16 14 (0.90%) VMware
17 13 (0.83%) Alias
17 13 (0.83%) RedGate
17 13 (0.83%) Teradata