Period
to 21 September 2018

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 21 September 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
England > London
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 182 168 187
Rank change year-on-year -14 +19 -28
Permanent jobs citing Data Analysis 1,359 1,643 1,481
As % of all permanent IT jobs advertised in London 1.98% 2.19% 1.87%
As % of the Processes & Methodologies category 2.15% 2.36% 2.03%
Number of salaries quoted 1,090 1,114 1,279
London median annual salary £57,500 £57,500 £50,000
Median salary % change year-on-year - +15.00% -9.09%
10th Percentile £31,250 £36,250 £31,250
90th Percentile £100,000 £87,500 £85,000
England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

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 63,077 69,477 73,087
As % of all permanent IT jobs advertised in London 91.71% 92.75% 92.20%
Number of salaries quoted 50,513 53,263 63,267
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

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 21 September 2018.

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 21 September 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
Central London -53 245 £60,000 +9.09% 53
West London +32 63 £45,000 - 35
South London +40 55 £45,000 - 7
East London 0 32 £95,000 +26.67% 15
North London +14 12 £50,000 +5.26% 7
Data Analysis
England

For the 6 months to 21 September 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 London region with a requirement for Data Analysis.

1 672 (49.45%) SQL
2 507 (37.31%) Finance
3 396 (29.14%) Analytics
4 392 (28.84%) Degree
5 377 (27.74%) Analytical Skills
6 355 (26.12%) Python
7 336 (24.72%) Business Intelligence
8 302 (22.22%) Agile Software Development
9 251 (18.47%) SQL Server
10 233 (17.14%) Data Modelling
11 221 (16.26%) Microsoft Excel
11 221 (16.26%) Data Warehouse
12 220 (16.19%) Microsoft
13 210 (15.45%) Problem-Solving
14 207 (15.23%) Data Science
14 207 (15.23%) Mathematics
15 205 (15.08%) ETL
16 198 (14.57%) Visualisation
17 189 (13.91%) Computer Science
17 189 (13.91%) Tableau
18 185 (13.61%) Big Data
19 173 (12.73%) Banking
20 163 (11.99%) Machine Learning
21 154 (11.33%) R
22 151 (11.11%) Data Analytics
23 145 (10.67%) Business Analysis
24 142 (10.45%) Marketing
25 133 (9.79%) Stakeholder Management
26 128 (9.42%) Hadoop
27 127 (9.35%) Statistics

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 96 (7.06%) Apache Spark
2 90 (6.62%) SAS
3 41 (3.02%) Apache
4 22 (1.62%) SharePoint
5 20 (1.47%) Elasticsearch
6 16 (1.18%) Confluence
7 10 (0.74%) IIS
8 8 (0.59%) Apache Pig
8 8 (0.59%) MS Exchange
9 7 (0.52%) GlassFish
9 7 (0.52%) IBM Notes
9 7 (0.52%) Tomcat
10 4 (0.29%) CMS
10 4 (0.29%) OpenStack
10 4 (0.29%) SharePoint Server
11 3 (0.22%) Drupal
11 3 (0.22%) Jupyter
12 2 (0.15%) Oracle Workflow
13 1 (0.074%) ArcGIS
13 1 (0.074%) JBoss
Applications
1 221 (16.26%) Microsoft Excel
2 98 (7.21%) Microsoft Office
3 47 (3.46%) Microsoft PowerPoint
4 42 (3.09%) MS Visio
5 26 (1.91%) SPSS
6 19 (1.40%) Microsoft Project
7 7 (0.52%) Spreadsheet
8 3 (0.22%) Photoshop
8 3 (0.22%) Stata
9 2 (0.15%) Adobe Illustrator
10 1 (0.074%) Adobe Creative Suite
10 1 (0.074%) Chatbot
10 1 (0.074%) GIMP
10 1 (0.074%) InVision
10 1 (0.074%) SPSS Modeler
Business Applications
1 28 (2.06%) Salesforce.com CRM
2 15 (1.10%) Actimize
3 13 (0.96%) Relativity
4 10 (0.74%) Ringtail
4 10 (0.74%) SAP GRC
5 9 (0.66%) Dynamics CRM
6 8 (0.59%) Markit EDM
7 7 (0.52%) Concordance
8 6 (0.44%) FastStats
8 6 (0.44%) Oracle Financials
8 6 (0.44%) Oracle Payables
8 6 (0.44%) Oracle Receivables
8 6 (0.44%) Veritas eDiscovery
9 5 (0.37%) Oracle EBS
9 5 (0.37%) SAP BPC
10 4 (0.29%) Cognos Business Intelligence
10 4 (0.29%) SAP Business One
10 4 (0.29%) SAP ERP
10 4 (0.29%) SAP Oil and Gas
10 4 (0.29%) SAP Retail
Cloud Services
1 73 (5.37%) Amazon AWS
2 66 (4.86%) Microsoft Azure
3 47 (3.46%) SaaS
4 31 (2.28%) Google Analytics
5 22 (1.62%) GitHub
6 14 (1.03%) Salesforce Service Cloud
7 10 (0.74%) Google Cloud Platform
8 9 (0.66%) Amazon S3
8 9 (0.66%) Cloud Computing
8 9 (0.66%) Office 365
9 7 (0.52%) Boomi
10 5 (0.37%) SuccessFactors
11 4 (0.29%) Adobe Analytics
11 4 (0.29%) Silverpop
12 3 (0.22%) Azure Data Factory
12 3 (0.22%) Google Tag Manager
12 3 (0.22%) IBM Blueworks
13 2 (0.15%) Amazon EC2
13 2 (0.15%) Amazon EMR
13 2 (0.15%) Heroku
Communications & Networking
1 9 (0.66%) Internet
2 7 (0.52%) Broadband
3 5 (0.37%) TCP/IP
3 5 (0.37%) Wireless
4 4 (0.29%) iBeacon
5 3 (0.22%) Ethernet
5 3 (0.22%) Firewall
5 3 (0.22%) Intranet
5 3 (0.22%) Skype
5 3 (0.22%) SMS
6 2 (0.15%) DNS
6 2 (0.15%) Network Security
6 2 (0.15%) SSH
6 2 (0.15%) VSAT
7 1 (0.074%) 3G
7 1 (0.074%) 4G
7 1 (0.074%) Cisco Nexus
7 1 (0.074%) IGMP
7 1 (0.074%) Multicast
7 1 (0.074%) VPLS
Database & Business Intelligence
1 251 (18.47%) SQL Server
2 221 (16.26%) Data Warehouse
3 185 (13.61%) Big Data
4 128 (9.42%) Hadoop
5 117 (8.61%) SQL Server Integration Services
6 114 (8.39%) SQL Server Reporting Services
7 112 (8.24%) Power BI
8 101 (7.43%) Relational Database
9 89 (6.55%) SQL Server Analysis Services
10 81 (5.96%) Data Mining
11 73 (5.37%) QlikView
12 59 (4.34%) BusinessObjects
13 55 (4.05%) NoSQL
14 53 (3.90%) Apache Hive
15 39 (2.87%) MySQL
16 38 (2.80%) MongoDB
16 38 (2.80%) PostgreSQL
17 35 (2.58%) Data Lake
18 30 (2.21%) Amazon Redshift
19 28 (2.06%) Oracle Database
Development Applications
1 36 (2.65%) JIRA
2 35 (2.58%) Git (software)
3 21 (1.55%) Visual Studio
4 18 (1.32%) SQL Server Management Studio (SSMS)
5 15 (1.10%) Jenkins
6 14 (1.03%) Subversion
7 10 (0.74%) Selenium
8 6 (0.44%) CircleCI
8 6 (0.44%) ERwin
8 6 (0.44%) LabVIEW
8 6 (0.44%) Oracle APEX
9 4 (0.29%) Maven
10 3 (0.22%) ER Studio
10 3 (0.22%) JUnit
10 3 (0.22%) Toad
11 2 (0.15%) Cucumber
11 2 (0.15%) LoadRunner
11 2 (0.15%) Team Foundation Server
11 2 (0.15%) TestComplete
11 2 (0.15%) WebDriver
General
1 507 (37.31%) Finance
2 173 (12.73%) Banking
3 142 (10.45%) Marketing
4 64 (4.71%) Investment Banking
5 60 (4.42%) Retail
6 55 (4.05%) Front Office
7 41 (3.02%) Financial Institution
8 40 (2.94%) Advertising
9 33 (2.43%) Games
10 32 (2.35%) Legal
11 30 (2.21%) Telecoms
12 27 (1.99%) Back Office
13 17 (1.25%) Corporate Banking
13 17 (1.25%) Publishing
14 13 (0.96%) Manufacturing
14 13 (0.96%) Pharmaceutical
15 11 (0.81%) Retail Banking
16 10 (0.74%) German Language
17 9 (0.66%) French Language
17 9 (0.66%) Private Banking
Job Titles
1 539 (39.66%) Analyst
2 227 (16.70%) Developer
3 222 (16.34%) Data Analyst
4 156 (11.48%) Business Analyst
5 119 (8.76%) Data Scientist
6 111 (8.17%) Consultant
7 75 (5.52%) SQL Analyst
8 70 (5.15%) Business Intelligence Developer
9 67 (4.93%) Business Intelligence Analyst
10 59 (4.34%) Senior Data Scientist
11 56 (4.12%) Python Developer
12 55 (4.05%) Architect
13 46 (3.38%) Data Engineer
14 44 (3.24%) SQL Data Analyst
15 39 (2.87%) Senior Analyst
16 38 (2.80%) Applications Support
17 37 (2.72%) Graduate
18 33 (2.43%) Support Analyst
19 32 (2.35%) Data Architect
20 29 (2.13%) Data Manager
Libraries, Frameworks & Software Standards
1 89 (6.55%) Pandas
2 71 (5.22%) NumPy
3 58 (4.27%) Natural Language Processing
4 54 (3.97%) SciPy
5 48 (3.53%) HTML
6 41 (3.02%) CSS
7 38 (2.80%) .NET
7 38 (2.80%) TensorFlow
8 32 (2.35%) XML
9 30 (2.21%) Mason
9 30 (2.21%) Theano
10 29 (2.13%) MLlib
10 29 (2.13%) scikit-learn
11 24 (1.77%) Web Services
12 22 (1.62%) PySpark
13 21 (1.55%) HTML5
14 19 (1.40%) Kafka
15 18 (1.32%) Anaconda
16 17 (1.25%) Sass
17 16 (1.18%) Bokeh
Miscellaneous
1 377 (27.74%) Analytical Skills
2 189 (13.91%) Computer Science
3 70 (5.15%) Algorithms
3 70 (5.15%) User Experience
4 65 (4.78%) Management Information System
5 61 (4.49%) Equities
6 56 (4.12%) Data Structures
6 56 (4.12%) Fintech
7 49 (3.61%) Greenfield Project
8 44 (3.24%) Hedge funds
9 30 (2.21%) Analytical Mindset
10 29 (2.13%) Derivative
10 29 (2.13%) Foreign Exchange (FX)
11 28 (2.06%) Reference Data
12 22 (1.62%) Fixed Income
12 22 (1.62%) Mobile App
12 22 (1.62%) Reinsurance
13 20 (1.47%) NHS
13 20 (1.47%) Self-Motivation
14 19 (1.40%) Linux Command Line
Operating Systems
1 87 (6.40%) Linux
2 55 (4.05%) Windows
3 54 (3.97%) Unix
4 19 (1.40%) Android
5 18 (1.32%) Apple iOS
6 5 (0.37%) Windows Server
7 4 (0.29%) CentOS
7 4 (0.29%) Windows Server 2012
8 2 (0.15%) Windows XP
9 1 (0.074%) Mac OS X
9 1 (0.074%) Oracle Linux
9 1 (0.074%) Red Hat Enterprise Linux
9 1 (0.074%) Solaris
9 1 (0.074%) Windows 10
9 1 (0.074%) Windows 7
Processes & Methodologies
1 396 (29.14%) Analytics
2 336 (24.72%) Business Intelligence
3 302 (22.22%) Agile Software Development
4 233 (17.14%) Data Modelling
5 210 (15.45%) Problem-Solving
6 207 (15.23%) Data Science
6 207 (15.23%) Mathematics
7 205 (15.08%) ETL
8 198 (14.57%) Visualisation
9 163 (11.99%) Machine Learning
10 151 (11.11%) Data Analytics
11 145 (10.67%) Business Analysis
12 133 (9.79%) Stakeholder Management
13 127 (9.35%) Statistics
14 126 (9.27%) Data Management
15 113 (8.31%) Project Management
16 112 (8.24%) Data Visualisation
17 103 (7.58%) CRM
18 101 (7.43%) Scrum
19 93 (6.84%) Decision-Making
Programming Languages
1 672 (49.45%) SQL
2 355 (26.12%) Python
3 154 (11.33%) R
4 117 (8.61%) Java
5 89 (6.55%) C#
6 86 (6.33%) T-SQL
7 81 (5.96%) C++
8 71 (5.22%) VBA
9 63 (4.64%) JavaScript
10 46 (3.38%) C
11 37 (2.72%) PL/SQL
12 33 (2.43%) Scala
13 30 (2.21%) MATLAB
14 27 (1.99%) Shell Script
15 21 (1.55%) Perl
16 20 (1.47%) Data Analysis Expressions (DAX)
16 20 (1.47%) PHP
16 20 (1.47%) VB
17 10 (0.74%) Ruby
17 10 (0.74%) VB.NET
Qualifications
1 392 (28.84%) Degree
2 56 (4.12%) PhD
3 51 (3.75%) Security Cleared
4 44 (3.24%) Numerate Degree
5 39 (2.87%) Computer Science Degree
6 33 (2.43%) SC Cleared
7 23 (1.69%) ITIL Certification
8 21 (1.55%) ISEB
9 19 (1.40%) Master's Degree
10 17 (1.25%) DV Cleared
11 14 (1.03%) MBA
12 11 (0.81%) CISA
13 9 (0.66%) Microsoft Certification
14 8 (0.59%) PMI Certification
15 7 (0.52%) PMP
16 6 (0.44%) CISM
16 6 (0.44%) CISSP
16 6 (0.44%) PRINCE2 Practitioner
17 5 (0.37%) CIPD
17 5 (0.37%) Oracle Certification
Quality Assurance & Compliance
1 115 (8.46%) Data Quality
2 88 (6.48%) QA
3 25 (1.84%) GDPR
4 18 (1.32%) PMO
5 7 (0.52%) MiFID
6 6 (0.44%) GCP
7 3 (0.22%) Disclosure Scotland
7 3 (0.22%) IFRS
7 3 (0.22%) IFRS 9
7 3 (0.22%) SLA
8 2 (0.15%) Actionable Recommendations
8 2 (0.15%) COBIT
8 2 (0.15%) ISO/IEC 27001
9 1 (0.074%) GxP
9 1 (0.074%) HMG Security Policy Framework
9 1 (0.074%) JSP 440
9 1 (0.074%) NIST 800
9 1 (0.074%) PCI DSS
System Software
1 51 (3.75%) Docker
2 31 (2.28%) HDFS
3 3 (0.22%) Apache Flume
3 3 (0.22%) Slurm Workload Manager
4 2 (0.15%) Active Directory
4 2 (0.15%) Apache ZooKeeper
5 1 (0.074%) Virtual Machines
Systems Management
1 12 (0.88%) Terraform
2 11 (0.81%) Kubernetes
3 10 (0.74%) Opscode Chef
4 7 (0.52%) Ansible
4 7 (0.52%) Oracle Enterprise Manager
4 7 (0.52%) Oracle RMAN
5 6 (0.44%) EnCase
5 6 (0.44%) FTK
6 2 (0.15%) Consul
6 2 (0.15%) Kibana
6 2 (0.15%) Single Sign-On
7 1 (0.074%) Grafana
7 1 (0.074%) Packer
7 1 (0.074%) Prometheus
7 1 (0.074%) Puppet
7 1 (0.074%) Red Hat Satellite
7 1 (0.074%) Red Hat Spacewalk
7 1 (0.074%) SCCM
Vendors
1 220 (16.19%) Microsoft
2 189 (13.91%) Tableau
3 107 (7.87%) Oracle
4 63 (4.64%) SAP
5 56 (4.12%) Google
5 56 (4.12%) Salesforce.com
6 28 (2.06%) Cognos
7 24 (1.77%) Informatica
8 22 (1.62%) IBM
9 20 (1.47%) MicroStrategy
10 14 (1.03%) WorldPay
11 12 (0.88%) Cognizant
11 12 (0.88%) Facebook
12 10 (0.74%) Alteryx
12 10 (0.74%) Pega
12 10 (0.74%) ServiceNow
13 9 (0.66%) Sybase
13 9 (0.66%) Teradata
14 8 (0.59%) Marketo
15 7 (0.52%) Talend