Period
to 26 September 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 26 September 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
26 Sep 2018
Same period 2017 Same period 2016
Rank 216 194 203
Rank change year-on-year -22 +9 +26
Permanent jobs citing Data Analytics 1,195 1,444 1,367
As % of all permanent IT jobs advertised in London 1.74% 1.91% 1.74%
As % of the Processes & Methodologies category 1.89% 2.06% 1.89%
Number of salaries quoted 865 932 1,203
London median annual salary £67,500 £65,000 £62,500
Median salary % change year-on-year +3.85% +4.00% +4.17%
10th Percentile £41,250 £35,125 £37,500
90th Percentile £105,000 £100,750 £96,250
England median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% +4.35%

Data Analytics 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 63,073 69,966 72,199
As % of all permanent IT jobs advertised in London 91.73% 92.79% 92.15%
Number of salaries quoted 50,474 53,535 62,509
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 £33,548
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

Data Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Data Analytics in London

Data Analytics
Salary Trend in London

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

Salary trend for Data Analytics in London

Data Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Data Analytics in London over the 6 months to 26 September 2018.

Salary histogram for Data Analytics in London

Data Analytics
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 Analytics within the London region over the 6 months to 26 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 -4 195 £70,000 +3.70% 46
West London +3 26 £65,000 -13.33% 15
South London +7 13 £54,532 +9.06% 4
East London -5 12 £70,000 -8.20% 14
North London - 1 £45,000 -
Data Analytics
England

For the 6 months to 26 September 2018, IT jobs citing Data Analytics 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 Analytics.

1 1,195 (100.00%) Analytics
2 480 (40.17%) SQL
3 408 (34.14%) Finance
4 393 (32.89%) Python
5 369 (30.88%) Big Data
6 306 (25.61%) Business Intelligence
7 300 (25.10%) Machine Learning
8 289 (24.18%) Agile Software Development
9 283 (23.68%) Data Science
10 268 (22.43%) Degree
10 268 (22.43%) Java
11 247 (20.67%) Visualisation
12 232 (19.41%) Tableau
13 202 (16.90%) Hadoop
14 196 (16.40%) Microsoft Azure
14 196 (16.40%) Apache Spark
15 195 (16.32%) Analytical Skills
16 188 (15.73%) Banking
17 179 (14.98%) Data Warehouse
18 176 (14.73%) R
19 173 (14.48%) SQL Server
20 168 (14.06%) Microsoft
21 162 (13.56%) ETL
21 162 (13.56%) Amazon AWS
22 157 (13.14%) Computer Science
23 152 (12.72%) Data Analysis
24 148 (12.38%) Problem-Solving
25 144 (12.05%) Power BI
26 142 (11.88%) Artificial Intelligence
27 130 (10.88%) Data Modelling

Data Analytics
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
1 196 (16.40%) Apache Spark
2 120 (10.04%) SAS
3 68 (5.69%) Apache
4 23 (1.92%) Apache Pig
5 17 (1.42%) Apache Solr
6 15 (1.26%) Elasticsearch
7 7 (0.59%) IIS
8 6 (0.50%) Tomcat
9 5 (0.42%) CMS
9 5 (0.42%) Confluence
10 4 (0.33%) OpenStack
10 4 (0.33%) SharePoint
11 3 (0.25%) BizTalk Server
11 3 (0.25%) JBoss
11 3 (0.25%) Moodle
11 3 (0.25%) Oracle HTTP Server
11 3 (0.25%) WebSphere
12 2 (0.17%) Jetty
12 2 (0.17%) Oracle SOA Suite
12 2 (0.17%) WebLogic
Applications
1 69 (5.77%) Microsoft Excel
2 35 (2.93%) SPSS
3 8 (0.67%) Microsoft Office
4 7 (0.59%) Microsoft PowerPoint
4 7 (0.59%) Microsoft Project
4 7 (0.59%) Stata
5 6 (0.50%) Spreadsheet
6 4 (0.33%) GNU Octave
7 2 (0.17%) InVision
7 2 (0.17%) UserZoom
8 1 (0.084%) CPLEX
8 1 (0.084%) Mingle
8 1 (0.084%) MS Visio
8 1 (0.084%) SPSS Modeler
8 1 (0.084%) Weka
Business Applications
1 24 (2.01%) Actimize
2 6 (0.50%) Oracle Payables
2 6 (0.50%) Oracle Receivables
2 6 (0.50%) Relativity
2 6 (0.50%) Ringtail
2 6 (0.50%) SAP ERP
2 6 (0.50%) SAP GRC
2 6 (0.50%) Veritas eDiscovery
3 5 (0.42%) Oracle Financials
3 5 (0.42%) SAP BPC
4 4 (0.33%) FastStats
4 4 (0.33%) NetSuite
4 4 (0.33%) SAP InfiniteInsight
4 4 (0.33%) SAP Oil and Gas
5 2 (0.17%) Dynamics CRM
5 2 (0.17%) Oracle Assets
5 2 (0.17%) Oracle General Ledger
5 2 (0.17%) SAP CO
5 2 (0.17%) SAP FI/CO
5 2 (0.17%) Temenos T24
Cloud Services
1 196 (16.40%) Microsoft Azure
2 162 (13.56%) Amazon AWS
3 59 (4.94%) Azure Data Factory
3 59 (4.94%) Google Cloud Platform
4 48 (4.02%) PaaS
5 47 (3.93%) Cortana Intelligence Suite
6 45 (3.77%) Serverless
7 37 (3.10%) SaaS
8 33 (2.76%) IaaS
9 30 (2.51%) Azure Machine Learning
10 24 (2.01%) Cloud Computing
11 20 (1.67%) Amazon S3
12 17 (1.42%) Amazon EC2
13 16 (1.34%) Google Analytics
14 15 (1.26%) Adobe Analytics
15 14 (1.17%) GitHub
16 12 (1.00%) Amazon SageMaker
16 12 (1.00%) AWS CloudFormation
17 11 (0.92%) Amazon EMR
18 10 (0.84%) Amazon Kinesis
Communications & Networking
1 22 (1.84%) HTTP
2 18 (1.51%) Firewall
3 10 (0.84%) Bluetooth
3 10 (0.84%) NFC
4 9 (0.75%) SSL
4 9 (0.75%) TCP/IP
5 7 (0.59%) SMS
6 6 (0.50%) Internet
7 5 (0.42%) DNS
7 5 (0.42%) Wi-Fi
8 4 (0.33%) BGP
8 4 (0.33%) GLBP
8 4 (0.33%) HSRP
8 4 (0.33%) IPsec
8 4 (0.33%) SAN
8 4 (0.33%) VRRP
8 4 (0.33%) VXLAN
8 4 (0.33%) WAN
9 3 (0.25%) Network Security
9 3 (0.25%) Reverse Proxy
Database & Business Intelligence
1 369 (30.88%) Big Data
2 202 (16.90%) Hadoop
3 179 (14.98%) Data Warehouse
4 173 (14.48%) SQL Server
5 144 (12.05%) Power BI
6 115 (9.62%) Data Lake
7 109 (9.12%) NoSQL
8 105 (8.79%) SQL Server Integration Services
9 78 (6.53%) Apache Cassandra
10 76 (6.36%) Apache Hive
11 72 (6.03%) QlikView
12 71 (5.94%) Azure SQL Database
13 65 (5.44%) MongoDB
14 63 (5.27%) PostgreSQL
15 62 (5.19%) Azure SQL Data Warehouse
16 56 (4.69%) SQL Server Reporting Services
17 53 (4.44%) SQL Server Analysis Services
18 50 (4.18%) Amazon Redshift
18 50 (4.18%) HBase
18 50 (4.18%) MySQL
Development Applications
1 59 (4.94%) Git (software)
2 44 (3.68%) Jenkins
3 34 (2.85%) Visual Studio
4 20 (1.67%) JIRA
5 13 (1.09%) Atlassian Bamboo
6 12 (1.00%) Vagrant
7 10 (0.84%) Selenium
8 9 (0.75%) Hudson
9 8 (0.67%) CircleCI
10 7 (0.59%) CasperJS
10 7 (0.59%) PhantomJS
10 7 (0.59%) Subversion
10 7 (0.59%) Visual Studio Team System
11 6 (0.50%) Maven
11 6 (0.50%) RStudio
12 5 (0.42%) GitLab
13 4 (0.33%) Mocha
14 3 (0.25%) git-flow
14 3 (0.25%) TeamCity
14 3 (0.25%) webpack
General
1 408 (34.14%) Finance
2 188 (15.73%) Banking
3 99 (8.28%) Marketing
4 93 (7.78%) Retail
5 77 (6.44%) Investment Banking
6 49 (4.10%) Advertising
7 45 (3.77%) Financial Institution
8 39 (3.26%) Front Office
9 32 (2.68%) Telecoms
10 25 (2.09%) Pharmaceutical
11 22 (1.84%) Legal
12 19 (1.59%) Corporate Banking
12 19 (1.59%) Games
13 13 (1.09%) Manufacturing
14 12 (1.00%) Electronics
15 10 (0.84%) Back Office
16 9 (0.75%) Law
17 5 (0.42%) Digital Economy
17 5 (0.42%) Social Science
18 4 (0.33%) Aerospace
Job Titles
1 206 (17.24%) Developer
2 164 (13.72%) Consultant
3 145 (12.13%) Analyst
4 119 (9.96%) Architect
5 108 (9.04%) Data Engineer
6 84 (7.03%) Data Consultant
7 83 (6.95%) Data Scientist
8 74 (6.19%) Data Analyst
9 72 (6.03%) Data Architect
10 60 (5.02%) Analytics Consultant
11 54 (4.52%) Data Analytics Consultant
12 53 (4.44%) Analytics Manager
13 49 (4.10%) Python Developer
14 44 (3.68%) Senior Developer
15 41 (3.43%) Data Analytics Manager
16 39 (3.26%) Data Manager
17 37 (3.10%) Business Intelligence Consultant
18 35 (2.93%) Java Developer
19 31 (2.59%) Solutions Architect
20 30 (2.51%) Software Engineer
Libraries, Frameworks & Software Standards
1 94 (7.87%) .NET
1 94 (7.87%) Kafka
2 84 (7.03%) Web Services
3 78 (6.53%) HTML
4 68 (5.69%) Node.js
5 61 (5.10%) Natural Language Processing
6 58 (4.85%) React
7 56 (4.69%) Spring
8 49 (4.10%) RESTful
9 47 (3.93%) AngularJS
10 36 (3.01%) HTML5
11 33 (2.76%) REST
12 31 (2.59%) Spring Boot
12 31 (2.59%) XML
13 29 (2.43%) CSS
13 29 (2.43%) Spark Streaming
14 26 (2.18%) TensorFlow
15 23 (1.92%) JSON
15 23 (1.92%) NumPy
16 22 (1.84%) Pandas
Miscellaneous
1 195 (16.32%) Analytical Skills
2 157 (13.14%) Computer Science
3 113 (9.46%) User Experience
4 69 (5.77%) Algorithms
5 53 (4.44%) Fintech
6 52 (4.35%) Management Information System
7 43 (3.60%) Data Structures
8 41 (3.43%) Greenfield Project
9 39 (3.26%) Cyberthreat
10 20 (1.67%) Derivative
10 20 (1.67%) Market Risk
10 20 (1.67%) NHS
11 19 (1.59%) Self-Motivation
12 17 (1.42%) Data Centre
12 17 (1.42%) Mobile App
13 15 (1.26%) Enterprise Software
13 15 (1.26%) Equities
13 15 (1.26%) Foreign Exchange (FX)
14 14 (1.17%) Life Science
15 12 (1.00%) Credit Risk
Operating Systems
1 112 (9.37%) Linux
2 48 (4.02%) Unix
3 47 (3.93%) Windows
4 10 (0.84%) Solaris
5 8 (0.67%) AIX
5 8 (0.67%) HPUX
6 7 (0.59%) Windows Server
7 6 (0.50%) Android
7 6 (0.50%) Red Hat Enterprise Linux
8 5 (0.42%) Apple iOS
9 3 (0.25%) Windows Server 2012
10 2 (0.17%) Ubuntu
11 1 (0.084%) Mac OS
11 1 (0.084%) Windows 7
11 1 (0.084%) Windows 8
Processes & Methodologies
1 1,195 (100.00%) Analytics
2 306 (25.61%) Business Intelligence
3 300 (25.10%) Machine Learning
4 289 (24.18%) Agile Software Development
5 283 (23.68%) Data Science
6 247 (20.67%) Visualisation
7 162 (13.56%) ETL
8 152 (12.72%) Data Analysis
9 148 (12.38%) Problem-Solving
10 142 (11.88%) Artificial Intelligence
11 130 (10.88%) Data Modelling
12 119 (9.96%) Mathematics
13 118 (9.87%) Data Visualisation
14 116 (9.71%) DevOps
15 115 (9.62%) Data Management
16 110 (9.21%) SDLC
17 107 (8.95%) Project Management
18 106 (8.87%) Software Engineering
19 98 (8.20%) Big Data Analytics
20 86 (7.20%) Scrum
Programming Languages
1 480 (40.17%) SQL
2 393 (32.89%) Python
3 268 (22.43%) Java
4 176 (14.73%) R
5 119 (9.96%) JavaScript
6 107 (8.95%) C#
7 82 (6.86%) C++
8 81 (6.78%) Scala
9 46 (3.85%) VBA
10 43 (3.60%) C
11 33 (2.76%) MATLAB
12 31 (2.59%) VB
13 29 (2.43%) Data Analysis Expressions (DAX)
14 27 (2.26%) T-SQL
15 24 (2.01%) Perl
16 23 (1.92%) Ruby
17 22 (1.84%) Bash Shell
17 22 (1.84%) PHP
17 22 (1.84%) VB.NET
18 19 (1.59%) Java 8
Qualifications
1 268 (22.43%) Degree
2 65 (5.44%) Computer Science Degree
3 32 (2.68%) Security Cleared
4 31 (2.59%) PhD
5 28 (2.34%) Master's Degree
6 22 (1.84%) Numerate Degree
7 16 (1.34%) CISSP
8 15 (1.26%) SC Cleared
9 14 (1.17%) AWS Certification
10 13 (1.09%) CISA
11 10 (0.84%) MBA
11 10 (0.84%) TOGAF Certification
12 9 (0.75%) CIMA
13 8 (0.67%) CEH
13 8 (0.67%) CISM
13 8 (0.67%) DV Cleared
14 7 (0.59%) ACCA
15 5 (0.42%) CompTIA Security+
16 4 (0.33%) Oracle Certification
16 4 (0.33%) PMP
Quality Assurance & Compliance
1 74 (6.19%) Data Quality
2 55 (4.60%) QA
3 13 (1.09%) GDPR
3 13 (1.09%) MiFID
4 8 (0.67%) PMO
5 7 (0.59%) ISO/IEC 27001
5 7 (0.59%) Solvency II
6 6 (0.50%) EMIR
7 4 (0.33%) Sarbanes-Oxley
8 3 (0.25%) COBIT
8 3 (0.25%) COSO
9 2 (0.17%) Actionable Recommendations
9 2 (0.17%) PSD2
9 2 (0.17%) SLA
10 1 (0.084%) HIPAA
10 1 (0.084%) ISAE 3402
System Software
1 80 (6.69%) Docker
2 23 (1.92%) Virtual Machines
3 16 (1.34%) VirtualBox
4 13 (1.09%) Apache Flume
5 11 (0.92%) Active Directory
6 6 (0.50%) VMware Infrastructure
7 5 (0.42%) HDFS
8 4 (0.33%) Hyper-V
9 3 (0.25%) Apache ZooKeeper
9 3 (0.25%) OpenAM
9 3 (0.25%) Oracle RAC
9 3 (0.25%) Snort
Systems Management
1 41 (3.43%) Terraform
2 36 (3.01%) Ansible
3 27 (2.26%) Opscode Chef
4 24 (2.01%) Puppet
5 22 (1.84%) Kubernetes
6 14 (1.17%) Docker Swarm
7 10 (0.84%) Kibana
8 6 (0.50%) EnCase
8 6 (0.50%) FTK
9 4 (0.33%) FortiGate
9 4 (0.33%) Oozie
10 3 (0.25%) Hadoop YARN
10 3 (0.25%) Salt
10 3 (0.25%) Single Sign-On
11 2 (0.17%) Failover Clustering
12 1 (0.084%) CSIRT
12 1 (0.084%) Grafana
12 1 (0.084%) Mesos
12 1 (0.084%) Rancher
12 1 (0.084%) rkt
Vendors
1 232 (19.41%) Tableau
2 168 (14.06%) Microsoft
3 128 (10.71%) Oracle
4 75 (6.28%) Google
5 62 (5.19%) SAP
6 54 (4.52%) Omniture
7 50 (4.18%) Alteryx
8 48 (4.02%) Optimizely
9 44 (3.68%) Cloudera
10 37 (3.10%) Informatica
11 36 (3.01%) IBM
12 34 (2.85%) Databricks
12 34 (2.85%) Hortonworks
12 34 (2.85%) Talend
13 23 (1.92%) Vertica
14 17 (1.42%) Adobe
15 16 (1.34%) HP
15 16 (1.34%) MicroStrategy
15 16 (1.34%) Teradata
15 16 (1.34%) TIBCO