Period
to 16 February 2019

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 16 February 2019 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
16 Feb 2019
Same period 2018 Same period 2017
Rank 194 200 245
Rank change year-on-year +6 +45 -13
Permanent jobs citing Data Analytics 1,153 1,281 985
As % of all permanent IT jobs advertised in London 1.84% 1.83% 1.41%
As % of the Processes & Methodologies category 2.00% 1.97% 1.53%
Number of salaries quoted 918 1,031 871
London median annual salary £70,000 £62,500 £65,000
Median salary % change year-on-year +12.00% -3.85% -
10th Percentile £40,000 £35,000 £36,250
90th Percentile £105,000 £95,000 £103,750
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -6.68%

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 57,596 65,158 64,480
As % of all permanent IT jobs advertised in London 92.11% 93.02% 92.08%
Number of salaries quoted 46,448 53,353 54,681
London median annual salary £62,500 £60,000 £59,500
Median salary % change year-on-year +4.17% +0.84% +8.18%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £95,000 £92,500 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 16 February 2019.

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 16 February 2019. 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 0 178 £75,000 +25.00% 62
East London +43 26 £41,500 -46.45% 15
West London +4 16 £68,750 +19.57% 11
North London +19 5 £52,500 - 3
South London -10 3 £55,000 -16.98% 2
Data Analytics
England

For the 6 months to 16 February 2019, 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 1,153 (100.00%) Analytics
2 427 (37.03%) SQL
3 422 (36.60%) Python
4 385 (33.39%) Finance
5 347 (30.10%) Big Data
6 309 (26.80%) Agile Software Development
7 289 (25.07%) Java
8 281 (24.37%) Business Intelligence
9 262 (22.72%) Amazon AWS
10 248 (21.51%) Visualisation
11 236 (20.47%) Machine Learning
12 226 (19.60%) Microsoft Azure
13 224 (19.43%) Data Science
14 221 (19.17%) Apache Spark
15 215 (18.65%) Tableau
16 208 (18.04%) Hadoop
17 201 (17.43%) Degree
18 199 (17.26%) ETL
19 198 (17.17%) Microsoft
20 187 (16.22%) Data Warehouse
21 169 (14.66%) Problem-Solving
22 168 (14.57%) Analytical Skills
23 166 (14.40%) R
24 160 (13.88%) SQL Server
25 158 (13.70%) DevOps
26 156 (13.53%) Banking
27 150 (13.01%) Linux
28 140 (12.14%) Scrum
28 140 (12.14%) Google
29 139 (12.06%) 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
1 221 (19.17%) Apache Spark
2 79 (6.85%) Apache
3 77 (6.68%) SAS
4 40 (3.47%) Elasticsearch
5 24 (2.08%) SharePoint
6 21 (1.82%) Apache Solr
7 16 (1.39%) Apache Pig
8 11 (0.95%) Confluence
9 8 (0.69%) Jupyter
9 8 (0.69%) Skype for Business
9 8 (0.69%) WordPress
10 5 (0.43%) ArcGIS
11 4 (0.35%) SharePoint 2010
11 4 (0.35%) SharePoint 2013
12 3 (0.26%) Apache Airflow
12 3 (0.26%) IIS
13 2 (0.17%) Hyperledger
13 2 (0.17%) OpenStack
13 2 (0.17%) Tomcat
13 2 (0.17%) WebLogic
Applications
1 106 (9.19%) Microsoft Excel
2 26 (2.25%) Microsoft PowerPoint
3 24 (2.08%) SPSS
4 9 (0.78%) Microsoft Office
5 7 (0.61%) MS Visio
6 6 (0.52%) Microsoft Project
6 6 (0.52%) Stata
7 3 (0.26%) Chatbot
8 2 (0.17%) InVision
8 2 (0.17%) Spreadsheet
8 2 (0.17%) UserZoom
Business Applications
1 10 (0.87%) Actimize
1 10 (0.87%) Oracle Payables
1 10 (0.87%) Oracle Receivables
2 8 (0.69%) Dynamics CRM
3 6 (0.52%) SAP BPC
3 6 (0.52%) SAP CO
3 6 (0.52%) SAP FI
3 6 (0.52%) SAP FI/CO
4 4 (0.35%) Cognos Business Intelligence
4 4 (0.35%) Relativity
5 3 (0.26%) SAP ERP
6 2 (0.17%) CaseMap
6 2 (0.17%) Concordance
6 2 (0.17%) FastStats
6 2 (0.17%) SAP InfiniteInsight
6 2 (0.17%) WebTrends
7 1 (0.087%) Elite 3E
7 1 (0.087%) Oracle CRM On Demand
7 1 (0.087%) Oracle Financials
7 1 (0.087%) Payment Gateway
Cloud Services
1 262 (22.72%) Amazon AWS
2 226 (19.60%) Microsoft Azure
3 117 (10.15%) Google Cloud Platform
4 45 (3.90%) PaaS
4 45 (3.90%) Serverless
5 43 (3.73%) SaaS
6 29 (2.52%) Office 365
7 28 (2.43%) IaaS
8 23 (1.99%) Cortana Intelligence Suite
9 16 (1.39%) Azure Machine Learning
10 15 (1.30%) Cloud Computing
11 14 (1.21%) AWS Lambda
11 14 (1.21%) Azure Data Factory
12 13 (1.13%) Google Analytics
13 11 (0.95%) Amazon SageMaker
14 9 (0.78%) Amazon EC2
15 8 (0.69%) Data Lake Analytics
16 7 (0.61%) Azure Active Directory
16 7 (0.61%) Dynamics 365
16 7 (0.61%) GitHub
Communications & Networking
1 28 (2.43%) HTTP
2 12 (1.04%) TCP/IP
3 11 (0.95%) DNS
4 10 (0.87%) Firewall
5 9 (0.78%) LAN
6 8 (0.69%) Cisco IOS
6 8 (0.69%) DHCP
6 8 (0.69%) Skype
6 8 (0.69%) VLAN
7 6 (0.52%) WAN
8 5 (0.43%) VPN
9 4 (0.35%) Network Security
10 3 (0.26%) VoIP
11 2 (0.17%) BGP
11 2 (0.17%) HSRP
11 2 (0.17%) IPsec
11 2 (0.17%) MPLS
11 2 (0.17%) SAN
11 2 (0.17%) SSL
11 2 (0.17%) VRRP
Database & Business Intelligence
1 347 (30.10%) Big Data
2 208 (18.04%) Hadoop
3 187 (16.22%) Data Warehouse
4 160 (13.88%) SQL Server
5 124 (10.75%) NoSQL
5 124 (10.75%) Power BI
6 107 (9.28%) Apache Cassandra
7 95 (8.24%) SQL Server Integration Services
8 87 (7.55%) QlikView
9 76 (6.59%) Apache Hive
10 69 (5.98%) Amazon Redshift
11 68 (5.90%) MongoDB
12 66 (5.72%) Data Lake
13 65 (5.64%) HBase
14 54 (4.68%) Relational Database
14 54 (4.68%) SQL Server Analysis Services
14 54 (4.68%) SQL Server Reporting Services
15 50 (4.34%) PostgreSQL
16 45 (3.90%) Spotfire
17 41 (3.56%) MySQL
Development Applications
1 85 (7.37%) Git (software)
2 53 (4.60%) Jenkins
3 36 (3.12%) Maven
4 29 (2.52%) JIRA
5 25 (2.17%) Subversion
6 22 (1.91%) Ant
6 22 (1.91%) Gradle
7 19 (1.65%) Visual Studio
8 14 (1.21%) Atlassian Bamboo
9 12 (1.04%) Team Foundation Server
10 11 (0.95%) Artifactory
11 9 (0.78%) Mocha
11 9 (0.78%) Vagrant
12 8 (0.69%) Visual Studio Team System
13 6 (0.52%) Bitbucket
13 6 (0.52%) Selenium
14 4 (0.35%) Cucumber
14 4 (0.35%) Hudson
14 4 (0.35%) TeamCity
15 3 (0.26%) QUnit
General
1 385 (33.39%) Finance
2 156 (13.53%) Banking
3 88 (7.63%) Marketing
4 81 (7.03%) Retail
5 38 (3.30%) Telecoms
6 26 (2.25%) Front Office
7 24 (2.08%) Legal
8 23 (1.99%) Investment Banking
9 21 (1.82%) Manufacturing
10 20 (1.73%) Pharmaceutical
11 18 (1.56%) Games
12 17 (1.47%) Advertising
13 14 (1.21%) Electronics
14 12 (1.04%) Corporate Banking
14 12 (1.04%) Financial Institution
15 11 (0.95%) Law
16 9 (0.78%) Back Office
17 8 (0.69%) Billing
18 6 (0.52%) Aerospace
19 5 (0.43%) Automotive
Job Titles
1 258 (22.38%) Developer
2 179 (15.52%) Analyst
3 146 (12.66%) Architect
4 109 (9.45%) Consultant
5 96 (8.33%) Data Analyst
6 95 (8.24%) Java Developer
7 87 (7.55%) Data Architect
8 86 (7.46%) Data Engineer
9 67 (5.81%) Senior Developer
10 57 (4.94%) Analytics Manager
11 51 (4.42%) Data Consultant
12 50 (4.34%) Analytics Consultant
13 49 (4.25%) Data Scientist
14 48 (4.16%) Data Manager
15 46 (3.99%) Data Analytics Manager
16 43 (3.73%) Data Analytics Consultant
17 39 (3.38%) Business Analyst
17 39 (3.38%) Solutions Architect
18 35 (3.04%) Big Data Architect
18 35 (3.04%) Software Developer
Libraries, Frameworks & Software Standards
1 122 (10.58%) Kafka
2 74 (6.42%) Web Services
3 68 (5.90%) .NET
4 51 (4.42%) React
5 49 (4.25%) JSON
6 43 (3.73%) HTML
7 39 (3.38%) Natural Language Processing
8 36 (3.12%) XML
9 34 (2.95%) AngularJS
10 33 (2.86%) Node.js
11 29 (2.52%) HTML5
11 29 (2.52%) Spring
12 28 (2.43%) REST
13 25 (2.17%) Spark Streaming
14 23 (1.99%) CSS
15 21 (1.82%) Redux
16 20 (1.73%) Apache Beam
16 20 (1.73%) Spring Boot
16 20 (1.73%) TensorFlow
17 18 (1.56%) ASP.NET
Miscellaneous
1 168 (14.57%) Analytical Skills
2 91 (7.89%) User Experience
3 75 (6.50%) Algorithms
4 57 (4.94%) Fintech
5 48 (4.16%) Data Structures
6 32 (2.78%) Public Cloud
7 28 (2.43%) Greenfield Project
8 27 (2.34%) Hedge funds
9 24 (2.08%) NHS
10 23 (1.99%) Management Information System
11 20 (1.73%) Self-Motivation
12 18 (1.56%) Enterprise Software
12 18 (1.56%) Virtual Team
13 16 (1.39%) Equities
13 16 (1.39%) Foreign Exchange (FX)
13 16 (1.39%) Life Science
14 14 (1.21%) Hybrid Cloud
15 13 (1.13%) Online Banking
16 11 (0.95%) Analytical Mindset
17 10 (0.87%) PMI
Operating Systems
1 150 (13.01%) Linux
2 48 (4.16%) Windows
3 31 (2.69%) Unix
4 21 (1.82%) Android
5 19 (1.65%) Windows Server
6 17 (1.47%) Red Hat Enterprise Linux
7 15 (1.30%) Apple iOS
8 9 (0.78%) CentOS
8 9 (0.78%) Windows 7
8 9 (0.78%) Windows 8
9 8 (0.69%) Windows 10
10 6 (0.52%) Ubuntu
11 3 (0.26%) Mac OS
12 2 (0.17%) Kali Linux
12 2 (0.17%) Mac OS X
13 1 (0.087%) AIX
13 1 (0.087%) FreeBSD
13 1 (0.087%) HPUX
13 1 (0.087%) Solaris
Processes & Methodologies
1 1,153 (100.00%) Analytics
2 309 (26.80%) Agile Software Development
3 281 (24.37%) Business Intelligence
4 248 (21.51%) Visualisation
5 236 (20.47%) Machine Learning
6 224 (19.43%) Data Science
7 199 (17.26%) ETL
8 169 (14.66%) Problem-Solving
9 158 (13.70%) DevOps
10 140 (12.14%) Scrum
11 139 (12.06%) Data Modelling
12 138 (11.97%) Artificial Intelligence
13 137 (11.88%) Software Engineering
14 123 (10.67%) Data Visualisation
15 121 (10.49%) Computer Science
16 106 (9.19%) Microservices
17 102 (8.85%) Data Analysis
18 93 (8.07%) Project Management
19 87 (7.55%) SDLC
20 80 (6.94%) Migration
Programming Languages
1 427 (37.03%) SQL
2 422 (36.60%) Python
3 289 (25.07%) Java
4 166 (14.40%) R
5 91 (7.89%) Scala
6 89 (7.72%) C#
7 85 (7.37%) JavaScript
8 58 (5.03%) C++
9 44 (3.82%) C
10 38 (3.30%) VBA
11 35 (3.04%) Bash Shell
12 32 (2.78%) Java 8
13 27 (2.34%) MATLAB
13 27 (2.34%) T-SQL
14 24 (2.08%) Go
14 24 (2.08%) PHP
15 22 (1.91%) PowerShell
16 21 (1.82%) Ruby
17 18 (1.56%) Shell Script
18 17 (1.47%) PL/SQL
Qualifications
1 201 (17.43%) Degree
2 53 (4.60%) Computer Science Degree
3 33 (2.86%) PhD
4 22 (1.91%) Numerate Degree
5 21 (1.82%) Security Cleared
6 20 (1.73%) AWS Certification
7 17 (1.47%) CISSP
8 16 (1.39%) CISA
9 15 (1.30%) Master's Degree
10 14 (1.21%) MBA
11 12 (1.04%) CEH
12 11 (0.95%) PMI Certification
13 10 (0.87%) SC Cleared
14 9 (0.78%) ACCA
15 8 (0.69%) CompTIA Security+
16 7 (0.61%) Cisco Certification
16 7 (0.61%) CISM
16 7 (0.61%) PMP
17 6 (0.52%) CFA
18 5 (0.43%) PRINCE2 Certification
Quality Assurance & Compliance
1 83 (7.20%) Data Quality
2 40 (3.47%) QA
3 14 (1.21%) GDPR
4 9 (0.78%) PMO
5 7 (0.61%) ISO/IEC 27001
6 6 (0.52%) Solvency II
7 4 (0.35%) PCI DSS
8 3 (0.26%) MiFID
9 1 (0.087%) Basel III
9 1 (0.087%) COBIT
9 1 (0.087%) COSO
9 1 (0.087%) Cyber Essentials
9 1 (0.087%) EMIR
9 1 (0.087%) IFRS
9 1 (0.087%) ISO/IEC 17025
9 1 (0.087%) RMADS
9 1 (0.087%) Sarbanes-Oxley
9 1 (0.087%) SLA
System Software
1 82 (7.11%) Docker
2 28 (2.43%) Active Directory
3 17 (1.47%) Virtual Machines
4 13 (1.13%) HDFS
5 12 (1.04%) Apache Flume
6 9 (0.78%) VirtualBox
7 8 (0.69%) Apache ZooKeeper
7 8 (0.69%) Hyper-V
7 8 (0.69%) VMware ESXi
7 8 (0.69%) VMware Infrastructure
7 8 (0.69%) VMware Workstation
7 8 (0.69%) XenApp
8 1 (0.087%) KVM
8 1 (0.087%) NFS
Systems Management
1 56 (4.86%) Kubernetes
2 45 (3.90%) Terraform
3 44 (3.82%) Ansible
3 44 (3.82%) Puppet
4 34 (2.95%) Opscode Chef
5 15 (1.30%) Kibana
6 11 (0.95%) Docker Swarm
7 8 (0.69%) Hadoop YARN
8 6 (0.52%) Ambari
9 4 (0.35%) Nagios
9 4 (0.35%) Oozie
10 3 (0.26%) Grafana
10 3 (0.26%) Graphite
10 3 (0.26%) Microsoft Clustering
11 2 (0.17%) EnCase
11 2 (0.17%) FortiGate
11 2 (0.17%) FTK
12 1 (0.087%) HAProxy
12 1 (0.087%) logstash
12 1 (0.087%) Salt
Vendors
1 215 (18.65%) Tableau
2 198 (17.17%) Microsoft
3 140 (12.14%) Google
4 101 (8.76%) Oracle
5 69 (5.98%) SAP
6 50 (4.34%) Cloudera
7 47 (4.08%) Alteryx
8 39 (3.38%) Databricks
9 37 (3.21%) Talend
10 31 (2.69%) IBM
11 30 (2.60%) Informatica
12 29 (2.52%) Hortonworks
13 26 (2.25%) Greenplum
14 23 (1.99%) VMware
15 17 (1.47%) HP
15 17 (1.47%) Vertica
16 16 (1.39%) Red Hat
16 16 (1.39%) TIBCO
17 15 (1.30%) Teradata
18 14 (1.21%) Adobe