Period
to 21 October 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 21 October 2019 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
21 Oct 2019
Same period 2018 Same period 2017
Rank 23 29 30
Rank change year-on-year +6 +1 +1
Permanent jobs citing Analytics 4,795 5,130 5,852
As % of all permanent IT jobs advertised in London 8.78% 7.59% 7.89%
As % of the Processes & Methodologies category 9.43% 8.20% 8.42%
Number of salaries quoted 3,784 3,563 4,086
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £39,500 £37,500 £37,375
90th Percentile £110,000 £102,500 £100,000
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - -

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 50,864 62,552 69,491
As % of all permanent IT jobs advertised in London 93.12% 92.60% 93.72%
Number of salaries quoted 40,951 50,304 53,227
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £36,250 £35,000 £35,000
90th Percentile £98,750 £95,000 £90,000
England median annual salary £52,500 £52,225 £50,000
% change year-on-year +0.53% +4.45% -

Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Analytics in London

Analytics
Salary Trend in London

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

Salary trend for Analytics in London

Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Analytics in London over the 6 months to 21 October 2019.

Salary histogram for Analytics in London

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 Analytics within the London region over the 6 months to 21 October 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 +13 1,073 £67,500 +3.85% 199
West London +18 162 £55,000 +7.32% 61
South London +14 134 £47,500 - 24
East London +21 37 £54,000 -16.92% 33
North London +1 16 £55,000 -8.33% 6
Analytics
England

For the 6 months to 21 October 2019, IT jobs citing 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 Analytics.

1 1,768 (36.87%) SQL
2 1,605 (33.47%) Agile Software Development
3 1,485 (30.97%) Python
4 1,327 (27.67%) Business Intelligence
5 1,325 (27.63%) Finance
6 1,127 (23.50%) Data Analytics
7 1,061 (22.13%) Big Data
8 992 (20.69%) AWS
9 862 (17.98%) Azure
10 858 (17.89%) Data Science
11 854 (17.81%) Java
12 839 (17.50%) Analytical Skills
13 793 (16.54%) Machine Learning
14 743 (15.50%) Data Warehouse
15 698 (14.56%) Marketing
15 698 (14.56%) Visualisation
16 671 (13.99%) Degree
17 655 (13.66%) ETL
17 655 (13.66%) Problem-Solving
18 651 (13.58%) Google
19 645 (13.45%) Microsoft
20 630 (13.14%) DevOps
21 609 (12.70%) Software Engineering
22 608 (12.68%) JavaScript
23 597 (12.45%) R
24 580 (12.10%) SQL Server
25 562 (11.72%) Tableau
26 561 (11.70%) Power Platform
27 560 (11.68%) Power BI
28 548 (11.43%) Data Modelling

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
1 496 (10.34%) Apache Spark
2 173 (3.61%) SAS
3 123 (2.57%) CMS
4 90 (1.88%) Elasticsearch
5 80 (1.67%) Apache
6 73 (1.52%) Confluence
7 55 (1.15%) Apache Airflow
8 54 (1.13%) IIS
9 49 (1.02%) SharePoint
10 44 (0.92%) Adobe Experience Manager
11 38 (0.79%) WordPress
12 29 (0.60%) Apache Pig
13 26 (0.54%) Apache Solr
14 23 (0.48%) Umbraco
15 22 (0.46%) Oracle SOA Suite
16 19 (0.40%) Luigi
17 18 (0.38%) Tomcat
18 16 (0.33%) Drupal
19 14 (0.29%) Jupyter
20 11 (0.23%) nginx
Applications
1 284 (5.92%) Microsoft Excel
2 116 (2.42%) Microsoft Office
3 56 (1.17%) Microsoft PowerPoint
4 54 (1.13%) Sketch
5 52 (1.08%) SPSS
6 41 (0.86%) InVision
7 30 (0.63%) Microsoft Project
8 28 (0.58%) Photoshop
9 27 (0.56%) Adobe Illustrator
10 23 (0.48%) MS Visio
11 15 (0.31%) Zeplin
12 13 (0.27%) Stata
13 12 (0.25%) Adobe Premiere
14 10 (0.21%) InDesign
14 10 (0.21%) OmniGraffle
14 10 (0.21%) Spreadsheet
15 6 (0.13%) Adobe XD
16 5 (0.10%) Figma
16 5 (0.10%) SPSS Modeler
17 4 (0.083%) Marvel
Business Applications
1 37 (0.77%) FINCAD Analytics
2 32 (0.67%) SAP S/4HANA
3 30 (0.63%) PolarLake
4 28 (0.58%) Cognos Business Intelligence
5 24 (0.50%) Eagle PACE
5 24 (0.50%) Markit EDM
6 20 (0.42%) NetSuite
7 18 (0.38%) Dynamics CRM
7 18 (0.38%) Eloqua
8 12 (0.25%) Salesforce.com CRM
9 8 (0.17%) Magento
9 8 (0.17%) Sparx Enterprise Architect
10 7 (0.15%) Adobe Campaign
10 7 (0.15%) Dynamics AX
10 7 (0.15%) Q-Pulse
10 7 (0.15%) Sage CRM
11 6 (0.13%) Oracle EBS
11 6 (0.13%) SAP HR
11 6 (0.13%) SAP Hybris
11 6 (0.13%) WebTrends
Cloud Services
1 992 (20.69%) AWS
2 862 (17.98%) Azure
3 561 (11.70%) Power Platform
4 346 (7.22%) GCP
5 323 (6.74%) Google Analytics
6 216 (4.50%) SaaS
7 133 (2.77%) Azure Data Factory
8 125 (2.61%) Serverless
9 120 (2.50%) Amazon S3
9 120 (2.50%) PaaS
10 98 (2.04%) Adobe Analytics
11 95 (1.98%) Amazon EC2
12 84 (1.75%) Cloud Computing
13 83 (1.73%) Amazon ECS
14 71 (1.48%) AWS Lambda
15 67 (1.40%) Office 365
16 61 (1.27%) AWS Fargate
17 56 (1.17%) GitHub
18 52 (1.08%) Amazon SQS
18 52 (1.08%) Azure Machine Learning
Communications & Networking
1 85 (1.77%) Internet
2 51 (1.06%) DNS
3 48 (1.00%) Firewall
4 35 (0.73%) HTTP
5 24 (0.50%) TCP/IP
6 22 (0.46%) VPN
7 20 (0.42%) Network Security
7 20 (0.42%) SSL
8 18 (0.38%) WAN
9 17 (0.35%) LAN
10 16 (0.33%) Wi-Fi
11 11 (0.23%) Unified Communications
11 11 (0.23%) Wireshark
12 9 (0.19%) FTP
12 9 (0.19%) Wireless
13 8 (0.17%) Broadband
13 8 (0.17%) VoIP
14 7 (0.15%) Intranet
14 7 (0.15%) MPLS
14 7 (0.15%) PBX
Database & Business Intelligence
1 1,061 (22.13%) Big Data
2 743 (15.50%) Data Warehouse
3 580 (12.10%) SQL Server
4 560 (11.68%) Power BI
5 471 (9.82%) Hadoop
6 326 (6.80%) SQL Server Integration Services
7 301 (6.28%) NoSQL
8 268 (5.59%) SQL Server Reporting Services
9 267 (5.57%) Data Lake
10 253 (5.28%) Relational Database
11 250 (5.21%) SQL Server Analysis Services
12 211 (4.40%) PostgreSQL
13 194 (4.05%) Amazon Redshift
14 184 (3.84%) Apache Hive
15 165 (3.44%) Azure SQL Database
16 161 (3.36%) QlikView
17 140 (2.92%) MySQL
18 128 (2.67%) MongoDB
19 118 (2.46%) Data Mining
20 105 (2.19%) BigQuery
Development Applications
1 283 (5.90%) Git (software)
2 222 (4.63%) Jenkins
3 199 (4.15%) JIRA
4 73 (1.52%) RStudio
5 57 (1.19%) Team Foundation Server
6 51 (1.06%) Maven
6 51 (1.06%) Selenium
7 48 (1.00%) Artifactory
8 45 (0.94%) Bitbucket
9 43 (0.90%) Visual Studio
10 41 (0.86%) Octopus Deploy
11 40 (0.83%) Visual Studio Team System
12 39 (0.81%) Atlassian Bamboo
13 34 (0.71%) TeamCity
14 30 (0.63%) Cucumber
14 30 (0.63%) GitLab
15 29 (0.60%) Bower
16 26 (0.54%) Axure RP
17 25 (0.52%) Vagrant
18 24 (0.50%) WebDriver
General
1 1,325 (27.63%) Finance
2 698 (14.56%) Marketing
3 390 (8.13%) Retail
4 376 (7.84%) Banking
5 294 (6.13%) Front Office
6 132 (2.75%) Law
7 116 (2.42%) Public Sector
8 101 (2.11%) Advertising
9 97 (2.02%) Games
10 79 (1.65%) Telecoms
11 73 (1.52%) Legal
12 71 (1.48%) Local Government
13 70 (1.46%) Publishing
14 66 (1.38%) Investment Banking
15 58 (1.21%) Automotive
16 56 (1.17%) Police
17 55 (1.15%) Pharmaceutical
18 43 (0.90%) Manufacturing
19 34 (0.71%) Financial Institution
20 29 (0.60%) Back Office
Job Titles
1 1,101 (22.96%) Developer
2 742 (15.47%) Analyst
3 368 (7.67%) Data Engineer
4 356 (7.42%) Architect
5 345 (7.19%) Consultant
6 279 (5.82%) Java Developer
7 262 (5.46%) Data Analyst
8 261 (5.44%) Senior Developer
9 214 (4.46%) Data Scientist
10 202 (4.21%) Data Architect
11 170 (3.55%) Business Intelligence Developer
12 142 (2.96%) Lead Developer
13 137 (2.86%) Business Analyst
14 133 (2.77%) SQL Developer
15 132 (2.75%) Business Intelligence Analyst
15 132 (2.75%) Software Engineer
16 124 (2.59%) Python Developer
17 121 (2.52%) Python Engineer
18 118 (2.46%) Analytics Manager
18 118 (2.46%) Data Manager
Libraries, Frameworks & Software Standards
1 427 (8.91%) Web Services
2 396 (8.26%) HTML
3 342 (7.13%) CSS
4 272 (5.67%) .NET
5 224 (4.67%) Kafka
6 211 (4.40%) AngularJS
7 195 (4.07%) REST
8 184 (3.84%) J2EE
9 167 (3.48%) Node.js
9 167 (3.48%) React
10 121 (2.52%) JSON
11 120 (2.50%) HTML5
12 115 (2.40%) Natural Language Processing
13 113 (2.36%) ASP.NET
14 104 (2.17%) Pandas
15 95 (1.98%) jQuery
16 93 (1.94%) MDX
17 90 (1.88%) Redux
18 81 (1.69%) Spring
19 80 (1.67%) TensorFlow
Miscellaneous
1 839 (17.50%) Analytical Skills
2 355 (7.40%) User Experience
3 252 (5.26%) Fixed Income
4 243 (5.07%) Algorithms
4 243 (5.07%) Equities
5 235 (4.90%) Derivative
6 184 (3.84%) Foreign Exchange (FX)
7 181 (3.77%) Management Information System
8 171 (3.57%) Greenfield Project
9 151 (3.15%) Data Structures
10 142 (2.96%) Social Media
11 137 (2.86%) Self-Motivation
12 114 (2.38%) Hedge funds
13 83 (1.73%) Mobile App
14 76 (1.58%) Reference Data
15 71 (1.48%) Virtual Team
16 69 (1.44%) Public Cloud
17 68 (1.42%) Enterprise Software
18 61 (1.27%) Data Centre
19 57 (1.19%) Robotics
Operating Systems
1 332 (6.92%) Linux
2 208 (4.34%) Windows
3 151 (3.15%) Unix
4 70 (1.46%) Windows Server
5 57 (1.19%) Android
6 51 (1.06%) Apple iOS
7 27 (0.56%) Windows 10
8 12 (0.25%) Red Hat Enterprise Linux
9 11 (0.23%) Windows Server 2012
10 10 (0.21%) Windows 7
11 7 (0.15%) VMS
12 3 (0.063%) CoreOS
12 3 (0.063%) zOS
13 2 (0.042%) CentOS
13 2 (0.042%) Ubuntu
14 1 (0.021%) Mac OS
14 1 (0.021%) Windows 8
14 1 (0.021%) Windows Server 2008
Processes & Methodologies
1 1,605 (33.47%) Agile Software Development
2 1,327 (27.67%) Business Intelligence
3 1,127 (23.50%) Data Analytics
4 858 (17.89%) Data Science
5 793 (16.54%) Machine Learning
6 698 (14.56%) Visualisation
7 655 (13.66%) ETL
7 655 (13.66%) Problem-Solving
8 630 (13.14%) DevOps
9 609 (12.70%) Software Engineering
10 548 (11.43%) Data Modelling
11 491 (10.24%) Artificial Intelligence
12 418 (8.72%) Data Management
13 400 (8.34%) Computer Science
14 395 (8.24%) Microservices
15 393 (8.20%) Scrum
16 390 (8.13%) Project Management
17 373 (7.78%) Data Visualisation
18 320 (6.67%) Decision-Making
19 313 (6.53%) Mentoring
Programming Languages
1 1,768 (36.87%) SQL
2 1,485 (30.97%) Python
3 854 (17.81%) Java
4 608 (12.68%) JavaScript
5 597 (12.45%) R
6 386 (8.05%) C#
7 260 (5.42%) Scala
8 224 (4.67%) C++
9 201 (4.19%) T-SQL
10 147 (3.07%) C
11 113 (2.36%) PHP
12 110 (2.29%) Bash Shell
13 108 (2.25%) PowerShell
14 105 (2.19%) TypeScript
15 103 (2.15%) Data Analysis Expressions (DAX)
16 101 (2.11%) PL/SQL
17 76 (1.58%) VBA
18 68 (1.42%) ES6
19 60 (1.25%) Go
20 55 (1.15%) Java 8
Qualifications
1 671 (13.99%) Degree
2 176 (3.67%) Computer Science Degree
3 113 (2.36%) PhD
4 99 (2.06%) Security Cleared
5 60 (1.25%) Master's Degree
6 52 (1.08%) Numerate Degree
7 48 (1.00%) Microsoft Certification
8 27 (0.56%) CISSP
8 27 (0.56%) MBA
9 26 (0.54%) MCSA
10 21 (0.44%) PMI Certification
10 21 (0.44%) PMP
10 21 (0.44%) SC Cleared
11 20 (0.42%) Cisco Certification
11 20 (0.42%) MCSE
11 20 (0.42%) PRINCE2 Practitioner
12 19 (0.40%) SAP Certification
13 15 (0.31%) CompTIA Security+
14 14 (0.29%) ACCA
14 14 (0.29%) CIMA
Quality Assurance & Compliance
1 304 (6.34%) Data Quality
2 240 (5.01%) QA
3 80 (1.67%) GDPR
4 41 (0.86%) PMO
5 20 (0.42%) WAI
6 19 (0.40%) SLA
7 15 (0.31%) ISO/IEC 27001
8 14 (0.29%) Actionable Recommendations
9 6 (0.13%) Basel II
10 5 (0.10%) Basel III
10 5 (0.10%) NIST
10 5 (0.10%) PCI DSS
10 5 (0.10%) Sarbanes-Oxley
10 5 (0.10%) Solvency II
11 4 (0.083%) EMIR
11 4 (0.083%) HMG Security Policy Framework
11 4 (0.083%) MiFID
12 3 (0.063%) COBIT
12 3 (0.063%) P3O
12 3 (0.063%) WCAG
System Software
1 383 (7.99%) Docker
2 70 (1.46%) Active Directory
3 32 (0.67%) HDFS
4 22 (0.46%) VirtualBox
5 19 (0.40%) VMware Infrastructure
6 14 (0.29%) Hyper-V
7 13 (0.27%) Apache Flume
8 12 (0.25%) BitLocker
9 11 (0.23%) Apache ZooKeeper
9 11 (0.23%) Virtual Machines
10 5 (0.10%) XenDesktop
11 4 (0.083%) Varnish
11 4 (0.083%) XenApp
12 3 (0.063%) Microsoft App-V
13 2 (0.042%) Snort
13 2 (0.042%) Virtual Desktop
14 1 (0.021%) Citrix Hypervisor
14 1 (0.021%) Cronacle
14 1 (0.021%) Firmware
14 1 (0.021%) vSphere
Systems Management
1 220 (4.59%) Kubernetes
2 186 (3.88%) Ansible
3 181 (3.77%) Terraform
4 92 (1.92%) Puppet
5 85 (1.77%) Opscode Chef
6 44 (0.92%) Hadoop YARN
7 38 (0.79%) Oozie
8 25 (0.52%) Microsoft Intune
8 25 (0.52%) SCCM
9 23 (0.48%) Docker Swarm
10 17 (0.35%) Consul
11 13 (0.27%) Packer
12 12 (0.25%) Ambari
13 9 (0.19%) Kibana
14 8 (0.17%) WSUS
15 7 (0.15%) Mesos
15 7 (0.15%) Rancher
15 7 (0.15%) Single Sign-On
16 6 (0.13%) Matomo
17 5 (0.10%) HP Quality Center
Vendors
1 651 (13.58%) Google
2 645 (13.45%) Microsoft
3 562 (11.72%) Tableau
4 286 (5.96%) Oracle
5 235 (4.90%) Adobe
6 169 (3.52%) Salesforce.com
7 166 (3.46%) SAP
8 128 (2.67%) IBM
9 125 (2.61%) Databricks
10 117 (2.44%) Splunk
11 106 (2.21%) Cloudera
12 103 (2.15%) Informatica
13 90 (1.88%) Hortonworks
14 83 (1.73%) Bloomberg
15 73 (1.52%) Alteryx
16 61 (1.27%) Talend
17 57 (1.19%) Capita
18 56 (1.17%) Cognos
19 51 (1.06%) Teradata
20 47 (0.98%) ServiceNow