Period
to 18 January 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 18 January 2019 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
18 Jan 2019
Same period 2018 Same period 2017
Rank 28 27 34
Rank change year-on-year -1 +7 -1
Permanent jobs citing Analytics 4,851 5,470 4,571
As % of all permanent IT jobs advertised in London 7.71% 7.78% 6.45%
As % of the Processes & Methodologies category 8.38% 8.35% 7.01%
Number of salaries quoted 3,532 4,077 3,852
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% -
10th Percentile £37,500 £35,000 £36,250
90th Percentile £102,500 £97,500 £97,500
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - +3.77%

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 57,921 65,506 65,241
As % of all permanent IT jobs advertised in London 92.02% 93.17% 92.10%
Number of salaries quoted 46,739 52,429 55,611
London median annual salary £62,500 £60,000 £58,000
Median salary % change year-on-year +4.17% +3.45% +5.45%
10th Percentile £35,000 £35,000 £33,560
90th Percentile £95,000 £91,250 £89,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 18 January 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 18 January 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 +2 800 £67,500 +8.00% 270
West London +2 136 £47,500 -17.39% 125
South London +20 99 £47,500 +26.67% 17
East London +24 37 £66,250 -5.36% 69
North London +7 11 £60,000 +41.18% 9
Analytics
England

For the 6 months to 18 January 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 1,844 (38.01%) SQL
2 1,628 (33.56%) Finance
3 1,462 (30.14%) Agile Software Development
4 1,394 (28.74%) Python
5 1,117 (23.03%) Degree
6 1,081 (22.28%) Data Analytics
7 1,067 (22.00%) Business Intelligence
8 956 (19.71%) Big Data
9 927 (19.11%) Java
10 902 (18.59%) Data Science
11 898 (18.51%) Analytical Skills
12 836 (17.23%) Machine Learning
13 807 (16.64%) Amazon AWS
14 742 (15.30%) Microsoft Azure
15 709 (14.62%) Data Warehouse
16 680 (14.02%) Visualisation
16 680 (14.02%) Problem-Solving
17 676 (13.94%) Microsoft
18 660 (13.61%) JavaScript
19 649 (13.38%) SQL Server
20 633 (13.05%) Google
20 633 (13.05%) Marketing
21 619 (12.76%) Tableau
22 601 (12.39%) Computer Science
23 598 (12.33%) ETL
24 569 (11.73%) R
25 559 (11.52%) C#
26 543 (11.19%) Banking
27 526 (10.84%) HTML
28 513 (10.58%) Artificial Intelligence

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
1 482 (9.94%) Apache Spark
2 252 (5.19%) SAS
3 158 (3.26%) Apache
4 127 (2.62%) CMS
5 123 (2.54%) Elasticsearch
6 71 (1.46%) SharePoint
7 59 (1.22%) EPiServer
8 56 (1.15%) Confluence
9 53 (1.09%) Apache Pig
10 41 (0.85%) Apache Solr
11 40 (0.82%) Marvel
12 32 (0.66%) Adobe Experience Manager
13 30 (0.62%) OpenStack
13 30 (0.62%) Sitecore CMS
13 30 (0.62%) WordPress
14 26 (0.54%) IIS
15 19 (0.39%) Oracle SOA Suite
16 17 (0.35%) Apache Airflow
17 15 (0.31%) Skype for Business
18 13 (0.27%) Jupyter
Applications
1 323 (6.66%) Microsoft Excel
2 113 (2.33%) Microsoft Office
3 79 (1.63%) InVision
4 73 (1.50%) SPSS
5 72 (1.48%) Microsoft PowerPoint
6 51 (1.05%) Adobe Creative Suite
7 46 (0.95%) MS Visio
8 37 (0.76%) Photoshop
9 19 (0.39%) Adobe Illustrator
10 18 (0.37%) Spreadsheet
11 13 (0.27%) Adobe After Effects
12 11 (0.23%) Flinto
12 11 (0.23%) OmniGraffle
13 9 (0.19%) Microsoft Project
13 9 (0.19%) Stata
14 5 (0.10%) InfoPath
15 4 (0.082%) Chatbot
15 4 (0.082%) GNU Octave
16 3 (0.062%) Final Cut Pro
17 2 (0.041%) UserZoom
Business Applications
1 28 (0.58%) Eloqua
2 25 (0.52%) Dynamics CRM
3 23 (0.47%) WebTrends
4 16 (0.33%) Actimize
4 16 (0.33%) NetSuite
5 15 (0.31%) Cognos TM1
6 13 (0.27%) Dynamics NAV
7 12 (0.25%) SAP BPC
8 11 (0.23%) Oracle Payables
8 11 (0.23%) Oracle Receivables
9 10 (0.21%) Adobe Campaign
9 10 (0.21%) FastStats
9 10 (0.21%) SAP S/4HANA
9 10 (0.21%) Unica
10 8 (0.16%) Cognos Business Intelligence
10 8 (0.16%) Distributed Ledger
10 8 (0.16%) Salesforce.com CRM
10 8 (0.16%) SAP ERP
11 6 (0.12%) Epicor Tropos
11 6 (0.12%) SAP HR
Cloud Services
1 807 (16.64%) Amazon AWS
2 742 (15.30%) Microsoft Azure
3 319 (6.58%) Google Cloud Platform
4 315 (6.49%) Google Analytics
5 204 (4.21%) SaaS
6 139 (2.87%) PaaS
7 113 (2.33%) Azure Data Factory
8 100 (2.06%) Serverless
9 89 (1.83%) Adobe Analytics
10 82 (1.69%) Office 365
11 79 (1.63%) Data Lake Analytics
12 65 (1.34%) Cloud Computing
12 65 (1.34%) IaaS
13 56 (1.15%) npm
14 54 (1.11%) Google Tag Manager
15 51 (1.05%) GitHub
16 44 (0.91%) AWS Lambda
17 40 (0.82%) Azure Machine Learning
18 36 (0.74%) AdWords
19 29 (0.60%) Cortana Intelligence Suite
Communications & Networking
1 106 (2.19%) Firewall
2 77 (1.59%) Internet
3 57 (1.18%) TCP/IP
4 53 (1.09%) HTTP
5 44 (0.91%) DNS
6 30 (0.62%) Network Security
7 29 (0.60%) VPN
8 27 (0.56%) Intranet
9 25 (0.52%) WAN
10 24 (0.49%) LAN
11 20 (0.41%) Intrusion Detection
11 20 (0.41%) Wireless
12 19 (0.39%) SAN
12 19 (0.39%) Wireshark
13 18 (0.37%) VoIP
14 17 (0.35%) DHCP
15 14 (0.29%) Skype
16 13 (0.27%) VLAN
17 12 (0.25%) SSL
18 10 (0.21%) DAB
Database & Business Intelligence
1 956 (19.71%) Big Data
2 709 (14.62%) Data Warehouse
3 649 (13.38%) SQL Server
4 511 (10.53%) Hadoop
5 421 (8.68%) Power BI
6 415 (8.55%) NoSQL
7 306 (6.31%) SQL Server Integration Services
8 259 (5.34%) Relational Database
9 252 (5.19%) SQL Server Reporting Services
10 239 (4.93%) Data Lake
11 221 (4.56%) SQL Server Analysis Services
12 211 (4.35%) MongoDB
13 209 (4.31%) QlikView
14 200 (4.12%) Apache Hive
15 168 (3.46%) Apache Cassandra
16 157 (3.24%) Amazon Redshift
17 147 (3.03%) HBase
18 133 (2.74%) PostgreSQL
19 131 (2.70%) MySQL
20 130 (2.68%) Data Mining
Development Applications
1 362 (7.46%) Git (software)
2 189 (3.90%) JIRA
3 187 (3.85%) Jenkins
4 110 (2.27%) Selenium
4 110 (2.27%) Visual Studio
5 100 (2.06%) Team Foundation Server
6 83 (1.71%) TeamCity
7 75 (1.55%) Octopus Deploy
8 73 (1.50%) webpack
9 61 (1.26%) gulp
10 59 (1.22%) Maven
11 56 (1.15%) Axure RP
11 56 (1.15%) Mocha
12 45 (0.93%) Bower
13 43 (0.89%) Karma Test Runner
14 41 (0.85%) Protractor
14 41 (0.85%) Sinon.JS
15 38 (0.78%) Visual Studio Team System
16 37 (0.76%) ERwin
17 33 (0.68%) Subversion
General
1 1,628 (33.56%) Finance
2 633 (13.05%) Marketing
3 543 (11.19%) Banking
4 363 (7.48%) Retail
5 170 (3.50%) Investment Banking
6 158 (3.26%) Front Office
7 156 (3.22%) Advertising
8 142 (2.93%) Games
9 106 (2.19%) Telecoms
10 93 (1.92%) Publishing
11 84 (1.73%) Legal
12 75 (1.55%) Manufacturing
13 63 (1.30%) Law
14 59 (1.22%) Financial Institution
15 58 (1.20%) Pharmaceutical
16 32 (0.66%) Electronics
16 32 (0.66%) Retail Banking
17 31 (0.64%) German Language
18 30 (0.62%) Back Office
18 30 (0.62%) Corporate Banking
Job Titles
1 1,056 (21.77%) Developer
2 728 (15.01%) Analyst
3 466 (9.61%) Architect
4 347 (7.15%) Consultant
5 288 (5.94%) Data Engineer
6 263 (5.42%) Data Scientist
7 253 (5.22%) Data Analyst
8 198 (4.08%) Data Architect
9 172 (3.55%) Java Developer
10 170 (3.50%) Senior Developer
11 143 (2.95%) Solutions Architect
12 140 (2.89%) Senior Analyst
13 133 (2.74%) Designer
14 125 (2.58%) Business Analyst
15 124 (2.56%) Business Intelligence Developer
16 123 (2.54%) SQL Developer
17 115 (2.37%) Data Consultant
18 113 (2.33%) C# Developer
19 110 (2.27%) Analytics Manager
20 105 (2.16%) Cloud Architect
Libraries, Frameworks & Software Standards
1 526 (10.84%) HTML
2 433 (8.93%) .NET
3 407 (8.39%) CSS
4 264 (5.44%) AngularJS
5 245 (5.05%) Kafka
6 233 (4.80%) React
7 218 (4.49%) Web Services
8 195 (4.02%) HTML5
9 161 (3.32%) Natural Language Processing
10 158 (3.26%) Node.js
11 153 (3.15%) jQuery
12 140 (2.89%) JSON
13 118 (2.43%) REST
14 113 (2.33%) ASP.NET
15 105 (2.16%) Redux
16 102 (2.10%) XML
17 100 (2.06%) RESTful
18 99 (2.04%) CSS3
19 98 (2.02%) Spring
20 82 (1.69%) Twitter Bootstrap
Miscellaneous
1 898 (18.51%) Analytical Skills
2 461 (9.50%) User Experience
3 258 (5.32%) Fintech
4 231 (4.76%) Algorithms
5 145 (2.99%) Data Structures
6 137 (2.82%) Mobile App
7 136 (2.80%) Greenfield Project
8 127 (2.62%) Management Information System
9 109 (2.25%) Equities
9 109 (2.25%) Self-Motivation
10 107 (2.21%) Social Media
11 102 (2.10%) Hedge funds
12 85 (1.75%) Public Cloud
13 76 (1.57%) Virtual Team
14 74 (1.53%) Derivative
15 73 (1.50%) Enterprise Software
16 71 (1.46%) Foreign Exchange (FX)
17 68 (1.40%) Analytical Mindset
18 57 (1.18%) Credit Risk
19 56 (1.15%) NHS
Operating Systems
1 391 (8.06%) Linux
2 235 (4.84%) Windows
3 147 (3.03%) Unix
4 112 (2.31%) Android
5 108 (2.23%) Apple iOS
6 61 (1.26%) Windows Server
7 20 (0.41%) VMS
8 19 (0.39%) Red Hat Enterprise Linux
9 17 (0.35%) Ubuntu
10 15 (0.31%) CentOS
11 14 (0.29%) Debian
11 14 (0.29%) Windows 10
11 14 (0.29%) Windows 7
12 11 (0.23%) FreeBSD
13 10 (0.21%) AIX
14 9 (0.19%) HPUX
14 9 (0.19%) Solaris
14 9 (0.19%) Windows 8
15 7 (0.14%) Windows NT
16 6 (0.12%) Mac OS
Processes & Methodologies
1 1,462 (30.14%) Agile Software Development
2 1,081 (22.28%) Data Analytics
3 1,067 (22.00%) Business Intelligence
4 902 (18.59%) Data Science
5 836 (17.23%) Machine Learning
6 680 (14.02%) Problem-Solving
6 680 (14.02%) Visualisation
7 601 (12.39%) Computer Science
8 598 (12.33%) ETL
9 513 (10.58%) Artificial Intelligence
10 501 (10.33%) Software Engineering
11 490 (10.10%) DevOps
12 466 (9.61%) Scrum
13 450 (9.28%) Data Modelling
14 397 (8.18%) Project Management
15 390 (8.04%) Decision-Making
16 384 (7.92%) Mathematics
17 379 (7.81%) Data Analysis
18 349 (7.19%) Data Visualisation
19 301 (6.20%) Data Management
Programming Languages
1 1,844 (38.01%) SQL
2 1,394 (28.74%) Python
3 927 (19.11%) Java
4 660 (13.61%) JavaScript
5 569 (11.73%) R
6 559 (11.52%) C#
7 305 (6.29%) Scala
8 268 (5.52%) C++
9 223 (4.60%) T-SQL
10 148 (3.05%) C
11 128 (2.64%) PowerShell
12 113 (2.33%) VBA
13 98 (2.02%) Java 8
14 93 (1.92%) Bash Shell
15 84 (1.73%) PHP
16 67 (1.38%) TypeScript
17 60 (1.24%) Shell Script
18 58 (1.20%) Go
19 57 (1.18%) MATLAB
20 56 (1.15%) PL/SQL
Qualifications
1 1,117 (23.03%) Degree
2 238 (4.91%) Computer Science Degree
3 132 (2.72%) PhD
4 81 (1.67%) Numerate Degree
5 76 (1.57%) Security Cleared
6 75 (1.55%) MBA
7 74 (1.53%) Master's Degree
8 64 (1.32%) CISSP
9 46 (0.95%) SC Cleared
10 35 (0.72%) Cisco Certification
10 35 (0.72%) SAFe Agilist
11 32 (0.66%) PMI Certification
12 27 (0.56%) ISEB
13 26 (0.54%) CEH
13 26 (0.54%) Microsoft Certification
14 25 (0.52%) PMP
15 24 (0.49%) CCIE
16 23 (0.47%) CISA
17 22 (0.45%) PRINCE2 Certification
17 22 (0.45%) Sun Certification
Quality Assurance & Compliance
1 269 (5.55%) Data Quality
2 264 (5.44%) QA
3 72 (1.48%) PMO
4 69 (1.42%) GDPR
5 29 (0.60%) SLA
6 28 (0.58%) ISO/IEC 27001
7 22 (0.45%) Solvency II
8 13 (0.27%) PCI DSS
9 10 (0.21%) WCAG
10 8 (0.16%) IFRS
10 8 (0.16%) MiFID
11 7 (0.14%) COBIT
11 7 (0.14%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 7 (0.14%) Sarbanes-Oxley
12 6 (0.12%) Actionable Recommendations
12 6 (0.12%) Dodd-Frank
12 6 (0.12%) FATCA
13 5 (0.10%) HMG Security Policy Framework
14 3 (0.062%) Cyber Essentials
14 3 (0.062%) GPG13
System Software
1 269 (5.55%) Docker
2 82 (1.69%) Active Directory
3 66 (1.36%) VMware Infrastructure
4 46 (0.95%) Apache Flume
5 39 (0.80%) HDFS
6 22 (0.45%) Virtual Machines
7 15 (0.31%) Hyper-V
8 13 (0.27%) Apache ZooKeeper
8 13 (0.27%) XenApp
9 12 (0.25%) KVM
10 11 (0.23%) NFS
10 11 (0.23%) Snort
10 11 (0.23%) VirtualBox
11 10 (0.21%) pfSense
11 10 (0.21%) Samba
12 9 (0.19%) VMware Workstation
13 8 (0.16%) VMware ESXi
14 7 (0.14%) Oracle RAC
15 4 (0.082%) XenDesktop
16 2 (0.041%) Squid
Systems Management
1 145 (2.99%) Kubernetes
2 103 (2.12%) Terraform
3 100 (2.06%) Ansible
4 82 (1.69%) Puppet
5 76 (1.57%) Opscode Chef
6 72 (1.48%) Oozie
7 28 (0.58%) Hadoop YARN
8 19 (0.39%) Kibana
8 19 (0.39%) ZABBIX
9 15 (0.31%) Docker Swarm
10 12 (0.25%) Nagios
11 11 (0.23%) SCCM
11 11 (0.23%) Suricata
12 9 (0.19%) Mesos
13 8 (0.16%) Ambari
13 8 (0.16%) HP Quality Center
13 8 (0.16%) Single Sign-On
14 7 (0.14%) Prometheus
15 6 (0.12%) HAProxy
15 6 (0.12%) SCOM
Vendors
1 676 (13.94%) Microsoft
2 633 (13.05%) Google
3 619 (12.76%) Tableau
4 369 (7.61%) Oracle
5 259 (5.34%) Adobe
6 199 (4.10%) SAP
7 188 (3.88%) Salesforce.com
8 123 (2.54%) Cloudera
9 121 (2.49%) IBM
10 93 (1.92%) Alteryx
11 89 (1.83%) Hortonworks
12 79 (1.63%) Databricks
13 74 (1.53%) Informatica
13 74 (1.53%) VMware
14 71 (1.46%) Cognizant
15 68 (1.40%) Talend
16 59 (1.22%) Splunk
17 56 (1.15%) Cisco
18 48 (0.99%) MapR
18 48 (0.99%) WorldPay