Period
to 25 May 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 25 May 2019 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
25 May 2019
Same period 2018 Same period 2017
Rank 24 26 24
Rank change year-on-year +2 -2 +7
Permanent jobs citing Analytics 5,074 5,769 5,204
As % of all permanent IT jobs advertised in London 8.65% 8.25% 7.62%
As % of the Processes & Methodologies category 9.38% 8.91% 8.25%
Number of salaries quoted 3,922 4,126 4,159
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £40,000 £37,500 £36,700
90th Percentile £102,500 £105,000 £97,500
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +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 54,081 64,775 63,064
As % of all permanent IT jobs advertised in London 92.20% 92.63% 92.38%
Number of salaries quoted 43,650 52,290 52,339
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +9.09%
10th Percentile £36,250 £35,250 £34,000
90th Percentile £96,250 £93,750 £90,000
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 25 May 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 25 May 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 +14 1,095 £67,500 +3.85% 111
West London +7 176 £52,500 -4.55% 29
South London +14 83 £47,524 +0.05% 6
East London +29 49 £42,500 -38.18% 16
North London +6 10 £60,000 +26.32% 3
Analytics
England

For the 6 months to 25 May 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 1,842 (36.30%) SQL
2 1,527 (30.09%) Agile Software Development
3 1,501 (29.58%) Python
4 1,392 (27.43%) Finance
5 1,295 (25.52%) Data Analytics
6 1,276 (25.15%) Business Intelligence
7 1,056 (20.81%) Big Data
8 939 (18.51%) Java
9 938 (18.49%) Data Science
10 883 (17.40%) Machine Learning
11 852 (16.79%) Analytical Skills
12 815 (16.06%) Degree
13 813 (16.02%) Microsoft Azure
14 805 (15.87%) Amazon AWS
15 772 (15.21%) Data Warehouse
16 702 (13.84%) Microsoft
16 702 (13.84%) Marketing
17 694 (13.68%) Visualisation
18 667 (13.15%) Tableau
19 666 (13.13%) SQL Server
20 665 (13.11%) ETL
21 609 (12.00%) Apache Spark
22 592 (11.67%) Artificial Intelligence
23 588 (11.59%) Google
24 572 (11.27%) Hadoop
25 564 (11.12%) Power Platform
26 562 (11.08%) DevOps
27 555 (10.94%) Problem-Solving
28 552 (10.88%) Power BI
29 532 (10.48%) R

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
1 609 (12.00%) Apache Spark
2 169 (3.33%) Elasticsearch
3 155 (3.05%) SAS
4 154 (3.04%) Apache
5 124 (2.44%) CMS
6 87 (1.71%) Apache Pig
7 58 (1.14%) SharePoint
8 41 (0.81%) Apache Solr
8 41 (0.81%) Confluence
9 40 (0.79%) IIS
10 29 (0.57%) WordPress
11 28 (0.55%) Umbraco
12 22 (0.43%) Adobe Experience Manager
13 18 (0.35%) Drupal
14 12 (0.24%) OpenStack
15 11 (0.22%) Apache Airflow
15 11 (0.22%) Oracle SOA Suite
15 11 (0.22%) WebSphere
16 10 (0.20%) MS Exchange
17 9 (0.18%) Hyperledger
Applications
1 286 (5.64%) Microsoft Excel
2 130 (2.56%) Microsoft Office
3 77 (1.52%) Microsoft PowerPoint
4 65 (1.28%) Sketch
5 52 (1.02%) InVision
6 47 (0.93%) SPSS
7 38 (0.75%) Adobe Creative Suite
8 29 (0.57%) Photoshop
9 23 (0.45%) Marvel
10 22 (0.43%) Microsoft Project
11 17 (0.34%) Spreadsheet
11 17 (0.34%) Stata
12 15 (0.30%) Adobe Illustrator
13 10 (0.20%) MS Visio
14 9 (0.18%) Chatbot
14 9 (0.18%) OmniGraffle
15 7 (0.14%) Zeplin
16 4 (0.079%) Adobe After Effects
16 4 (0.079%) Adobe XD
17 3 (0.059%) Moqups
Business Applications
1 36 (0.71%) Dynamics CRM
2 28 (0.55%) SAP S/4HANA
2 28 (0.55%) WebTrends
3 24 (0.47%) Eloqua
4 16 (0.32%) SAP BPC
5 15 (0.30%) Dynamics NAV
6 10 (0.20%) Adobe Campaign
6 10 (0.20%) Dynamics AX
6 10 (0.20%) Salesforce.com CRM
7 8 (0.16%) SAP ERP
8 7 (0.14%) Actimize
8 7 (0.14%) Distributed Ledger
8 7 (0.14%) FastStats
8 7 (0.14%) Oracle EBS
9 6 (0.12%) SAP Oil and Gas
10 5 (0.099%) Cognos Business Intelligence
10 5 (0.099%) Magento
10 5 (0.099%) Remedy ITSM
10 5 (0.099%) Sage CRM
10 5 (0.099%) SAP FI-GL
Cloud Services
1 813 (16.02%) Microsoft Azure
2 805 (15.87%) Amazon AWS
3 564 (11.12%) Power Platform
4 334 (6.58%) Google Cloud Platform
5 320 (6.31%) Google Analytics
6 226 (4.45%) SaaS
7 132 (2.60%) PaaS
8 130 (2.56%) Azure Data Factory
9 120 (2.36%) Serverless
10 110 (2.17%) Adobe Analytics
11 97 (1.91%) Office 365
12 88 (1.73%) Cloud Computing
13 72 (1.42%) AWS Lambda
14 61 (1.20%) Amazon S3
15 54 (1.06%) IaaS
16 48 (0.95%) Data Lake Analytics
17 44 (0.87%) Amazon EC2
18 42 (0.83%) Amazon EMR
19 40 (0.79%) GitHub
20 36 (0.71%) Google Tag Manager
Communications & Networking
1 84 (1.66%) Firewall
2 50 (0.99%) Internet
3 48 (0.95%) DNS
4 40 (0.79%) VPN
5 37 (0.73%) Network Security
6 31 (0.61%) HTTP
7 29 (0.57%) TCP/IP
8 25 (0.49%) WAN
9 24 (0.47%) Wireshark
10 21 (0.41%) Intranet
10 21 (0.41%) LAN
10 21 (0.41%) Wi-Fi
11 20 (0.39%) VoIP
12 15 (0.30%) IPsec
13 13 (0.26%) DSL
14 12 (0.24%) Cisco ASA
14 12 (0.24%) SSL
15 11 (0.22%) DHCP
16 9 (0.18%) FTP
16 9 (0.18%) HSRP
Database & Business Intelligence
1 1,056 (20.81%) Big Data
2 772 (15.21%) Data Warehouse
3 666 (13.13%) SQL Server
4 572 (11.27%) Hadoop
5 552 (10.88%) Power BI
6 380 (7.49%) SQL Server Integration Services
7 362 (7.13%) NoSQL
8 343 (6.76%) SQL Server Reporting Services
9 325 (6.41%) SQL Server Analysis Services
10 293 (5.77%) Apache Hive
11 245 (4.83%) Data Lake
12 224 (4.41%) QlikView
13 204 (4.02%) Amazon Redshift
13 204 (4.02%) Relational Database
14 183 (3.61%) MongoDB
15 171 (3.37%) Apache Cassandra
16 159 (3.13%) HBase
17 139 (2.74%) BusinessObjects
18 138 (2.72%) Azure SQL Database
19 125 (2.46%) MySQL
Development Applications
1 291 (5.74%) Git (software)
2 201 (3.96%) Jenkins
3 178 (3.51%) JIRA
4 102 (2.01%) Selenium
5 65 (1.28%) Maven
6 57 (1.12%) Visual Studio
7 51 (1.01%) Artifactory
8 48 (0.95%) Axure RP
9 44 (0.87%) Team Foundation Server
10 42 (0.83%) Cucumber
10 42 (0.83%) Subversion
11 39 (0.77%) Ant
12 34 (0.67%) TeamCity
13 33 (0.65%) webpack
14 31 (0.61%) Gradle
14 31 (0.61%) Visual Studio Team System
15 27 (0.53%) SpecFlow
16 24 (0.47%) Octopus Deploy
17 22 (0.43%) Bitbucket
17 22 (0.43%) Mocha
General
1 1,392 (27.43%) Finance
2 702 (13.84%) Marketing
3 410 (8.08%) Banking
4 384 (7.57%) Retail
5 107 (2.11%) Law
6 105 (2.07%) Games
7 102 (2.01%) Advertising
7 102 (2.01%) Front Office
8 97 (1.91%) Investment Banking
9 81 (1.60%) Telecoms
10 78 (1.54%) Legal
11 59 (1.16%) Manufacturing
12 57 (1.12%) Financial Institution
13 41 (0.81%) Publishing
14 25 (0.49%) Automotive
15 20 (0.39%) Brand Awareness
16 19 (0.37%) Pharmaceutical
17 18 (0.35%) Retail Banking
18 16 (0.32%) Local Government
19 15 (0.30%) Spanish Language
Job Titles
1 1,114 (21.96%) Developer
2 752 (14.82%) Analyst
3 442 (8.71%) Architect
4 359 (7.08%) Data Engineer
5 298 (5.87%) Consultant
6 262 (5.16%) Data Architect
7 257 (5.07%) Data Scientist
8 233 (4.59%) Data Analyst
9 219 (4.32%) Business Intelligence Developer
10 202 (3.98%) Senior Developer
11 184 (3.63%) Java Developer
12 146 (2.88%) SQL Developer
13 145 (2.86%) Senior Analyst
14 144 (2.84%) Business Analyst
15 133 (2.62%) Big Data Engineer
16 118 (2.33%) Business Intelligence Analyst
17 115 (2.27%) Solutions Architect
18 111 (2.19%) Designer
18 111 (2.19%) Python Developer
19 103 (2.03%) Lead Developer
Libraries, Frameworks & Software Standards
1 444 (8.75%) HTML
2 371 (7.31%) Kafka
3 347 (6.84%) CSS
4 284 (5.60%) .NET
5 231 (4.55%) AngularJS
6 211 (4.16%) Web Services
7 159 (3.13%) React
8 156 (3.07%) REST
9 129 (2.54%) Natural Language Processing
10 127 (2.50%) JSON
11 120 (2.36%) MDX
12 110 (2.17%) HTML5
13 96 (1.89%) Node.js
14 92 (1.81%) jQuery
15 83 (1.64%) ASP.NET
15 83 (1.64%) XML
16 70 (1.38%) ASP.NET Web API
17 65 (1.28%) Redux
18 63 (1.24%) TensorFlow
19 62 (1.22%) Spring
Miscellaneous
1 852 (16.79%) Analytical Skills
2 468 (9.22%) User Experience
3 331 (6.52%) Fintech
4 255 (5.03%) Algorithms
5 221 (4.36%) Data Structures
6 150 (2.96%) Management Information System
7 136 (2.68%) Greenfield Project
8 128 (2.52%) Self-Motivation
8 128 (2.52%) Social Media
9 118 (2.33%) Mobile App
10 112 (2.21%) Virtual Team
11 87 (1.71%) Hedge funds
12 85 (1.68%) Robotics
13 83 (1.64%) Enterprise Software
14 59 (1.16%) Equities
15 58 (1.14%) Public Cloud
16 52 (1.02%) Fixed Income
17 47 (0.93%) Foreign Exchange (FX)
18 42 (0.83%) Derivative
19 40 (0.79%) Data Centre
Operating Systems
1 438 (8.63%) Linux
2 180 (3.55%) Windows
3 147 (2.90%) Unix
4 84 (1.66%) Windows Server
5 76 (1.50%) Apple iOS
6 73 (1.44%) Android
7 27 (0.53%) Red Hat Enterprise Linux
8 26 (0.51%) Windows 7
9 22 (0.43%) Windows 10
10 19 (0.37%) CentOS
11 14 (0.28%) Windows Server 2012
12 13 (0.26%) Ubuntu
13 12 (0.24%) Mac OS
14 10 (0.20%) Windows Server 2008
15 9 (0.18%) VMS
15 9 (0.18%) Windows 8
16 7 (0.14%) Mac OS X
17 6 (0.12%) Debian
18 5 (0.099%) Fedora
19 4 (0.079%) FreeBSD
Processes & Methodologies
1 1,527 (30.09%) Agile Software Development
2 1,295 (25.52%) Data Analytics
3 1,276 (25.15%) Business Intelligence
4 938 (18.49%) Data Science
5 883 (17.40%) Machine Learning
6 694 (13.68%) Visualisation
7 665 (13.11%) ETL
8 592 (11.67%) Artificial Intelligence
9 562 (11.08%) DevOps
10 555 (10.94%) Problem-Solving
11 531 (10.47%) Data Modelling
12 481 (9.48%) Scrum
13 471 (9.28%) Software Engineering
14 410 (8.08%) Computer Science
15 385 (7.59%) Data Visualisation
16 363 (7.15%) Decision-Making
16 363 (7.15%) Project Management
17 326 (6.42%) Data Analysis
18 324 (6.39%) Data Management
19 317 (6.25%) Stakeholder Management
Programming Languages
1 1,842 (36.30%) SQL
2 1,501 (29.58%) Python
3 939 (18.51%) Java
4 532 (10.48%) R
5 483 (9.52%) JavaScript
6 402 (7.92%) Scala
7 376 (7.41%) C#
8 206 (4.06%) T-SQL
9 199 (3.92%) C++
10 115 (2.27%) PHP
11 105 (2.07%) VBA
12 102 (2.01%) C
13 96 (1.89%) PL/SQL
14 94 (1.85%) Bash Shell
15 90 (1.77%) Data Analysis Expressions (DAX)
16 62 (1.22%) TypeScript
17 58 (1.14%) PowerShell
18 53 (1.04%) ES6
18 53 (1.04%) MATLAB
18 53 (1.04%) Shell Script
Qualifications
1 815 (16.06%) Degree
2 150 (2.96%) Computer Science Degree
3 135 (2.66%) PhD
4 107 (2.11%) Security Cleared
5 57 (1.12%) Master's Degree
6 47 (0.93%) CISSP
7 41 (0.81%) Microsoft Certification
7 41 (0.81%) Numerate Degree
8 36 (0.71%) Cisco Certification
9 35 (0.69%) SC Cleared
10 34 (0.67%) DV Cleared
11 32 (0.63%) CISA
12 31 (0.61%) PMI Certification
13 29 (0.57%) MBA
14 20 (0.39%) AWS Certification
14 20 (0.39%) PMP
15 19 (0.37%) CCNP
16 18 (0.35%) MCSA
17 17 (0.34%) CCIE
17 17 (0.34%) CISM
Quality Assurance & Compliance
1 270 (5.32%) Data Quality
2 212 (4.18%) QA
3 87 (1.71%) GDPR
4 27 (0.53%) PMO
5 25 (0.49%) WAI
6 23 (0.45%) ISO/IEC 27001
7 22 (0.43%) Solvency II
8 18 (0.35%) Actionable Recommendations
9 17 (0.34%) SLA
10 14 (0.28%) IFRS
11 12 (0.24%) PCI DSS
11 12 (0.24%) Sarbanes-Oxley
12 9 (0.18%) Dodd-Frank
13 8 (0.16%) FATCA
13 8 (0.16%) MiFID
14 3 (0.059%) Cyber Essentials
14 3 (0.059%) ISO 20022
14 3 (0.059%) NIST 800
14 3 (0.059%) WCAG
15 2 (0.039%) PSD2
System Software
1 279 (5.50%) Docker
2 93 (1.83%) Active Directory
3 64 (1.26%) Apache Flume
4 48 (0.95%) HDFS
5 39 (0.77%) Apache ZooKeeper
6 21 (0.41%) VMware Infrastructure
7 19 (0.37%) Varnish
8 14 (0.28%) Hyper-V
9 13 (0.26%) BitLocker
10 11 (0.22%) Virtual Machines
11 9 (0.18%) XenApp
12 6 (0.12%) XenDesktop
13 5 (0.099%) VirtualBox
14 4 (0.079%) KVM
14 4 (0.079%) NFS
14 4 (0.079%) VMware ESXi
14 4 (0.079%) VMware Workstation
15 3 (0.059%) pfSense
15 3 (0.059%) Samba
16 2 (0.039%) Firmware
Systems Management
1 154 (3.04%) Kubernetes
2 150 (2.96%) Ansible
3 147 (2.90%) Terraform
4 105 (2.07%) Oozie
5 93 (1.83%) Puppet
6 72 (1.42%) Hadoop YARN
7 70 (1.38%) Opscode Chef
8 29 (0.57%) Kibana
9 25 (0.49%) SCCM
10 23 (0.45%) Ambari
11 15 (0.30%) Microsoft Intune
11 15 (0.30%) Nagios
12 11 (0.22%) ZABBIX
13 10 (0.20%) Docker Swarm
14 9 (0.18%) Jamf Pro
14 9 (0.18%) logstash
15 6 (0.12%) Grafana
15 6 (0.12%) HP Quality Center
16 5 (0.099%) Single Sign-On
16 5 (0.099%) WSUS
Vendors
1 702 (13.84%) Microsoft
2 667 (13.15%) Tableau
3 588 (11.59%) Google
4 336 (6.62%) Oracle
5 253 (4.99%) Adobe
6 227 (4.47%) SAP
7 170 (3.35%) Cloudera
8 163 (3.21%) Salesforce.com
9 155 (3.05%) Databricks
10 115 (2.27%) IBM
11 109 (2.15%) Informatica
12 105 (2.07%) Hortonworks
13 76 (1.50%) Talend
14 70 (1.38%) Alteryx
15 59 (1.16%) Cognizant
16 57 (1.12%) VMware
17 45 (0.89%) Splunk
18 42 (0.83%) Red Hat
19 41 (0.81%) MapR
20 38 (0.75%) ServiceNow