Period
to 21 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Central 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 September 2018 with a comparison to the same period in the previous 2 years.

Analytics
London > Central London
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 39 48 36
Rank change year-on-year +9 -12 -8
Permanent jobs citing Analytics 851 653 942
As % of all permanent IT jobs advertised in Central London 6.02% 5.25% 6.03%
As % of the Processes & Methodologies category 6.55% 5.74% 6.59%
Number of salaries quoted 715 552 857
Central London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +9.09%
10th Percentile £36,250 £36,250 £36,250
90th Percentile £97,500 £96,250 £96,250
London median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +4.35%

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 Central London with a requirement for process or methodology skills.

All Process and Methodology Skills
Central London
Permanent vacancies with a requirement for process or methodology skills 12,991 11,376 14,295
As % of all permanent IT jobs advertised in Central London 91.87% 91.53% 91.56%
Number of salaries quoted 11,575 10,267 12,977
Central London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £36,250 £35,000 £33,750
90th Percentile £92,500 £91,250 £86,250
London median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% +4.55%

Analytics
Job Vacancy Trend in Central London

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

Job vacancy trend for Analytics in Central London

Analytics
Salary Trend in Central London

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

Salary trend for Analytics in Central London

Analytics
Salary Histogram in Central London

The salary distribution of IT jobs citing Analytics in Central London over the 6 months to 21 September 2018.

Salary histogram for Analytics in Central London

Analytics
Job Locations in Central London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the Central London region over the 6 months to 21 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
City of London +2 655 £67,500 +12.50% 150
West End of London -11 29 £40,000 -30.43% 32
Camden +21 19 £40,000 -
City of Westminster +19 16 £55,000 -
Southwark -15 5 £70,000 +47.37%
Analytics
London

For the 6 months to 21 September 2018, 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 Central London region with a requirement for Analytics.

1 351 (41.25%) SQL
2 301 (35.37%) Finance
3 209 (24.56%) Python
4 196 (23.03%) Agile Software Development
5 193 (22.68%) Data Analytics
6 190 (22.33%) Business Intelligence
7 176 (20.68%) Big Data
8 170 (19.98%) Machine Learning
9 161 (18.92%) SQL Server
10 159 (18.68%) Data Science
11 141 (16.57%) Degree
12 140 (16.45%) Analytical Skills
13 127 (14.92%) Data Warehouse
14 123 (14.45%) Java
15 119 (13.98%) C#
16 114 (13.40%) Microsoft
17 113 (13.28%) Microsoft Azure
18 111 (13.04%) Mathematics
19 106 (12.46%) JavaScript
20 104 (12.22%) ETL
21 100 (11.75%) Marketing
22 99 (11.63%) Tableau
23 93 (10.93%) Banking
24 91 (10.69%) Visualisation
25 88 (10.34%) Hadoop
26 87 (10.22%) Google
27 85 (9.99%) Power BI
28 82 (9.64%) SQL Server Integration Services
28 82 (9.64%) Computer Science
28 82 (9.64%) R

Analytics
Co-occurring IT Skills in Central 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 78 (9.17%) Apache Spark
2 34 (4.00%) SAS
3 24 (2.82%) Elasticsearch
4 12 (1.41%) Confluence
5 10 (1.18%) Apache
6 9 (1.06%) Apache Pig
7 7 (0.82%) WordPress
8 5 (0.59%) Apache Solr
8 5 (0.59%) CMS
8 5 (0.59%) Drupal
8 5 (0.59%) OpenStack
8 5 (0.59%) SharePoint
9 3 (0.35%) Tomcat
10 2 (0.24%) IBM Notes
10 2 (0.24%) Jetty
10 2 (0.24%) Jupyter
10 2 (0.24%) MS Exchange
10 2 (0.24%) nginx
10 2 (0.24%) Oracle SOA Suite
11 1 (0.12%) Kentico
Applications
1 40 (4.70%) Microsoft Excel
2 26 (3.06%) Microsoft Office
3 12 (1.41%) Photoshop
3 12 (1.41%) SPSS
4 7 (0.82%) InVision
5 6 (0.71%) Spreadsheet
6 5 (0.59%) Adobe Illustrator
6 5 (0.59%) Microsoft PowerPoint
7 4 (0.47%) MS Visio
8 3 (0.35%) Adobe Creative Suite
9 2 (0.24%) Microsoft Project
9 2 (0.24%) Stata
10 1 (0.12%) Chatbot
10 1 (0.12%) GNU Octave
10 1 (0.12%) UXPin
Business Applications
1 3 (0.35%) Dynamics CRM
2 2 (0.24%) Abakus
2 2 (0.24%) Magento
3 1 (0.12%) Cognos Business Intelligence
3 1 (0.12%) Eloqua
3 1 (0.12%) Oracle EBS R12
3 1 (0.12%) Oracle Procure-to-Pay
3 1 (0.12%) Oracle Retail
3 1 (0.12%) Primavera
3 1 (0.12%) SAP BPC
3 1 (0.12%) SAP GRC
3 1 (0.12%) Unit4 Business World
3 1 (0.12%) WebTrends
Cloud Services
1 113 (13.28%) Microsoft Azure
2 74 (8.70%) Amazon AWS
2 74 (8.70%) Google Analytics
3 37 (4.35%) Azure Data Factory
4 24 (2.82%) SaaS
5 21 (2.47%) Adobe Analytics
5 21 (2.47%) PaaS
6 17 (2.00%) Cloud Computing
6 17 (2.00%) Serverless
7 15 (1.76%) Azure Machine Learning
8 14 (1.65%) Google Cloud Platform
9 13 (1.53%) Amazon EC2
9 13 (1.53%) Data Lake Analytics
10 11 (1.29%) AdWords
11 10 (1.18%) Amazon S3
12 9 (1.06%) Cortana Intelligence Suite
13 8 (0.94%) AWS Lambda
13 8 (0.94%) IaaS
14 7 (0.82%) Amazon EMR
14 7 (0.82%) Office 365
Communications & Networking
1 37 (4.35%) Internet
2 29 (3.41%) TCP/IP
3 17 (2.00%) Firewall
4 7 (0.82%) Network Security
4 7 (0.82%) WAN
5 6 (0.71%) SAN
6 5 (0.59%) Cisco ASA
6 5 (0.59%) IPsec
7 4 (0.47%) BGP
7 4 (0.47%) Cisco Firepower
7 4 (0.47%) GLBP
7 4 (0.47%) HSRP
7 4 (0.47%) HTTP
7 4 (0.47%) SSL
7 4 (0.47%) VoIP
7 4 (0.47%) VRRP
7 4 (0.47%) VXLAN
8 3 (0.35%) Cisco ISE
8 3 (0.35%) DSL
9 2 (0.24%) LAN
Database & Business Intelligence
1 176 (20.68%) Big Data
2 161 (18.92%) SQL Server
3 127 (14.92%) Data Warehouse
4 88 (10.34%) Hadoop
5 85 (9.99%) Power BI
6 82 (9.64%) SQL Server Integration Services
7 75 (8.81%) SQL Server Reporting Services
8 74 (8.70%) Data Lake
9 68 (7.99%) NoSQL
10 56 (6.58%) SQL Server Analysis Services
11 32 (3.76%) Apache Hive
12 31 (3.64%) Azure SQL Database
13 29 (3.41%) Data Mining
14 27 (3.17%) QlikView
15 25 (2.94%) BusinessObjects
15 25 (2.94%) Relational Database
16 21 (2.47%) PostgreSQL
16 21 (2.47%) SQL Server 2016
17 18 (2.12%) Cosmos DB
17 18 (2.12%) MongoDB
Development Applications
1 45 (5.29%) Git (software)
2 35 (4.11%) JIRA
3 32 (3.76%) Visual Studio
4 30 (3.53%) Jenkins
5 22 (2.59%) Maven
6 21 (2.47%) Selenium
7 17 (2.00%) Team Foundation Server
8 15 (1.76%) Subversion
9 14 (1.65%) NUnit
9 14 (1.65%) SQL Server Management Studio (SSMS)
10 13 (1.53%) TeamCity
11 11 (1.29%) HP UFT
12 9 (1.06%) Visual Studio Team System
13 8 (0.94%) Bitbucket
13 8 (0.94%) Octopus Deploy
14 6 (0.71%) Atlassian Bamboo
15 5 (0.59%) RStudio
15 5 (0.59%) SpecFlow
15 5 (0.59%) WebDriver
16 4 (0.47%) Robot Framework
General
1 301 (35.37%) Finance
2 100 (11.75%) Marketing
3 93 (10.93%) Banking
4 38 (4.47%) Retail
5 35 (4.11%) Front Office
5 35 (4.11%) Games
6 33 (3.88%) Advertising
7 22 (2.59%) Law
8 19 (2.23%) Investment Banking
9 14 (1.65%) Publishing
9 14 (1.65%) Telecoms
10 10 (1.18%) Back Office
10 10 (1.18%) Legal
11 8 (0.94%) Pharmaceutical
12 5 (0.59%) International Banking
12 5 (0.59%) Retail Banking
13 4 (0.47%) French Language
14 3 (0.35%) Automotive
14 3 (0.35%) Corporate Banking
15 2 (0.24%) Spanish Language
Job Titles
1 223 (26.20%) Developer
2 144 (16.92%) Analyst
3 76 (8.93%) Architect
4 71 (8.34%) Consultant
5 60 (7.05%) Data Scientist
6 54 (6.35%) Data Engineer
7 53 (6.23%) Senior Developer
8 43 (5.05%) C# Developer
9 34 (4.00%) Java Developer
10 33 (3.88%) Security Analyst
11 32 (3.76%) Pricing Developer
12 30 (3.53%) Data Architect
13 27 (3.17%) Business Intelligence Developer
13 27 (3.17%) Cybersecurity Analyst
14 26 (3.06%) Data Analyst
15 25 (2.94%) Business Analyst
16 24 (2.82%) Analytics Manager
16 24 (2.82%) Big Data Developer
16 24 (2.82%) SQL Developer
17 23 (2.70%) Data Consultant
Libraries, Frameworks & Software Standards
1 78 (9.17%) HTML
2 69 (8.11%) .NET
3 64 (7.52%) CSS
4 49 (5.76%) REST
5 43 (5.05%) React
6 37 (4.35%) Web Services
7 29 (3.41%) Natural Language Processing
7 29 (3.41%) XML
8 26 (3.06%) Kafka
9 25 (2.94%) AngularJS
10 24 (2.82%) HTML5
10 24 (2.82%) Node.js
10 24 (2.82%) Spring
11 23 (2.70%) jQuery
12 22 (2.59%) WPF
13 19 (2.23%) Entity Framework
13 19 (2.23%) JSON
14 18 (2.12%) Hibernate
15 16 (1.88%) FIX Protocol
16 14 (1.65%) RESTful
Miscellaneous
1 140 (16.45%) Analytical Skills
2 82 (9.64%) Computer Science
3 72 (8.46%) Fintech
4 54 (6.35%) User Experience
5 52 (6.11%) Greenfield Project
6 46 (5.41%) Algorithms
7 33 (3.88%) Data Structures
8 32 (3.76%) Management Information System
9 29 (3.41%) Self-Motivation
10 24 (2.82%) Derivative
11 22 (2.59%) Market Risk
12 19 (2.23%) Social Media
13 13 (1.53%) Equities
14 12 (1.41%) Virtual Team
15 10 (1.18%) Credit Risk
15 10 (1.18%) Data Centre
15 10 (1.18%) FMCG
15 10 (1.18%) Foreign Exchange (FX)
16 9 (1.06%) Blog
17 8 (0.94%) Life Science
Operating Systems
1 65 (7.64%) Windows
2 62 (7.29%) Linux
3 27 (3.17%) Unix
4 13 (1.53%) Apple iOS
5 11 (1.29%) Android
6 10 (1.18%) Windows Server
7 9 (1.06%) Red Hat Enterprise Linux
8 7 (0.82%) Solaris
9 6 (0.71%) AIX
9 6 (0.71%) CentOS
9 6 (0.71%) HPUX
10 2 (0.24%) Windows 10
10 2 (0.24%) Windows Phone
11 1 (0.12%) Data ONTAP
11 1 (0.12%) Mac OS
11 1 (0.12%) Ubuntu
11 1 (0.12%) Windows 7
11 1 (0.12%) Windows 8
Processes & Methodologies
1 196 (23.03%) Agile Software Development
2 193 (22.68%) Data Analytics
3 190 (22.33%) Business Intelligence
4 170 (19.98%) Machine Learning
5 159 (18.68%) Data Science
6 111 (13.04%) Mathematics
7 104 (12.22%) ETL
8 91 (10.69%) Visualisation
9 80 (9.40%) Artificial Intelligence
10 78 (9.17%) Problem-Solving
11 69 (8.11%) DevOps
12 66 (7.76%) Scrum
13 64 (7.52%) Data Management
14 61 (7.17%) Data Modelling
15 59 (6.93%) TDD
16 56 (6.58%) Software Engineering
17 54 (6.35%) Data Analysis
17 54 (6.35%) Statistics
18 53 (6.23%) E-Commerce
19 52 (6.11%) SDLC
Programming Languages
1 351 (41.25%) SQL
2 209 (24.56%) Python
3 123 (14.45%) Java
4 119 (13.98%) C#
5 106 (12.46%) JavaScript
6 82 (9.64%) R
7 61 (7.17%) Scala
8 50 (5.88%) PowerShell
9 47 (5.52%) T-SQL
10 32 (3.76%) C++
11 25 (2.94%) Perl
12 20 (2.35%) Bash Shell
13 18 (2.12%) Java 8
14 17 (2.00%) Data Analysis Expressions (DAX)
15 16 (1.88%) PHP
16 14 (1.65%) MATLAB
16 14 (1.65%) VBA
17 11 (1.29%) ES6
17 11 (1.29%) VB
18 9 (1.06%) U-SQL
Qualifications
1 141 (16.57%) Degree
2 29 (3.41%) CISSP
3 27 (3.17%) PhD
4 24 (2.82%) Computer Science Degree
5 13 (1.53%) Master's Degree
6 12 (1.41%) Numerate Degree
7 9 (1.06%) Microsoft Certification
8 7 (0.82%) ISEB
8 7 (0.82%) MBA
9 6 (0.71%) ISTQB
9 6 (0.71%) MCSE
9 6 (0.71%) Security Cleared
10 5 (0.59%) CFA
11 4 (0.47%) Cisco Certification
12 3 (0.35%) AWS Certification
12 3 (0.35%) CCIE
12 3 (0.35%) CCNP
12 3 (0.35%) CEH
12 3 (0.35%) PMP
12 3 (0.35%) Postgraduate
Quality Assurance & Compliance
1 40 (4.70%) QA
2 39 (4.58%) Data Quality
3 8 (0.94%) GCP
3 8 (0.94%) GDPR
4 6 (0.71%) PMO
5 5 (0.59%) SLA
6 1 (0.12%) Actionable Recommendations
6 1 (0.12%) HIPAA
6 1 (0.12%) ISAE 3402
6 1 (0.12%) ISO/IEC 27001
6 1 (0.12%) Sarbanes-Oxley
System Software
1 44 (5.17%) Docker
2 12 (1.41%) Active Directory
3 9 (1.06%) Apache Flume
4 8 (0.94%) Virtual Machines
4 8 (0.94%) VMware Infrastructure
5 4 (0.47%) VirtualBox
6 3 (0.35%) HDFS
7 2 (0.24%) Apache ZooKeeper
8 1 (0.12%) Hyper-V
8 1 (0.12%) ProxySG
Systems Management
1 24 (2.82%) Ansible
2 21 (2.47%) Kubernetes
3 18 (2.12%) Kibana
4 16 (1.88%) Opscode Chef
5 12 (1.41%) Nagios
6 11 (1.29%) HP ALM
6 11 (1.29%) HP Quality Center
7 9 (1.06%) Puppet
8 6 (0.71%) logstash
9 5 (0.59%) Oozie
9 5 (0.59%) Terraform
10 4 (0.47%) Docker Swarm
10 4 (0.47%) FortiGate
10 4 (0.47%) Mesos
11 3 (0.35%) Packer
12 2 (0.24%) cPanel
12 2 (0.24%) Failover Clustering
12 2 (0.24%) Hadoop YARN
12 2 (0.24%) Rundeck
13 1 (0.12%) rkt
Vendors
1 114 (13.40%) Microsoft
2 99 (11.63%) Tableau
3 87 (10.22%) Google
4 49 (5.76%) Oracle
5 36 (4.23%) Salesforce.com
6 31 (3.64%) Adobe
7 27 (3.17%) SAP
8 15 (1.76%) Alteryx
9 13 (1.53%) ServiceNow
10 12 (1.41%) HP
10 12 (1.41%) Red Hat
11 10 (1.18%) Cisco
11 10 (1.18%) Informatica
12 9 (1.06%) Facebook
13 8 (0.94%) VMware
14 7 (0.82%) Cloudera
14 7 (0.82%) Juniper
14 7 (0.82%) MicroStrategy
14 7 (0.82%) Qualys
14 7 (0.82%) Sybase