Period
to 21 July 2018

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

Analytics
Central London > City of London
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 38 42 42
Rank change year-on-year +4 0 -10
Permanent jobs citing Analytics 683 564 745
As % of all permanent IT jobs advertised in the City of London 6.12% 5.45% 5.50%
As % of the Processes & Methodologies category 6.65% 6.02% 6.01%
Number of salaries quoted 565 483 680
City of London median annual salary £67,500 £60,000 £60,000
Median salary % change year-on-year +12.50% - +9.09%
10th Percentile £39,750 £36,350 £36,250
90th Percentile £95,000 £96,250 £97,625
Central London median annual salary £65,000 £60,000 £60,000
% change year-on-year +8.33% - +9.09%

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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 10,275 9,361 12,387
As % of all permanent IT jobs advertised in the City of London 92.13% 90.50% 91.47%
Number of salaries quoted 9,150 8,419 11,206
City of London median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +4.55%
10th Percentile £37,000 £35,500 £35,000
90th Percentile £93,750 £92,500 £87,500
Central 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 the City of London

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

Job vacancy trend for Analytics in the City of London

Analytics
Salary Trend in the City of London

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

Salary trend for Analytics in the City of London

Analytics
Salary Histogram in the City of London

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

Salary histogram for Analytics in the City of London

Analytics
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the City of London region over the 6 months to 21 July 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
London Bridge -1 3 £71,250 +50.00%
Analytics
Central London

For the 6 months to 21 July 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 City of London region with a requirement for Analytics.

1 314 (45.97%) SQL
2 266 (38.95%) Finance
3 186 (27.23%) Agile Software Development
4 182 (26.65%) Business Intelligence
5 172 (25.18%) Data Analytics
6 167 (24.45%) Python
7 165 (24.16%) SQL Server
8 164 (24.01%) Big Data
9 137 (20.06%) Machine Learning
10 129 (18.89%) Java
11 119 (17.42%) C#
12 112 (16.40%) Degree
12 112 (16.40%) Data Science
13 111 (16.25%) Data Warehouse
13 111 (16.25%) Microsoft Azure
14 106 (15.52%) Power BI
15 99 (14.49%) Analytical Skills
16 95 (13.91%) ETL
17 94 (13.76%) Microsoft
17 94 (13.76%) Mathematics
17 94 (13.76%) SQL Server Integration Services
18 92 (13.47%) SQL Server Reporting Services
18 92 (13.47%) Apache Spark
19 89 (13.03%) Hadoop
19 89 (13.03%) Tableau
20 86 (12.59%) .NET
21 83 (12.15%) Banking
22 80 (11.71%) Data Lake
23 76 (11.13%) SQL Server Analysis Services
23 76 (11.13%) NoSQL

Analytics
Co-occurring IT Skills in the City of 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 92 (13.47%) Apache Spark
2 27 (3.95%) SAS
3 25 (3.66%) Elasticsearch
4 10 (1.46%) Apache
5 7 (1.02%) Apache Pig
5 7 (1.02%) Confluence
6 5 (0.73%) Apache Solr
7 4 (0.59%) SharePoint
7 4 (0.59%) WordPress
8 3 (0.44%) Drupal
9 2 (0.29%) Adobe Experience Manager
9 2 (0.29%) CMS
9 2 (0.29%) Jetty
9 2 (0.29%) Oracle SOA Suite
9 2 (0.29%) Tomcat
10 1 (0.15%) Alfresco
10 1 (0.15%) IBM Notes
10 1 (0.15%) Moodle
10 1 (0.15%) MS Exchange
10 1 (0.15%) nginx
Applications
1 34 (4.98%) Microsoft Excel
2 21 (3.07%) Microsoft Office
3 19 (2.78%) Spreadsheet
4 14 (2.05%) SPSS
5 4 (0.59%) Photoshop
6 3 (0.44%) Adobe Illustrator
6 3 (0.44%) Stata
7 2 (0.29%) Microsoft Project
8 1 (0.15%) Chatbot
8 1 (0.15%) GNU Octave
8 1 (0.15%) InVision
8 1 (0.15%) Microsoft PowerPoint
8 1 (0.15%) MS Visio
8 1 (0.15%) UXPin
Business Applications
1 2 (0.29%) Primavera
2 1 (0.15%) Adobe Campaign
2 1 (0.15%) Eloqua
2 1 (0.15%) Oracle EBS R12
2 1 (0.15%) Oracle Procure-to-Pay
2 1 (0.15%) Oracle Retail
2 1 (0.15%) SAP BPC
2 1 (0.15%) SAP GRC
2 1 (0.15%) Unit4 Business World
Cloud Services
1 111 (16.25%) Microsoft Azure
2 68 (9.96%) Amazon AWS
3 30 (4.39%) Google Analytics
4 29 (4.25%) PaaS
5 25 (3.66%) Azure Data Factory
6 17 (2.49%) SaaS
7 15 (2.20%) Adobe Analytics
8 14 (2.05%) Azure Machine Learning
9 11 (1.61%) Cloud Computing
10 9 (1.32%) Data Lake Analytics
11 8 (1.17%) Google Cloud Platform
12 7 (1.02%) Serverless
13 6 (0.88%) Amazon EMR
13 6 (0.88%) AWS Lambda
13 6 (0.88%) GitHub
14 5 (0.73%) Amazon EC2
14 5 (0.73%) Amazon S3
14 5 (0.73%) Datadog
15 4 (0.59%) Amazon CloudWatch
15 4 (0.59%) AWS CloudFormation
Communications & Networking
1 20 (2.93%) TCP/IP
2 19 (2.78%) Firewall
3 18 (2.64%) Internet
4 7 (1.02%) Network Security
5 5 (0.73%) HTTP
6 4 (0.59%) DNS
6 4 (0.59%) DSL
6 4 (0.59%) SMTP
6 4 (0.59%) VPN
7 2 (0.29%) SAN
8 1 (0.15%) 802.11
8 1 (0.15%) BGP
8 1 (0.15%) Broadband
8 1 (0.15%) Cisco ASA
8 1 (0.15%) HSRP
8 1 (0.15%) IPsec
8 1 (0.15%) LAN
8 1 (0.15%) OSPF
8 1 (0.15%) VoIP
8 1 (0.15%) WAN
Database & Business Intelligence
1 165 (24.16%) SQL Server
2 164 (24.01%) Big Data
3 111 (16.25%) Data Warehouse
4 106 (15.52%) Power BI
5 94 (13.76%) SQL Server Integration Services
6 92 (13.47%) SQL Server Reporting Services
7 89 (13.03%) Hadoop
8 80 (11.71%) Data Lake
9 76 (11.13%) NoSQL
9 76 (11.13%) SQL Server Analysis Services
10 32 (4.69%) Data Mining
11 31 (4.54%) Relational Database
12 30 (4.39%) Apache Hive
13 26 (3.81%) QlikView
14 24 (3.51%) Azure SQL Database
15 20 (2.93%) SQL Server 2016
16 18 (2.64%) Apache Cassandra
16 18 (2.64%) MySQL
16 18 (2.64%) OLAP
17 17 (2.49%) BusinessObjects
Development Applications
1 38 (5.56%) Git (software)
2 30 (4.39%) JIRA
3 24 (3.51%) Jenkins
3 24 (3.51%) NUnit
4 20 (2.93%) Team Foundation Server
5 17 (2.49%) Maven
6 14 (2.05%) Visual Studio
7 13 (1.90%) Subversion
8 12 (1.76%) Selenium
9 11 (1.61%) RStudio
9 11 (1.61%) SQL Server Management Studio (SSMS)
10 8 (1.17%) Moq
10 8 (1.17%) MSTest
11 7 (1.02%) TeamCity
12 6 (0.88%) ER Studio
12 6 (0.88%) ERwin
13 5 (0.73%) SpecFlow
13 5 (0.73%) WebDriver
14 4 (0.59%) SoapUI
14 4 (0.59%) Visual Studio Team System
General
1 266 (38.95%) Finance
2 83 (12.15%) Banking
3 49 (7.17%) Marketing
4 37 (5.42%) Advertising
5 31 (4.54%) Front Office
6 23 (3.37%) Retail
7 20 (2.93%) Games
8 18 (2.64%) Law
8 18 (2.64%) Publishing
9 16 (2.34%) Financial Institution
10 14 (2.05%) Investment Banking
11 9 (1.32%) Legal
12 8 (1.17%) Telecoms
13 5 (0.73%) Pharmaceutical
14 4 (0.59%) Back Office
14 4 (0.59%) International Banking
15 2 (0.29%) Military
15 2 (0.29%) Retail Banking
16 1 (0.15%) Aerospace
16 1 (0.15%) French Language
Job Titles
1 188 (27.53%) Developer
2 92 (13.47%) Analyst
3 59 (8.64%) Architect
4 51 (7.47%) Consultant
4 51 (7.47%) Data Scientist
5 48 (7.03%) Senior Developer
6 45 (6.59%) Data Engineer
7 44 (6.44%) C# Developer
8 29 (4.25%) Big Data Developer
9 28 (4.10%) Business Intelligence Developer
9 28 (4.10%) Java Developer
10 26 (3.81%) Data Consultant
10 26 (3.81%) Software Engineer
11 25 (3.66%) Data Architect
12 24 (3.51%) Pricing Developer
13 23 (3.37%) Security Analyst
14 22 (3.22%) Big Data Engineer
14 22 (3.22%) Scala Developer
14 22 (3.22%) Solutions Architect
15 21 (3.07%) Senior Manager
Libraries, Frameworks & Software Standards
1 86 (12.59%) .NET
2 61 (8.93%) REST
3 52 (7.61%) HTML
4 42 (6.15%) CSS
5 38 (5.56%) Web Services
6 32 (4.69%) Kafka
7 27 (3.95%) Natural Language Processing
8 24 (3.51%) ASP.NET
9 23 (3.37%) React
9 23 (3.37%) RESTful
9 23 (3.37%) XML
10 21 (3.07%) Spring
11 20 (2.93%) AngularJS
11 20 (2.93%) jQuery
11 20 (2.93%) WPF
12 18 (2.64%) JSON
13 17 (2.49%) SOAP
14 15 (2.20%) Entity Framework
14 15 (2.20%) Hibernate
15 12 (1.76%) Node.js
Miscellaneous
1 99 (14.49%) Analytical Skills
2 61 (8.93%) Fintech
3 54 (7.91%) Computer Science
4 37 (5.42%) Algorithms
5 36 (5.27%) Greenfield Project
6 34 (4.98%) Data Structures
7 27 (3.95%) Management Information System
7 27 (3.95%) User Experience
8 26 (3.81%) Market Risk
9 20 (2.93%) Derivative
9 20 (2.93%) Self-Motivation
10 17 (2.49%) Enterprise Software
11 12 (1.76%) Virtual Team
12 11 (1.61%) Equities
12 11 (1.61%) Linux Command Line
13 8 (1.17%) Credit Risk
13 8 (1.17%) Foreign Exchange (FX)
14 6 (0.88%) Blog
14 6 (0.88%) Fixed Income
14 6 (0.88%) Life Science
Operating Systems
1 53 (7.76%) Windows
2 44 (6.44%) Linux
3 29 (4.25%) Unix
4 8 (1.17%) Red Hat Enterprise Linux
5 7 (1.02%) Solaris
6 6 (0.88%) AIX
6 6 (0.88%) HPUX
7 5 (0.73%) CentOS
8 4 (0.59%) Windows Server
9 1 (0.15%) Android
9 1 (0.15%) Apple iOS
9 1 (0.15%) Mac OS
9 1 (0.15%) Ubuntu
9 1 (0.15%) Windows 10
Processes & Methodologies
1 186 (27.23%) Agile Software Development
2 182 (26.65%) Business Intelligence
3 172 (25.18%) Data Analytics
4 137 (20.06%) Machine Learning
5 112 (16.40%) Data Science
6 95 (13.91%) ETL
7 94 (13.76%) Mathematics
8 72 (10.54%) Visualisation
9 70 (10.25%) Data Modelling
10 68 (9.96%) Statistics
11 67 (9.81%) Data Management
12 66 (9.66%) Data Analysis
12 66 (9.66%) DevOps
13 64 (9.37%) Software Engineering
13 64 (9.37%) TDD
14 60 (8.78%) Artificial Intelligence
15 54 (7.91%) Problem-Solving
16 47 (6.88%) Scrum
17 43 (6.30%) Predictive Analytics
17 43 (6.30%) SDLC
Programming Languages
1 314 (45.97%) SQL
2 167 (24.45%) Python
3 129 (18.89%) Java
4 119 (17.42%) C#
5 75 (10.98%) R
6 68 (9.96%) JavaScript
7 63 (9.22%) Scala
8 46 (6.73%) T-SQL
9 33 (4.83%) C++
10 28 (4.10%) PowerShell
11 23 (3.37%) VBA
12 21 (3.07%) Data Analysis Expressions (DAX)
12 21 (3.07%) Java 8
13 20 (2.93%) VB
14 14 (2.05%) Perl
15 13 (1.90%) Bash Shell
16 12 (1.76%) MATLAB
17 10 (1.46%) PHP
18 9 (1.32%) PL/SQL
18 9 (1.32%) Ruby
Qualifications
1 112 (16.40%) Degree
2 21 (3.07%) CISSP
3 20 (2.93%) PhD
4 12 (1.76%) Computer Science Degree
5 10 (1.46%) ISEB
6 9 (1.32%) Master's Degree
7 7 (1.02%) MBA
7 7 (1.02%) Security Cleared
8 6 (0.88%) ISTQB
9 4 (0.59%) Numerate Degree
9 4 (0.59%) PMP
10 3 (0.44%) AWS Certification
10 3 (0.44%) CEH
10 3 (0.44%) CISA
10 3 (0.44%) CISM
11 2 (0.29%) ACCA
11 2 (0.29%) CIMA
11 2 (0.29%) Cisco Certification
11 2 (0.29%) PMI Certification
11 2 (0.29%) SC Cleared
Quality Assurance & Compliance
1 48 (7.03%) Data Quality
2 38 (5.56%) QA
3 8 (1.17%) GDPR
4 3 (0.44%) GCP
5 2 (0.29%) Sarbanes-Oxley
5 2 (0.29%) SLA
5 2 (0.29%) Solvency II
6 1 (0.15%) COREP
6 1 (0.15%) EMIR
6 1 (0.15%) GAAP
6 1 (0.15%) IFRS
6 1 (0.15%) ISAE 3402
6 1 (0.15%) ISO/IEC 27001
6 1 (0.15%) MiFID
System Software
1 44 (6.44%) Docker
2 8 (1.17%) Apache Flume
3 4 (0.59%) HDFS
3 4 (0.59%) VirtualBox
4 3 (0.44%) Virtual Machines
5 2 (0.29%) Apache ZooKeeper
5 2 (0.29%) VMware Infrastructure
6 1 (0.15%) Active Directory
6 1 (0.15%) Hyper-V
6 1 (0.15%) ProxySG
Systems Management
1 22 (3.22%) Kubernetes
2 15 (2.20%) Ansible
3 11 (1.61%) Kibana
4 10 (1.46%) Nagios
4 10 (1.46%) Opscode Chef
5 9 (1.32%) Terraform
6 6 (0.88%) Puppet
7 5 (0.73%) Mesos
7 5 (0.73%) Salt
8 4 (0.59%) Consul
9 3 (0.44%) Oozie
10 2 (0.29%) cPanel
10 2 (0.29%) Hadoop YARN
10 2 (0.29%) Packer
11 1 (0.15%) CSIRT
11 1 (0.15%) Docker Swarm
11 1 (0.15%) HP ALM
11 1 (0.15%) HP Quality Center
11 1 (0.15%) logstash
11 1 (0.15%) rkt
Vendors
1 94 (13.76%) Microsoft
2 89 (13.03%) Tableau
3 56 (8.20%) Oracle
4 45 (6.59%) Google
5 17 (2.49%) Alteryx
5 17 (2.49%) Salesforce.com
6 14 (2.05%) Adobe
6 14 (2.05%) SAP
7 12 (1.76%) Hortonworks
8 11 (1.61%) Cloudera
8 11 (1.61%) MapR
8 11 (1.61%) ServiceNow
9 9 (1.32%) New Relic
9 9 (1.32%) Splunk
10 8 (1.17%) Informatica
10 8 (1.17%) Qualys
11 5 (0.73%) Capita
11 5 (0.73%) IBM
11 5 (0.73%) MicroStrategy
11 5 (0.73%) Sybase