Period
to 27 April 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 27 April 2018 with a comparison to the same period in the previous 2 years.

Analytics
Central London > City of London
6 months to
27 Apr 2018
Same period 2017 Same period 2016
Rank 39 37 35
Rank change year-on-year -2 -2 +8
Permanent jobs citing Analytics 675 587 823
As % of all permanent IT jobs advertised in the City of London 6.26% 5.74% 6.00%
As % of the Processes & Methodologies category 6.77% 6.32% 6.56%
Number of salaries quoted 581 527 760
City of London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £37,500 £37,500 £36,700
90th Percentile £95,000 £103,750 £97,625
Central London median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - +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 9,973 9,282 12,540
As % of all permanent IT jobs advertised in the City of London 92.42% 90.74% 91.39%
Number of salaries quoted 8,803 8,412 11,250
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £36,550 £36,250 £35,000
90th Percentile £95,000 £92,500 £88,750
Central London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +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 27 April 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 27 April 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 +10 4 £66,250 +39.47%
Moorgate +6 1 £40,000 -
Analytics
Central London

For the 6 months to 27 April 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.

1 282 (41.78%) SQL
2 248 (36.74%) Finance
3 203 (30.07%) Agile Software Development
4 199 (29.48%) Business Intelligence
5 160 (23.70%) SQL Server
6 158 (23.41%) Big Data
7 150 (22.22%) Data Analytics
8 139 (20.59%) Microsoft Azure
9 135 (20.00%) Microsoft
10 134 (19.85%) Python
11 128 (18.96%) C#
12 121 (17.93%) Java
13 114 (16.89%) Power BI
14 108 (16.00%) Analytical Skills
14 108 (16.00%) JavaScript
15 105 (15.56%) Degree
16 104 (15.41%) SQL Server Reporting Services
17 102 (15.11%) .NET
18 100 (14.81%) Machine Learning
19 99 (14.67%) Problem-Solving
20 97 (14.37%) Tableau
21 91 (13.48%) SQL Server Integration Services
21 91 (13.48%) Data Science
22 89 (13.19%) Hadoop
23 85 (12.59%) Amazon AWS
24 83 (12.30%) Apache Spark
24 83 (12.30%) Mathematics
25 78 (11.56%) ETL
26 77 (11.41%) R
27 76 (11.26%) Data Warehouse

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 83 (12.30%) Apache Spark
2 31 (4.59%) CMS
3 30 (4.44%) SAS
4 22 (3.26%) WordPress
5 19 (2.81%) Elasticsearch
6 17 (2.52%) BizTalk Server
6 17 (2.52%) SharePoint
7 9 (1.33%) Apache
8 4 (0.59%) Apache Pig
8 4 (0.59%) Apache Solr
8 4 (0.59%) Confluence
9 3 (0.44%) R Markdown
9 3 (0.44%) Sitecore CMS
10 2 (0.30%) Adobe Experience Manager
10 2 (0.30%) Luigi
10 2 (0.30%) Oracle SOA Suite
10 2 (0.30%) SharePoint 2013
11 1 (0.15%) Exchange Server 2013
11 1 (0.15%) nginx
11 1 (0.15%) OpenStack
Applications
1 42 (6.22%) Microsoft Excel
2 23 (3.41%) SPSS
3 21 (3.11%) Spreadsheet
4 16 (2.37%) Microsoft Office
5 6 (0.89%) Microsoft PowerPoint
6 5 (0.74%) Stata
7 4 (0.59%) Photoshop
8 2 (0.30%) Microsoft Project
9 1 (0.15%) Adobe Creative Suite
9 1 (0.15%) Adobe Illustrator
9 1 (0.15%) Adobe Premiere
9 1 (0.15%) Chatbot
9 1 (0.15%) HipChat
9 1 (0.15%) InDesign
9 1 (0.15%) InfoPath
Business Applications
1 10 (1.48%) Dynamics AX
2 7 (1.04%) Dynamics CRM
3 4 (0.59%) Elite 3E
4 2 (0.30%) Magento
4 2 (0.30%) Primavera
5 1 (0.15%) Adobe Campaign
5 1 (0.15%) Eloqua
5 1 (0.15%) NetSuite
5 1 (0.15%) Oracle EBS
5 1 (0.15%) Oracle EBS R12
5 1 (0.15%) Oracle SCM
5 1 (0.15%) Payment Gateway
5 1 (0.15%) SAP BPC
5 1 (0.15%) Summit
5 1 (0.15%) Unit4 Business World
5 1 (0.15%) WebTrends
Cloud Services
1 139 (20.59%) Microsoft Azure
2 85 (12.59%) Amazon AWS
3 37 (5.48%) Google Analytics
4 30 (4.44%) Azure Data Factory
5 29 (4.30%) PaaS
6 26 (3.85%) Serverless
7 19 (2.81%) AWS Lambda
7 19 (2.81%) SaaS
8 18 (2.67%) Cloud Computing
8 18 (2.67%) Cortana Intelligence Suite
9 15 (2.22%) Azure Machine Learning
10 14 (2.07%) IaaS
11 12 (1.78%) Office 365
12 11 (1.63%) Adobe Analytics
13 8 (1.19%) Amazon CloudWatch
13 8 (1.19%) Amazon EC2
14 7 (1.04%) Amazon S3
14 7 (1.04%) AWS CloudFormation
15 6 (0.89%) AdWords
16 5 (0.74%) Datadog
Communications & Networking
1 15 (2.22%) Firewall
1 15 (2.22%) TCP/IP
2 10 (1.48%) Network Security
3 8 (1.19%) HTTP
3 8 (1.19%) Internet
4 7 (1.04%) 802.11
4 7 (1.04%) BGP
4 7 (1.04%) HSRP
4 7 (1.04%) IPsec
4 7 (1.04%) OSPF
5 5 (0.74%) DNS
6 4 (0.59%) DSL
6 4 (0.59%) SMTP
6 4 (0.59%) VPN
7 2 (0.30%) SAN
8 1 (0.15%) Broadband
8 1 (0.15%) Intranet
8 1 (0.15%) LAN
8 1 (0.15%) SMS
8 1 (0.15%) VoIP
Database & Business Intelligence
1 160 (23.70%) SQL Server
2 158 (23.41%) Big Data
3 114 (16.89%) Power BI
4 104 (15.41%) SQL Server Reporting Services
5 91 (13.48%) SQL Server Integration Services
6 89 (13.19%) Hadoop
7 76 (11.26%) Data Warehouse
8 75 (11.11%) Data Lake
9 68 (10.07%) NoSQL
10 66 (9.78%) SQL Server Analysis Services
11 40 (5.93%) Data Mining
12 29 (4.30%) Apache Hive
13 28 (4.15%) Azure SQL Database
14 27 (4.00%) MySQL
15 25 (3.70%) MongoDB
16 24 (3.56%) Relational Database
17 22 (3.26%) Apache Cassandra
18 21 (3.11%) QlikView
19 18 (2.67%) OLAP
20 17 (2.52%) HBase
Development Applications
1 74 (10.96%) Git (software)
2 28 (4.15%) Visual Studio
3 18 (2.67%) Jenkins
4 16 (2.37%) RStudio
5 15 (2.22%) JIRA
5 15 (2.22%) NUnit
6 14 (2.07%) Visual Studio Team System
7 12 (1.78%) Team Foundation Server
8 10 (1.48%) Moq
8 10 (1.48%) MSTest
9 8 (1.19%) SQL Server Management Studio (SSMS)
10 7 (1.04%) git-flow
10 7 (1.04%) Selenium
10 7 (1.04%) Subversion
11 4 (0.59%) Artifactory
11 4 (0.59%) GoCD
11 4 (0.59%) Maven
11 4 (0.59%) Octopus Deploy
11 4 (0.59%) Sonatype Nexus
11 4 (0.59%) WebDriver
General
1 248 (36.74%) Finance
2 74 (10.96%) Banking
3 51 (7.56%) Marketing
4 38 (5.63%) Advertising
5 29 (4.30%) Financial Institution
6 28 (4.15%) Front Office
7 25 (3.70%) Publishing
8 24 (3.56%) Retail
9 21 (3.11%) Games
10 20 (2.96%) Legal
11 18 (2.67%) Law
12 17 (2.52%) Investment Banking
13 7 (1.04%) Telecoms
14 3 (0.44%) Billing
14 3 (0.44%) International Banking
14 3 (0.44%) Manufacturing
15 2 (0.30%) Military
15 2 (0.30%) Multimedia
15 2 (0.30%) Pharmaceutical
15 2 (0.30%) Retail Banking
Job Titles
1 190 (28.15%) Developer
2 97 (14.37%) Analyst
3 50 (7.41%) Consultant
4 41 (6.07%) Architect
5 38 (5.63%) Senior Developer
6 37 (5.48%) C# Developer
6 37 (5.48%) Data Scientist
7 36 (5.33%) Business Intelligence Developer
8 30 (4.44%) Analytics Manager
8 30 (4.44%) Data Engineer
8 30 (4.44%) Senior Manager
9 27 (4.00%) Big Data Developer
10 26 (3.85%) Data Analyst
10 26 (3.85%) Scala Developer
10 26 (3.85%) Software Engineer
11 24 (3.56%) Data Analytics Manager
11 24 (3.56%) Data Manager
12 23 (3.41%) SSIS Developer
12 23 (3.41%) SSRS Developer
13 19 (2.81%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 102 (15.11%) .NET
2 67 (9.93%) HTML
3 59 (8.74%) CSS
4 49 (7.26%) REST
5 47 (6.96%) ASP.NET
6 38 (5.63%) jQuery
7 32 (4.74%) AngularJS
8 30 (4.44%) ASP.NET Web API
9 28 (4.15%) RESTful
10 25 (3.70%) Web Services
11 24 (3.56%) Kafka
12 23 (3.41%) ASP.NET MVC
12 23 (3.41%) WPF
13 20 (2.96%) HTML5
14 18 (2.67%) .NET Framework
15 17 (2.52%) WCF
16 16 (2.37%) Natural Language Processing
16 16 (2.37%) XML
17 15 (2.22%) Entity Framework
17 15 (2.22%) React
Miscellaneous
1 108 (16.00%) Analytical Skills
2 63 (9.33%) Computer Science
3 58 (8.59%) Fintech
4 43 (6.37%) User Experience
5 38 (5.63%) Data Structures
6 37 (5.48%) Algorithms
7 34 (5.04%) Greenfield Project
8 29 (4.30%) Management Information System
9 27 (4.00%) Mobile App
10 21 (3.11%) Market Risk
11 16 (2.37%) Enterprise Software
11 16 (2.37%) Equities
12 15 (2.22%) Virtual Team
13 13 (1.93%) Credit Risk
13 13 (1.93%) Self-Motivation
14 10 (1.48%) Linux Command Line
15 9 (1.33%) Derivative
15 9 (1.33%) Reinsurance
15 9 (1.33%) Robotics
15 9 (1.33%) Social Media
Operating Systems
1 35 (5.19%) Linux
1 35 (5.19%) Windows
2 18 (2.67%) Unix
3 6 (0.89%) CentOS
4 5 (0.74%) Windows Server
5 4 (0.59%) AIX
5 4 (0.59%) HPUX
5 4 (0.59%) Red Hat Enterprise Linux
5 4 (0.59%) Solaris
6 3 (0.44%) Ubuntu
7 2 (0.30%) Windows 10
8 1 (0.15%) Android
8 1 (0.15%) Apple iOS
8 1 (0.15%) DC/OS
8 1 (0.15%) Windows Server 2008
8 1 (0.15%) Windows Server 2012
Processes & Methodologies
1 203 (30.07%) Agile Software Development
2 199 (29.48%) Business Intelligence
3 150 (22.22%) Data Analytics
4 100 (14.81%) Machine Learning
5 99 (14.67%) Problem-Solving
6 91 (13.48%) Data Science
7 83 (12.30%) Mathematics
8 78 (11.56%) ETL
9 75 (11.11%) Data Modelling
10 70 (10.37%) Data Analysis
11 68 (10.07%) TDD
12 65 (9.63%) Software Engineering
13 61 (9.04%) Visualisation
14 57 (8.44%) Data Management
15 56 (8.30%) Statistics
15 56 (8.30%) Test Automation
16 52 (7.70%) DevOps
17 50 (7.41%) Scrum
18 47 (6.96%) MVC
19 44 (6.52%) OO
Programming Languages
1 282 (41.78%) SQL
2 134 (19.85%) Python
3 128 (18.96%) C#
4 121 (17.93%) Java
5 108 (16.00%) JavaScript
6 77 (11.41%) R
7 52 (7.70%) Scala
8 49 (7.26%) T-SQL
9 27 (4.00%) VBA
10 26 (3.85%) Java 8
10 26 (3.85%) PHP
11 25 (3.70%) C++
12 19 (2.81%) VB
13 18 (2.67%) PHP 7
14 15 (2.22%) MATLAB
15 13 (1.93%) PowerShell
16 12 (1.78%) Data Analysis Expressions (DAX)
16 12 (1.78%) PL/SQL
17 9 (1.33%) Bash Shell
18 7 (1.04%) F#
Qualifications
1 105 (15.56%) Degree
2 19 (2.81%) PhD
3 17 (2.52%) Computer Science Degree
4 14 (2.07%) CISSP
5 9 (1.33%) MBA
6 8 (1.19%) ISEB
6 8 (1.19%) Security Cleared
7 7 (1.04%) CCIE
7 7 (1.04%) CCNP
7 7 (1.04%) Cisco Certification
8 5 (0.74%) PMP
9 4 (0.59%) Master's Degree
10 3 (0.44%) ACCA
10 3 (0.44%) CISA
10 3 (0.44%) CISM
10 3 (0.44%) Microsoft Certification
10 3 (0.44%) Numerate Degree
10 3 (0.44%) PMI Certification
11 2 (0.30%) CIMA
11 2 (0.30%) MCSE
Quality Assurance & Compliance
1 46 (6.81%) Data Quality
2 35 (5.19%) QA
3 12 (1.78%) GDPR
4 8 (1.19%) Solvency II
5 2 (0.30%) EMIR
5 2 (0.30%) IFRS
5 2 (0.30%) MiFID
5 2 (0.30%) SLA
6 1 (0.15%) COREP
6 1 (0.15%) Dodd-Frank
6 1 (0.15%) FATCA
6 1 (0.15%) GAAP
6 1 (0.15%) GCP
6 1 (0.15%) IFRS 9
6 1 (0.15%) ISO/IEC 27001
6 1 (0.15%) Sarbanes-Oxley
System Software
1 29 (4.30%) Docker
2 9 (1.33%) Virtual Machines
3 7 (1.04%) Active Directory
3 7 (1.04%) Apache Flume
4 3 (0.44%) HDFS
5 2 (0.30%) Apache ZooKeeper
5 2 (0.30%) Hyper-V
5 2 (0.30%) VMware Infrastructure
Systems Management
1 14 (2.07%) Kubernetes
2 12 (1.78%) Ansible
3 9 (1.33%) Terraform
4 7 (1.04%) Mesos
5 6 (0.89%) Opscode Chef
6 5 (0.74%) Salt
7 4 (0.59%) Consul
7 4 (0.59%) Hadoop YARN
8 2 (0.30%) logstash
8 2 (0.30%) Puppet
9 1 (0.15%) Docker Swarm
9 1 (0.15%) Grafana
9 1 (0.15%) Microsoft Intune
9 1 (0.15%) Prometheus
Vendors
1 135 (20.00%) Microsoft
2 97 (14.37%) Tableau
3 59 (8.74%) Google
4 42 (6.22%) Oracle
5 23 (3.41%) Alteryx
6 17 (2.52%) IBM
7 13 (1.93%) Cloudera
7 13 (1.93%) New Relic
8 12 (1.78%) Hortonworks
9 11 (1.63%) MapR
9 11 (1.63%) Splunk
10 10 (1.48%) Adobe
11 9 (1.33%) Salesforce.com
12 7 (1.04%) Capita
12 7 (1.04%) Cisco
12 7 (1.04%) F5
12 7 (1.04%) Juniper
12 7 (1.04%) LexisNexis
12 7 (1.04%) Palo Alto
13 6 (0.89%) IFS