Period
to 20 November 2017

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 20 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
Central London > City of London
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 39 34 30
Rank change year-on-year -5 -4 +11
Permanent jobs citing Analytics 589 705 1105
As % of all permanent IT jobs advertised in the City of London 5.77% 6.11% 6.45%
As % of the Processes & Methodologies category 6.40% 6.84% 7.24%
Number of salaries quoted 510 624 924
City of London median annual salary £62,000 £61,500 £55,000
Median salary % change year-on-year +0.81% +11.82% -4.35%
10th Percentile £36,250 £36,250 £32,500
90th Percentile £95,000 £101,100 £97,500
Central London median annual salary £61,500 £59,375 £57,500
% change year-on-year +3.58% +3.26% +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 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 9200 10313 15272
As % of all permanent IT jobs advertised in the City of London 90.13% 89.43% 89.11%
Number of salaries quoted 8307 9399 13239
City of London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £36,250 £35,000 £33,750
90th Percentile £93,950 £90,000 £87,500
Central London median annual salary £60,000 £57,500 £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 20 November 2017.

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 20 November 2017. 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 +14 4 - -
Moorgate - 4 £90,000 -
Analytics
Central London

For the 6 months to 20 November 2017, IT jobs citing Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for Analytics.

1 247 (41.94%) SQL
2 235 (39.90%) Finance
3 177 (30.05%) Agile Software Development
4 172 (29.20%) Business Intelligence
5 153 (25.98%) Python
6 135 (22.92%) Analytical Skills
7 129 (21.90%) SQL Server
8 117 (19.86%) Data Analytics
9 98 (16.64%) Big Data
10 97 (16.47%) Java
11 94 (15.96%) Degree
12 91 (15.45%) Visualisation
13 90 (15.28%) Data Warehouse
14 89 (15.11%) JavaScript
14 89 (15.11%) ETL
15 87 (14.77%) Hadoop
16 86 (14.60%) Microsoft
17 83 (14.09%) C#
18 80 (13.58%) Mathematics
18 80 (13.58%) R
18 80 (13.58%) Tableau
19 78 (13.24%) Machine Learning
19 78 (13.24%) .NET
20 77 (13.07%) Microsoft Azure
21 76 (12.90%) Amazon AWS
22 73 (12.39%) NoSQL
22 73 (12.39%) Marketing
23 71 (12.05%) SQL Server Reporting Services
24 70 (11.88%) Banking
25 69 (11.71%) Data Modelling

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 62 (10.53%) Apache Spark
2 29 (4.92%) CMS
3 21 (3.57%) SAS
4 18 (3.06%) Apache
5 8 (1.36%) SharePoint
6 7 (1.19%) Apache Pig
6 7 (1.19%) Sitecore CMS
7 6 (1.02%) Elasticsearch
8 5 (0.85%) BizTalk Server
8 5 (0.85%) EPiServer
9 4 (0.68%) ArcGIS
9 4 (0.68%) ColdFusion
9 4 (0.68%) WordPress
10 3 (0.51%) Apache Solr
11 2 (0.34%) Apache Geronimo
11 2 (0.34%) JBoss
11 2 (0.34%) Tomcat
11 2 (0.34%) WebLogic
11 2 (0.34%) WebSphere
11 2 (0.34%) WildFly
Applications
1 69 (11.71%) Microsoft Excel
2 27 (4.58%) Microsoft Office
3 18 (3.06%) Microsoft PowerPoint
4 8 (1.36%) SPSS
5 7 (1.19%) Spreadsheet
6 4 (0.68%) Photoshop
7 3 (0.51%) MS Visio
8 1 (0.17%) Adobe Captivate
8 1 (0.17%) Adobe Illustrator
8 1 (0.17%) HipChat
8 1 (0.17%) InfoPath
8 1 (0.17%) Microsoft Project
Business Applications
1 7 (1.19%) Adobe Campaign
2 5 (0.85%) Eloqua
3 4 (0.68%) Dynamics AX
3 4 (0.68%) Oracle EBS
4 3 (0.51%) Dynamics CRM
4 3 (0.51%) Payment Gateway
4 3 (0.51%) SAP ERP
4 3 (0.51%) Workday HCM
5 2 (0.34%) Cognos Business Intelligence
5 2 (0.34%) FastStats
5 2 (0.34%) Magento
5 2 (0.34%) Oracle Assets
5 2 (0.34%) Oracle E-Business Tax
5 2 (0.34%) Oracle FAH
5 2 (0.34%) Oracle General Ledger
5 2 (0.34%) Oracle Internet Expenses
5 2 (0.34%) Oracle iProcurement
5 2 (0.34%) Oracle Payables
5 2 (0.34%) Oracle Receivables
5 2 (0.34%) Oracle Subledger Accounting
Cloud Services
1 77 (13.07%) Microsoft Azure
2 76 (12.90%) Amazon AWS
3 41 (6.96%) Google Analytics
4 28 (4.75%) Google Cloud Platform
5 22 (3.74%) Azure Machine Learning
6 10 (1.70%) Adobe Analytics
6 10 (1.70%) Cloud Computing
7 7 (1.19%) AdWords
7 7 (1.19%) Google Tag Manager
8 6 (1.02%) npm
8 6 (1.02%) SaaS
9 5 (0.85%) Azure Data Factory
9 5 (0.85%) OpenShift
9 5 (0.85%) PaaS
10 3 (0.51%) Amazon EC2
10 3 (0.51%) Cortana Intelligence Suite
10 3 (0.51%) SuccessFactors
11 2 (0.34%) Amazon EMR
11 2 (0.34%) AWS CloudFormation
11 2 (0.34%) BPaaS
Communications & Networking
1 4 (0.68%) HTTP
2 3 (0.51%) BGP
2 3 (0.51%) OSPF
3 2 (0.34%) BIG-IP
3 2 (0.34%) Broadband
3 2 (0.34%) Internet
3 2 (0.34%) Junos
3 2 (0.34%) MPLS
3 2 (0.34%) SMS
3 2 (0.34%) VLAN
4 1 (0.17%) 802.11
4 1 (0.17%) DNS
4 1 (0.17%) Fibre Channel
4 1 (0.17%) HSRP
4 1 (0.17%) IPsec
4 1 (0.17%) iSCSI
4 1 (0.17%) MRTG
4 1 (0.17%) Network Security
4 1 (0.17%) SAN
4 1 (0.17%) TCP/IP
Database & Business Intelligence
1 129 (21.90%) SQL Server
2 98 (16.64%) Big Data
3 90 (15.28%) Data Warehouse
4 87 (14.77%) Hadoop
5 73 (12.39%) NoSQL
6 71 (12.05%) SQL Server Reporting Services
7 56 (9.51%) SQL Server Integration Services
8 50 (8.49%) Power BI
9 29 (4.92%) Apache Hive
9 29 (4.92%) SQL Server Analysis Services
10 27 (4.58%) MongoDB
11 23 (3.90%) Amazon Redshift
12 22 (3.74%) SQL Server 2012
13 21 (3.57%) BigQuery
14 19 (3.23%) Amazon RDS
14 19 (3.23%) Apache Cassandra
14 19 (3.23%) QlikView
15 18 (3.06%) Data Mining
16 17 (2.89%) MySQL
17 15 (2.55%) Relational Database
Development Applications
1 17 (2.89%) JIRA
2 16 (2.72%) Git (software)
3 15 (2.55%) Visual Studio
4 11 (1.87%) Talend Open Studio
5 10 (1.70%) Mocha
5 10 (1.70%) SQL Server Management Studio (SSMS)
6 8 (1.36%) RStudio
6 8 (1.36%) SoapUI
6 8 (1.36%) Subversion
7 7 (1.19%) gulp
7 7 (1.19%) Selenium
8 6 (1.02%) Bower
9 5 (0.85%) Karma Test Runner
9 5 (0.85%) Octopus Deploy
9 5 (0.85%) Protractor
9 5 (0.85%) Sinon.JS
9 5 (0.85%) Team Foundation Server
9 5 (0.85%) TeamCity
10 4 (0.68%) Axure RP
11 3 (0.51%) Jenkins
General
1 235 (39.90%) Finance
2 73 (12.39%) Marketing
3 70 (11.88%) Banking
4 42 (7.13%) Legal
5 37 (6.28%) Retail
6 35 (5.94%) Publishing
7 29 (4.92%) Front Office
8 26 (4.41%) Law
9 17 (2.89%) Advertising
10 16 (2.72%) Investment Banking
11 15 (2.55%) Games
12 14 (2.38%) Financial Institution
13 13 (2.21%) Retail Banking
14 10 (1.70%) Back Office
14 10 (1.70%) Telecoms
15 4 (0.68%) Pharmaceutical
16 3 (0.51%) Automotive
16 3 (0.51%) Multimedia
17 2 (0.34%) Corporate Banking
18 1 (0.17%) Music Industry
Job Titles
1 124 (21.05%) Developer
2 120 (20.37%) Analyst
3 48 (8.15%) Data Scientist
4 44 (7.47%) Consultant
5 35 (5.94%) Architect
6 26 (4.41%) SQL Analyst
7 25 (4.24%) Business Analyst
7 25 (4.24%) Data Analyst
8 24 (4.07%) Business Intelligence Developer
9 22 (3.74%) Systems Analyst
10 21 (3.57%) Data Manager
11 20 (3.40%) Analytics Consultant
12 19 (3.23%) Data Engineer
13 18 (3.06%) Java Developer
13 18 (3.06%) Solutions Architect
14 17 (2.89%) Financial Analyst
15 16 (2.72%) Data Architect
16 15 (2.55%) Lead Developer
16 15 (2.55%) Report Analyst
16 15 (2.55%) Senior Developer
Libraries, Frameworks & Software Standards
1 78 (13.24%) .NET
2 67 (11.38%) HTML
3 49 (8.32%) AngularJS
4 44 (7.47%) CSS
5 36 (6.11%) ASP.NET
6 27 (4.58%) HTML5
6 27 (4.58%) Web Services
7 24 (4.07%) RESTful
8 23 (3.90%) React
9 20 (3.40%) jQuery
10 19 (3.23%) REST
11 18 (3.06%) Node.js
12 16 (2.72%) Angular 2
12 16 (2.72%) Kafka
13 13 (2.21%) Twitter Bootstrap
14 10 (1.70%) CSS3
15 9 (1.53%) .NET Framework
15 9 (1.53%) ASP.NET MVC
15 9 (1.53%) ASP.NET Web API
15 9 (1.53%) JSON
Miscellaneous
1 135 (22.92%) Analytical Skills
2 55 (9.34%) Computer Science
3 50 (8.49%) User Experience
4 44 (7.47%) Algorithms
5 38 (6.45%) Fintech
6 33 (5.60%) Data Structures
7 23 (3.90%) Management Information System
8 17 (2.89%) Fixed Income
9 16 (2.72%) Greenfield Project
9 16 (2.72%) Social Media
10 15 (2.55%) Equities
11 10 (1.70%) Data Centre
11 10 (1.70%) Mobile App
12 9 (1.53%) Cloud Native
12 9 (1.53%) Foreign Exchange (FX)
13 8 (1.36%) Semantic Web
14 6 (1.02%) Credit Risk
14 6 (1.02%) Robotics
15 5 (0.85%) Hedge funds
15 5 (0.85%) Reference Data
Operating Systems
1 34 (5.77%) Linux
2 23 (3.90%) Unix
3 18 (3.06%) Windows
4 5 (0.85%) Apple iOS
5 3 (0.51%) Android
5 3 (0.51%) Mac OS X
6 2 (0.34%) CentOS
7 1 (0.17%) FreeBSD
7 1 (0.17%) Red Hat Enterprise Linux
7 1 (0.17%) Ubuntu
7 1 (0.17%) Windows 7
Processes & Methodologies
1 177 (30.05%) Agile Software Development
2 172 (29.20%) Business Intelligence
3 117 (19.86%) Data Analytics
4 91 (15.45%) Visualisation
5 89 (15.11%) ETL
6 80 (13.58%) Mathematics
7 78 (13.24%) Machine Learning
8 69 (11.71%) Data Modelling
9 59 (10.02%) Data Management
10 58 (9.85%) Software Engineering
11 44 (7.47%) Stakeholder Management
12 43 (7.30%) CRM
12 43 (7.30%) Data Visualisation
13 42 (7.13%) Data Analysis
13 42 (7.13%) Predictive Analytics
14 40 (6.79%) Data Architecture
15 38 (6.45%) Scrum
16 37 (6.28%) Statistics
17 35 (5.94%) Project Management
18 32 (5.43%) DevOps
Programming Languages
1 247 (41.94%) SQL
2 153 (25.98%) Python
3 97 (16.47%) Java
4 89 (15.11%) JavaScript
5 83 (14.09%) C#
6 80 (13.58%) R
7 46 (7.81%) Scala
8 43 (7.30%) C++
9 34 (5.77%) T-SQL
10 15 (2.55%) PHP
10 15 (2.55%) VBA
11 12 (2.04%) C
11 12 (2.04%) MATLAB
12 11 (1.87%) Perl
13 9 (1.53%) VB
14 8 (1.36%) Bash Shell
14 8 (1.36%) ES6
14 8 (1.36%) PowerShell
14 8 (1.36%) VB.NET
15 6 (1.02%) TypeScript
Qualifications
1 94 (15.96%) Degree
2 36 (6.11%) PhD
3 8 (1.36%) Computer Science Degree
4 7 (1.19%) Master's Degree
5 6 (1.02%) Security Cleared
6 5 (0.85%) Numerate Degree
7 4 (0.68%) DV Cleared
8 3 (0.51%) Analytics IQ
8 3 (0.51%) ISTQB
8 3 (0.51%) MBA
9 2 (0.34%) CISSP
9 2 (0.34%) Microsoft Certification
9 2 (0.34%) SC Cleared
9 2 (0.34%) Six Sigma Black Belt
10 1 (0.17%) CCIE
10 1 (0.17%) CCNP
10 1 (0.17%) Cisco Certification
10 1 (0.17%) ISEB
10 1 (0.17%) ITIL Certification
10 1 (0.17%) PRINCE2 Certification
Quality Assurance & Compliance
1 33 (5.60%) Data Quality
2 23 (3.90%) QA
3 10 (1.70%) PMO
4 6 (1.02%) GDPR
4 6 (1.02%) SLA
5 3 (0.51%) FATCA
5 3 (0.51%) GCP
6 1 (0.17%) Actionable Recommendations
6 1 (0.17%) ISO/IEC 27001
System Software
1 16 (2.72%) Docker
2 12 (2.04%) Apache Flume
2 12 (2.04%) HDFS
3 2 (0.34%) Apache ZooKeeper
3 2 (0.34%) VMware Infrastructure
4 1 (0.17%) KVM
4 1 (0.17%) LXC
4 1 (0.17%) oVirt
4 1 (0.17%) Postfix
4 1 (0.17%) PowerDNS
4 1 (0.17%) Xen
Systems Management
1 7 (1.19%) Hadoop YARN
2 6 (1.02%) Mesos
3 5 (0.85%) Opscode Chef
3 5 (0.85%) Puppet
4 4 (0.68%) HP Quality Center
5 3 (0.51%) Ansible
5 3 (0.51%) Terraform
6 2 (0.34%) Grafana
7 1 (0.17%) HP Data Protector
7 1 (0.17%) Kubernetes
7 1 (0.17%) logstash
7 1 (0.17%) Munin
7 1 (0.17%) Nagios
7 1 (0.17%) NetApp OnCommand
7 1 (0.17%) Packer
7 1 (0.17%) Prometheus
7 1 (0.17%) Simpana
Vendors
1 86 (14.60%) Microsoft
2 80 (13.58%) Tableau
3 65 (11.04%) Google
4 28 (4.75%) Alteryx
5 27 (4.58%) Oracle
6 23 (3.90%) Adobe
7 15 (2.55%) Salesforce.com
8 11 (1.87%) Talend
9 9 (1.53%) Siebel
10 7 (1.19%) MicroStrategy
10 7 (1.19%) SAP
10 7 (1.19%) Sitecore
11 6 (1.02%) Autodesk
12 5 (0.85%) HP
12 5 (0.85%) Hyperion
12 5 (0.85%) IBM
12 5 (0.85%) Marketo
13 4 (0.68%) ESRI
14 3 (0.51%) Informatica
14 3 (0.51%) Juniper