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 Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
Central London > City of London
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 204 171 202
Rank change year-on-year -33 +31 +93
Permanent jobs citing Data Analytics 117 187 243
As % of all permanent IT jobs advertised in the City of London 1.15% 1.62% 1.42%
As % of the Processes & Methodologies category 1.27% 1.81% 1.59%
Number of salaries quoted 104 167 205
City of London median annual salary £65,000 £72,500 £55,000
Median salary % change year-on-year -10.34% +31.82% -13.39%
10th Percentile £41,625 £42,000 £32,500
90th Percentile £95,000 £115,000 £92,500
Central London median annual salary £65,000 £67,500 £60,000
% change year-on-year -3.70% +12.50% -

Data 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%

Data Analytics
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Analytics in the City of London

Data Analytics
Salary Trend in the City of London

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

Salary trend for Data Analytics in the City of London

Data Analytics
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Analytics in the City of London over the 6 months to 20 November 2017.

Salary histogram for Data Analytics in the City of London

Data 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 Data 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 - 4 - -
Data Analytics
Central London

For the 6 months to 20 November 2017, IT jobs citing Data 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 Data Analytics.

1 117 (100.00%) Analytics
2 56 (47.86%) Finance
3 44 (37.61%) SQL
4 38 (32.48%) Python
5 35 (29.91%) Business Intelligence
5 35 (29.91%) Analytical Skills
6 34 (29.06%) Agile Software Development
6 34 (29.06%) Visualisation
7 32 (27.35%) Data Modelling
8 30 (25.64%) SQL Server
9 28 (23.93%) Hadoop
10 27 (23.08%) R
11 26 (22.22%) Degree
12 24 (20.51%) Microsoft Excel
12 24 (20.51%) Data Warehouse
12 24 (20.51%) Big Data
12 24 (20.51%) Machine Learning
13 22 (18.80%) Tableau
13 22 (18.80%) Data Visualisation
14 21 (17.95%) Computer Science
14 21 (17.95%) Banking
14 21 (17.95%) ETL
15 19 (16.24%) Java
15 19 (16.24%) Microsoft Azure
15 19 (16.24%) Mathematics
16 17 (14.53%) Apache Spark
16 17 (14.53%) Data Analysis
16 17 (14.53%) JavaScript
17 16 (13.68%) Amazon AWS
17 16 (13.68%) Big Data Analytics

Data 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 17 (14.53%) Apache Spark
2 7 (5.98%) SAS
3 4 (3.42%) Apache
4 2 (1.71%) Apache Geronimo
4 2 (1.71%) CMS
4 2 (1.71%) JBoss
4 2 (1.71%) Tomcat
4 2 (1.71%) WebLogic
4 2 (1.71%) WebSphere
4 2 (1.71%) WildFly
5 1 (0.85%) Elasticsearch
5 1 (0.85%) SharePoint
5 1 (0.85%) SharePoint 2013
Applications
1 24 (20.51%) Microsoft Excel
2 5 (4.27%) Microsoft Office
3 3 (2.56%) SPSS
4 2 (1.71%) Microsoft PowerPoint
5 1 (0.85%) Adobe Captivate
5 1 (0.85%) Adobe Illustrator
5 1 (0.85%) InfoPath
5 1 (0.85%) MS Visio
5 1 (0.85%) Photoshop
5 1 (0.85%) Spreadsheet
Business Applications
1 2 (1.71%) FastStats
Cloud Services
1 19 (16.24%) Microsoft Azure
2 16 (13.68%) Amazon AWS
3 9 (7.69%) Azure Machine Learning
4 8 (6.84%) Google Cloud Platform
5 5 (4.27%) OpenShift
6 1 (0.85%) Amazon Kinesis
6 1 (0.85%) AWS CloudFormation
6 1 (0.85%) Google Analytics
6 1 (0.85%) Google Tag Manager
6 1 (0.85%) Office 365
Database & Business Intelligence
1 30 (25.64%) SQL Server
2 28 (23.93%) Hadoop
3 24 (20.51%) Big Data
3 24 (20.51%) Data Warehouse
4 10 (8.55%) SQL Server Reporting Services
5 9 (7.69%) Power BI
5 9 (7.69%) SQL Server Integration Services
6 7 (5.98%) Amazon Redshift
6 7 (5.98%) Apache Hive
6 7 (5.98%) MongoDB
7 6 (5.13%) Amazon RDS
7 6 (5.13%) Apache Cassandra
7 6 (5.13%) Data Mining
7 6 (5.13%) SQL Server 2012
7 6 (5.13%) SQL Server 2016
7 6 (5.13%) SQL Server Analysis Services
8 5 (4.27%) Spotfire
9 4 (3.42%) HBase
9 4 (3.42%) MySQL
9 4 (3.42%) NoSQL
Development Applications
1 4 (3.42%) Mocha
2 3 (2.56%) JIRA
3 2 (1.71%) Maven
4 1 (0.85%) Git (software)
4 1 (0.85%) Jasmine
4 1 (0.85%) Vagrant
4 1 (0.85%) webpack
General
1 56 (47.86%) Finance
2 21 (17.95%) Banking
3 11 (9.40%) Retail
4 9 (7.69%) Retail Banking
5 8 (6.84%) Marketing
6 5 (4.27%) Back Office
7 4 (3.42%) Telecoms
8 2 (1.71%) Automotive
8 2 (1.71%) Financial Institution
8 2 (1.71%) Games
8 2 (1.71%) Investment Banking
8 2 (1.71%) Law
8 2 (1.71%) Pharmaceutical
9 1 (0.85%) Advertising
9 1 (0.85%) Front Office
9 1 (0.85%) Wholesale Banking
Job Titles
1 22 (18.80%) Developer
2 19 (16.24%) Analyst
2 19 (16.24%) Data Scientist
3 17 (14.53%) Consultant
4 13 (11.11%) Analytics Consultant
5 10 (8.55%) Data Consultant
6 8 (6.84%) Architect
7 7 (5.98%) Business Intelligence Developer
7 7 (5.98%) Data Analyst
7 7 (5.98%) Data Analytics Scientist
8 6 (5.13%) Azure Developer
8 6 (5.13%) Business Analyst
8 6 (5.13%) Data Manager
8 6 (5.13%) SSAS Developer
8 6 (5.13%) SSIS Developer
8 6 (5.13%) SSRS Developer
9 5 (4.27%) Data Business Analyst
9 5 (4.27%) Data Migration Analyst
9 5 (4.27%) Data Migration Business Analyst
9 5 (4.27%) Migration Analyst
Libraries, Frameworks & Software Standards
1 14 (11.97%) .NET
2 9 (7.69%) React
3 8 (6.84%) ASP.NET
4 6 (5.13%) AngularJS
4 6 (5.13%) Kafka
5 5 (4.27%) HTML
5 5 (4.27%) Node.js
6 4 (3.42%) CSS
6 4 (3.42%) J2SE
6 4 (3.42%) Natural Language Processing
6 4 (3.42%) Spring
7 3 (2.56%) RESTful
7 3 (2.56%) Web Services
8 2 (1.71%) .NET Framework
8 2 (1.71%) Entity Framework
8 2 (1.71%) J2EE
8 2 (1.71%) MDX
8 2 (1.71%) NHibernate
8 2 (1.71%) REST
8 2 (1.71%) WCF
Miscellaneous
1 35 (29.91%) Analytical Skills
2 21 (17.95%) Computer Science
3 8 (6.84%) Algorithms
4 6 (5.13%) Data Centre
5 5 (4.27%) Mobile App
6 4 (3.42%) Fintech
6 4 (3.42%) Social Media
6 4 (3.42%) Social Network
7 3 (2.56%) Greenfield Project
7 3 (2.56%) Management Information System
8 2 (1.71%) Clustering
8 2 (1.71%) Enterprise Software
8 2 (1.71%) FMCG
8 2 (1.71%) Hedge funds
8 2 (1.71%) Public Cloud
8 2 (1.71%) User Experience
9 1 (0.85%) Data Protection Act
9 1 (0.85%) Graphic Design
9 1 (0.85%) Learning Management System
9 1 (0.85%) SCORM
Operating Systems
1 6 (5.13%) Linux
2 2 (1.71%) Windows
3 1 (0.85%) Android
3 1 (0.85%) Apple iOS
3 1 (0.85%) CentOS
3 1 (0.85%) Ubuntu
Processes & Methodologies
1 117 (100.00%) Analytics
2 35 (29.91%) Business Intelligence
3 34 (29.06%) Agile Software Development
3 34 (29.06%) Visualisation
4 32 (27.35%) Data Modelling
5 24 (20.51%) Machine Learning
6 22 (18.80%) Data Visualisation
7 21 (17.95%) ETL
8 19 (16.24%) Mathematics
9 17 (14.53%) Data Analysis
10 16 (13.68%) Big Data Analytics
11 13 (11.11%) CRM
11 13 (11.11%) Statistics
12 12 (10.26%) Data Management
13 11 (9.40%) Workflow
14 10 (8.55%) Migration
14 10 (8.55%) Predictive Modelling
15 9 (7.69%) Business Analysis
15 9 (7.69%) Data Migration
15 9 (7.69%) Workflow Management
Programming Languages
1 44 (37.61%) SQL
2 38 (32.48%) Python
3 27 (23.08%) R
4 19 (16.24%) Java
5 17 (14.53%) JavaScript
6 11 (9.40%) C++
7 10 (8.55%) C#
7 10 (8.55%) Scala
8 6 (5.13%) ES6
8 6 (5.13%) T-SQL
9 5 (4.27%) TypeScript
10 4 (3.42%) Bash Shell
10 4 (3.42%) Perl
11 3 (2.56%) MATLAB
12 2 (1.71%) C
13 1 (0.85%) VBA
Qualifications
1 26 (22.22%) Degree
2 10 (8.55%) PhD
3 5 (4.27%) Master's Degree
4 4 (3.42%) Numerate Degree
5 3 (2.56%) Security Cleared
6 2 (1.71%) Computer Science Degree
6 2 (1.71%) SC Cleared
7 1 (0.85%) AWS Certification
7 1 (0.85%) DV Cleared
7 1 (0.85%) ISEB
Quality Assurance & Compliance
1 8 (6.84%) Data Quality
2 5 (4.27%) PMO
3 4 (3.42%) SLA
4 3 (2.56%) FATCA
5 2 (1.71%) GDPR
System Software
1 7 (5.98%) Docker
2 3 (2.56%) HDFS
3 2 (1.71%) Apache ZooKeeper
4 1 (0.85%) LXC
Systems Management
1 2 (1.71%) Opscode Chef
1 2 (1.71%) Puppet
1 2 (1.71%) Terraform
2 1 (0.85%) Ansible
2 1 (0.85%) Kubernetes
2 1 (0.85%) Packer
Vendors
1 22 (18.80%) Tableau
2 15 (12.82%) Microsoft
3 10 (8.55%) Google
4 9 (7.69%) Alteryx
5 7 (5.98%) Salesforce.com
6 2 (1.71%) IBM
6 2 (1.71%) Oracle
7 1 (0.85%) Ab Initio
7 1 (0.85%) Adobe
7 1 (0.85%) Callidus
7 1 (0.85%) Capita
7 1 (0.85%) EXASOL
7 1 (0.85%) Guidewire
7 1 (0.85%) Hortonworks
7 1 (0.85%) Informatica
7 1 (0.85%) MicroStrategy
7 1 (0.85%) Netezza
7 1 (0.85%) Nintex
7 1 (0.85%) Teradata
7 1 (0.85%) Vertica