Period
to 17 October 2018

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 17 October 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
Central London > City of London
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 202 198 176
Rank change year-on-year -4 -22 +23
Permanent jobs citing Data Analytics 148 131 193
As % of all permanent IT jobs advertised in the City of London 1.34% 1.32% 1.60%
As % of the Processes & Methodologies category 1.46% 1.44% 1.76%
Number of salaries quoted 131 120 174
City of London median annual salary £72,500 £66,250 £70,000
Median salary % change year-on-year +9.43% -5.36% +21.74%
10th Percentile £37,500 £38,625 £40,375
90th Percentile £105,000 £96,250 £111,750
Central London median annual salary £72,500 £67,500 £67,500
% change year-on-year +7.41% - +17.39%

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 10,166 9,110 10,935
As % of all permanent IT jobs advertised in the City of London 91.87% 91.63% 90.92%
Number of salaries quoted 9,097 8,220 9,981
City of London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £37,000 £36,250 £35,000
90th Percentile £95,000 £93,750 £88,750
Central London median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% +1.77%

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 17 October 2018.

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 17 October 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 -12 2 £72,500 +52.63%
Data Analytics
Central London

For the 6 months to 17 October 2018, IT jobs citing Data 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 Data Analytics.

1 148 (100.00%) Analytics
2 60 (40.54%) Finance
3 57 (38.51%) SQL
4 56 (37.84%) Big Data
5 44 (29.73%) Machine Learning
5 44 (29.73%) Business Intelligence
6 40 (27.03%) Data Science
7 38 (25.68%) Java
8 32 (21.62%) Python
9 31 (20.95%) Banking
10 28 (18.92%) ETL
11 27 (18.24%) Analytical Skills
12 26 (17.57%) Microsoft Azure
13 25 (16.89%) Visualisation
14 24 (16.22%) Tableau
14 24 (16.22%) SQL Server
14 24 (16.22%) Agile Software Development
15 23 (15.54%) Artificial Intelligence
15 23 (15.54%) Data Warehouse
16 22 (14.86%) Data Management
16 22 (14.86%) Power BI
17 21 (14.19%) Computer Science
18 20 (13.51%) Software Engineering
18 20 (13.51%) Microsoft
18 20 (13.51%) Fintech
18 20 (13.51%) Data Lake
18 20 (13.51%) Hadoop
19 19 (12.84%) Management Information System
20 18 (12.16%) Mathematics
20 18 (12.16%) Apache Spark

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 18 (12.16%) Apache Spark
2 13 (8.78%) SAS
3 6 (4.05%) Apache Pig
4 3 (2.03%) Apache
5 2 (1.35%) Elasticsearch
5 2 (1.35%) Jetty
5 2 (1.35%) Tomcat
6 1 (0.68%) Apache Solr
6 1 (0.68%) Confluence
6 1 (0.68%) Jupyter
Applications
1 12 (8.11%) Microsoft Excel
2 2 (1.35%) Microsoft Office
3 1 (0.68%) Microsoft PowerPoint
3 1 (0.68%) MS Visio
Cloud Services
1 26 (17.57%) Microsoft Azure
2 17 (11.49%) Amazon AWS
3 10 (6.76%) Azure Machine Learning
4 9 (6.08%) Azure Data Factory
5 8 (5.41%) PaaS
6 6 (4.05%) Cloud Computing
7 5 (3.38%) Google Cloud Platform
8 4 (2.70%) Serverless
9 3 (2.03%) Amazon S3
9 3 (2.03%) Virtual Private Cloud
10 2 (1.35%) Amazon EC2
10 2 (1.35%) Amazon EMR
10 2 (1.35%) Amazon Glacier
10 2 (1.35%) AWS Lambda
10 2 (1.35%) Data Lake Analytics
11 1 (0.68%) Amazon CloudWatch
11 1 (0.68%) AWS CloudFormation
11 1 (0.68%) Azure Active Directory
11 1 (0.68%) Cortana Intelligence Suite
11 1 (0.68%) GitHub
Communications & Networking
1 2 (1.35%) Network Security
2 1 (0.68%) Firewall
Database & Business Intelligence
1 56 (37.84%) Big Data
2 24 (16.22%) SQL Server
3 23 (15.54%) Data Warehouse
4 22 (14.86%) Power BI
5 20 (13.51%) Data Lake
5 20 (13.51%) Hadoop
6 16 (10.81%) SQL Server Integration Services
7 14 (9.46%) SQL Server Analysis Services
8 13 (8.78%) Apache Hive
9 11 (7.43%) BusinessObjects
10 10 (6.76%) Sqoop
11 9 (6.08%) Azure SQL Data Warehouse
11 9 (6.08%) Azure SQL Database
11 9 (6.08%) Microsoft Analysis Services
11 9 (6.08%) QlikView
11 9 (6.08%) SQL Server Reporting Services
12 8 (5.41%) Apache Cassandra
12 8 (5.41%) NoSQL
12 8 (5.41%) Relational Database
13 7 (4.73%) Amazon Redshift
Development Applications
1 5 (3.38%) Jenkins
2 4 (2.70%) Selenium
3 3 (2.03%) Git (software)
3 3 (2.03%) JIRA
3 3 (2.03%) Maven
4 1 (0.68%) NUnit
4 1 (0.68%) Pylint
4 1 (0.68%) Visual Studio
General
1 60 (40.54%) Finance
2 31 (20.95%) Banking
3 12 (8.11%) Advertising
4 9 (6.08%) Investment Banking
5 6 (4.05%) Pharmaceutical
5 6 (4.05%) Retail
5 6 (4.05%) Telecoms
6 5 (3.38%) Back Office
6 5 (3.38%) Corporate Banking
7 3 (2.03%) Law
7 3 (2.03%) Marketing
7 3 (2.03%) Publishing
8 2 (1.35%) Front Office
9 1 (0.68%) Aerospace
9 1 (0.68%) Automotive
9 1 (0.68%) Prime Brokerage
Job Titles
1 36 (24.32%) Developer
2 19 (12.84%) Consultant
3 17 (11.49%) Analyst
3 17 (11.49%) Java Developer
4 16 (10.81%) Architect
5 11 (7.43%) Data Manager
6 10 (6.76%) Analytics Manager
6 10 (6.76%) Data Scientist
7 8 (5.41%) Azure Consultant
7 8 (5.41%) Data Consultant
8 7 (4.73%) Data Analytics Manager
8 7 (4.73%) Data Engineer
8 7 (4.73%) Python Engineer
9 6 (4.05%) Data Architect
9 6 (4.05%) Java Engineer
9 6 (4.05%) Software Engineer
9 6 (4.05%) Technical Leader
10 5 (3.38%) Management Consultant
10 5 (3.38%) Senior Developer
10 5 (3.38%) Senior Manager
Libraries, Frameworks & Software Standards
1 12 (8.11%) Kafka
2 11 (7.43%) Spring
3 10 (6.76%) HTML
4 9 (6.08%) Web Services
5 8 (5.41%) Natural Language Processing
6 7 (4.73%) .NET
7 6 (4.05%) Middleware
7 6 (4.05%) REST
8 5 (3.38%) Hibernate
8 5 (3.38%) NumPy
8 5 (3.38%) Pandas
8 5 (3.38%) XML
9 4 (2.70%) Akka
9 4 (2.70%) HTML5
9 4 (2.70%) Twitter Bootstrap
10 3 (2.03%) NHibernate
10 3 (2.03%) scikit-learn
10 3 (2.03%) Spring Boot
10 3 (2.03%) Spring MVC
10 3 (2.03%) TensorFlow
Miscellaneous
1 27 (18.24%) Analytical Skills
2 21 (14.19%) Computer Science
3 20 (13.51%) Fintech
4 19 (12.84%) Management Information System
5 9 (6.08%) Algorithms
5 9 (6.08%) Data Structures
6 6 (4.05%) Credit Risk
6 6 (4.05%) FMCG
6 6 (4.05%) Market Risk
7 4 (2.70%) Greenfield Project
7 4 (2.70%) NHS
7 4 (2.70%) Virtual Team
8 3 (2.03%) Data Centre
8 3 (2.03%) Data Protection Act
8 3 (2.03%) Life Science
9 2 (1.35%) Equities
9 2 (1.35%) Self-Motivation
10 1 (0.68%) Analytical Mindset
10 1 (0.68%) Foreign Exchange (FX)
10 1 (0.68%) SCADA
Operating Systems
1 11 (7.43%) Linux
2 7 (4.73%) Windows
3 5 (3.38%) AIX
3 5 (3.38%) HPUX
3 5 (3.38%) Solaris
3 5 (3.38%) Unix
4 2 (1.35%) Red Hat Enterprise Linux
5 1 (0.68%) Android
5 1 (0.68%) Apple iOS
5 1 (0.68%) Mac OS
Processes & Methodologies
1 148 (100.00%) Analytics
2 44 (29.73%) Business Intelligence
2 44 (29.73%) Machine Learning
3 40 (27.03%) Data Science
4 28 (18.92%) ETL
5 25 (16.89%) Visualisation
6 24 (16.22%) Agile Software Development
7 23 (15.54%) Artificial Intelligence
8 22 (14.86%) Data Management
9 20 (13.51%) Software Engineering
10 18 (12.16%) Mathematics
11 17 (11.49%) Data Analysis
11 17 (11.49%) Project Management
12 16 (10.81%) Data Governance
12 16 (10.81%) Data Modelling
13 15 (10.14%) Microservices
13 15 (10.14%) Predictive Analytics
14 14 (9.46%) Problem-Solving
15 13 (8.78%) Data Visualisation
16 12 (8.11%) Predictive Modelling
Programming Languages
1 57 (38.51%) SQL
2 38 (25.68%) Java
3 32 (21.62%) Python
4 13 (8.78%) R
5 12 (8.11%) C#
6 8 (5.41%) VB
7 7 (4.73%) Scala
8 4 (2.70%) Data Analysis Expressions (DAX)
8 4 (2.70%) Java 8
8 4 (2.70%) JavaScript
8 4 (2.70%) T-SQL
8 4 (2.70%) VBA
9 3 (2.03%) Bash Shell
9 3 (2.03%) C++
9 3 (2.03%) MATLAB
10 2 (1.35%) C
11 1 (0.68%) Kotlin
11 1 (0.68%) PowerShell
11 1 (0.68%) Shell Script
Qualifications
1 17 (11.49%) Degree
2 8 (5.41%) Computer Science Degree
3 5 (3.38%) CFA
3 5 (3.38%) MBA
4 4 (2.70%) PhD
5 2 (1.35%) CEH
5 2 (1.35%) CISSP
5 2 (1.35%) SC Cleared
5 2 (1.35%) Security Cleared
6 1 (0.68%) CIMA
6 1 (0.68%) CISA
6 1 (0.68%) CISM
6 1 (0.68%) GCIA
6 1 (0.68%) GCIH
6 1 (0.68%) Master's Degree
6 1 (0.68%) Postgraduate
6 1 (0.68%) PRINCE2 Certification
Quality Assurance & Compliance
1 15 (10.14%) Data Quality
2 4 (2.70%) QA
3 2 (1.35%) GDPR
3 2 (1.35%) PMO
3 2 (1.35%) SLA
4 1 (0.68%) ISAE 3402
4 1 (0.68%) Sarbanes-Oxley
System Software
1 10 (6.76%) Docker
2 5 (3.38%) Apache Flume
3 4 (2.70%) VirtualBox
4 2 (1.35%) HDFS
5 1 (0.68%) Active Directory
Systems Management
1 4 (2.70%) Ansible
1 4 (2.70%) Kubernetes
1 4 (2.70%) Oozie
2 3 (2.03%) Opscode Chef
3 1 (0.68%) CSIRT
3 1 (0.68%) Kibana
3 1 (0.68%) Puppet
3 1 (0.68%) rkt
3 1 (0.68%) Terraform
Vendors
1 24 (16.22%) Tableau
2 20 (13.51%) Microsoft
3 11 (7.43%) Oracle
4 8 (5.41%) SAP
5 6 (4.05%) Google
6 5 (3.38%) Databricks
6 5 (3.38%) Informatica
7 4 (2.70%) Alteryx
8 3 (2.03%) MapR
8 3 (2.03%) Siebel
8 3 (2.03%) Splunk
8 3 (2.03%) Teradata
9 2 (1.35%) IBM
9 2 (1.35%) Talend
10 1 (0.68%) Ab Initio
10 1 (0.68%) Atlassian
10 1 (0.68%) Blue Coat
10 1 (0.68%) Sage
10 1 (0.68%) Sybase