Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
Central London > City of London
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 192 222 194
Rank change year-on-year +30 -28 +40
Permanent jobs citing Data Analytics 172 116 198
As % of all permanent IT jobs advertised in the City of London 1.54% 1.13% 1.46%
As % of the Processes & Methodologies category 1.67% 1.25% 1.60%
Number of salaries quoted 150 107 189
City of London median annual salary £65,000 £72,500 £69,000
Median salary % change year-on-year -10.34% +5.07% +25.45%
10th Percentile £38,750 £43,250 £36,000
90th Percentile £105,000 £103,750 £130,000
Central London median annual salary £65,000 £67,500 £65,000
% change year-on-year -3.70% +3.85% +18.18%

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 10,282 9,276 12,393
As % of all permanent IT jobs advertised in the City of London 92.13% 90.45% 91.50%
Number of salaries quoted 9,156 8,341 11,208
City of London median annual salary £64,750 £60,000 £57,500
Median salary % change year-on-year +7.92% +4.35% +4.55%
10th Percentile £37,000 £35,250 £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%

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 July 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 20 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%
Data Analytics
Central London

For the 6 months to 20 July 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.

1 172 (100.00%) Analytics
2 75 (43.60%) Finance
3 59 (34.30%) SQL
4 57 (33.14%) Business Intelligence
5 55 (31.98%) Big Data
6 45 (26.16%) Power BI
6 45 (26.16%) SQL Server
7 43 (25.00%) Machine Learning
8 40 (23.26%) Agile Software Development
9 39 (22.67%) SQL Server Integration Services
10 35 (20.35%) Data Science
11 33 (19.19%) SQL Server Analysis Services
11 33 (19.19%) Data Management
11 33 (19.19%) Python
11 33 (19.19%) Tableau
12 32 (18.60%) SQL Server Reporting Services
12 32 (18.60%) Data Analysis
13 30 (17.44%) Microsoft Azure
14 28 (16.28%) Data Modelling
14 28 (16.28%) Java
15 27 (15.70%) Microsoft
15 27 (15.70%) Analytical Skills
16 25 (14.53%) Visualisation
16 25 (14.53%) Data Quality
17 23 (13.37%) ETL
17 23 (13.37%) Data Warehouse
18 22 (12.79%) Problem-Solving
18 22 (12.79%) Data Lake
19 21 (12.21%) Predictive Analytics
20 20 (11.63%) Degree

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 (9.88%) Apache Spark
2 14 (8.14%) SAS
3 7 (4.07%) Apache Pig
4 5 (2.91%) Confluence
5 3 (1.74%) Apache Solr
6 2 (1.16%) Apache
6 2 (1.16%) Elasticsearch
6 2 (1.16%) Jetty
6 2 (1.16%) Tomcat
Applications
1 20 (11.63%) Microsoft Excel
2 16 (9.30%) Spreadsheet
3 4 (2.33%) Microsoft Office
4 2 (1.16%) Microsoft Project
5 1 (0.58%) Microsoft PowerPoint
5 1 (0.58%) MS Visio
Cloud Services
1 30 (17.44%) Microsoft Azure
2 20 (11.63%) Amazon AWS
3 17 (9.88%) Azure Data Factory
4 15 (8.72%) PaaS
5 13 (7.56%) Azure Machine Learning
6 5 (2.91%) Cloud Computing
7 4 (2.33%) Google Cloud Platform
7 4 (2.33%) SaaS
7 4 (2.33%) Serverless
8 3 (1.74%) AWS Lambda
8 3 (1.74%) Virtual Private Cloud
9 2 (1.16%) Amazon EC2
9 2 (1.16%) Amazon EMR
9 2 (1.16%) Amazon Glacier
9 2 (1.16%) Amazon S3
10 1 (0.58%) GitHub
10 1 (0.58%) Heroku
10 1 (0.58%) IaaS
10 1 (0.58%) Office 365
10 1 (0.58%) Route 53
Communications & Networking
1 6 (3.49%) Firewall
2 3 (1.74%) Network Security
3 1 (0.58%) SAN
Database & Business Intelligence
1 55 (31.98%) Big Data
2 45 (26.16%) Power BI
2 45 (26.16%) SQL Server
3 39 (22.67%) SQL Server Integration Services
4 33 (19.19%) SQL Server Analysis Services
5 32 (18.60%) SQL Server Reporting Services
6 23 (13.37%) Data Warehouse
7 22 (12.79%) Data Lake
8 19 (11.05%) Hadoop
9 16 (9.30%) Azure SQL Database
10 15 (8.72%) Azure SQL Data Warehouse
11 11 (6.40%) Apache Hive
11 11 (6.40%) BusinessObjects
11 11 (6.40%) Microsoft Analysis Services
12 10 (5.81%) QlikView
13 9 (5.23%) Relational Database
14 7 (4.07%) Sqoop
15 6 (3.49%) Apache Cassandra
15 6 (3.49%) HBase
16 5 (2.91%) MySQL
Development Applications
1 8 (4.65%) JIRA
2 4 (2.33%) Git (software)
2 4 (2.33%) Jenkins
2 4 (2.33%) Selenium
3 3 (1.74%) Maven
4 2 (1.16%) Jasmine
4 2 (1.16%) Karma Test Runner
4 2 (1.16%) Mocha
4 2 (1.16%) RStudio
4 2 (1.16%) Visual Studio
5 1 (0.58%) NUnit
5 1 (0.58%) Pylint
5 1 (0.58%) WebDriver
General
1 75 (43.60%) Finance
2 18 (10.47%) Banking
3 17 (9.88%) Advertising
4 12 (6.98%) Games
5 6 (3.49%) Investment Banking
5 6 (3.49%) Marketing
6 5 (2.91%) Law
7 3 (1.74%) Front Office
7 3 (1.74%) Pharmaceutical
7 3 (1.74%) Retail
8 2 (1.16%) Telecoms
9 1 (0.58%) Aerospace
9 1 (0.58%) Legal
9 1 (0.58%) Publishing
Job Titles
1 27 (15.70%) Developer
2 25 (14.53%) Analyst
3 23 (13.37%) Consultant
4 17 (9.88%) Data Manager
5 16 (9.30%) Senior Manager
6 15 (8.72%) Data Consultant
7 14 (8.14%) Azure Consultant
8 12 (6.98%) Analytics Manager
8 12 (6.98%) Data Analytics Manager
9 11 (6.40%) Senior Analytics Manager
10 10 (5.81%) Architect
10 10 (5.81%) Data Analyst
10 10 (5.81%) Java Developer
11 9 (5.23%) Data Scientist
11 9 (5.23%) Senior Developer
12 8 (4.65%) Data Engineer
12 8 (4.65%) Project Manager
12 8 (4.65%) Senior Consultant
13 7 (4.07%) SQL Analyst
13 7 (4.07%) Technical Leader
Libraries, Frameworks & Software Standards
1 12 (6.98%) Kafka
2 11 (6.40%) HTML
3 9 (5.23%) Web Services
4 8 (4.65%) Spring
5 6 (3.49%) .NET
5 6 (3.49%) XML
6 5 (2.91%) REST
7 4 (2.33%) Hibernate
7 4 (2.33%) Natural Language Processing
8 3 (1.74%) Akka
8 3 (1.74%) Anaconda
8 3 (1.74%) AngularJS
8 3 (1.74%) HTML5
8 3 (1.74%) jQuery
8 3 (1.74%) NumPy
8 3 (1.74%) Pandas
8 3 (1.74%) React
8 3 (1.74%) Spring MVC
8 3 (1.74%) Twitter Bootstrap
9 2 (1.16%) Apache Avro
Miscellaneous
1 27 (15.70%) Analytical Skills
2 19 (11.05%) Data Structures
3 17 (9.88%) Fintech
4 12 (6.98%) Computer Science
5 11 (6.40%) Management Information System
6 6 (3.49%) Algorithms
6 6 (3.49%) Credit Risk
6 6 (3.49%) Market Risk
7 5 (2.91%) FMCG
8 4 (2.33%) Greenfield Project
8 4 (2.33%) NHS
8 4 (2.33%) User Experience
9 3 (1.74%) Data Centre
9 3 (1.74%) Life Science
9 3 (1.74%) Self-Motivation
9 3 (1.74%) Virtual Team
10 2 (1.16%) Cyberthreat
10 2 (1.16%) Derivative
10 2 (1.16%) Enterprise Software
10 2 (1.16%) Equities
Operating Systems
1 18 (10.47%) Linux
2 14 (8.14%) Windows
3 7 (4.07%) Unix
4 6 (3.49%) AIX
4 6 (3.49%) HPUX
4 6 (3.49%) Red Hat Enterprise Linux
4 6 (3.49%) Solaris
5 5 (2.91%) CentOS
6 4 (2.33%) Windows Server
7 1 (0.58%) Android
7 1 (0.58%) Apple iOS
7 1 (0.58%) Mac OS
7 1 (0.58%) Ubuntu
Processes & Methodologies
1 172 (100.00%) Analytics
2 57 (33.14%) Business Intelligence
3 43 (25.00%) Machine Learning
4 40 (23.26%) Agile Software Development
5 35 (20.35%) Data Science
6 33 (19.19%) Data Management
7 32 (18.60%) Data Analysis
8 28 (16.28%) Data Modelling
9 25 (14.53%) Visualisation
10 23 (13.37%) ETL
11 22 (12.79%) Problem-Solving
12 21 (12.21%) Predictive Analytics
13 19 (11.05%) Data Governance
13 19 (11.05%) DevOps
14 18 (10.47%) Statistics
15 17 (9.88%) Project Management
16 16 (9.30%) Artificial Intelligence
17 14 (8.14%) Big Data Analytics
17 14 (8.14%) Creative Thinking
18 12 (6.98%) Reverse Engineering
Programming Languages
1 59 (34.30%) SQL
2 33 (19.19%) Python
3 28 (16.28%) Java
4 20 (11.63%) VB
5 17 (9.88%) R
5 17 (9.88%) VBA
6 15 (8.72%) Data Analysis Expressions (DAX)
7 13 (7.56%) C#
8 8 (4.65%) Scala
9 7 (4.07%) C++
10 5 (2.91%) JavaScript
10 5 (2.91%) MATLAB
11 2 (1.16%) Bash Shell
11 2 (1.16%) C
12 1 (0.58%) Java 8
12 1 (0.58%) Kotlin
12 1 (0.58%) Shell Script
12 1 (0.58%) T-SQL
12 1 (0.58%) U-SQL
Qualifications
1 20 (11.63%) Degree
2 7 (4.07%) Security Cleared
3 6 (3.49%) PhD
4 4 (2.33%) CISSP
4 4 (2.33%) Computer Science Degree
4 4 (2.33%) PMP
5 3 (1.74%) CEH
5 3 (1.74%) CISA
5 3 (1.74%) CISM
6 2 (1.16%) CIMA
6 2 (1.16%) PMI Certification
6 2 (1.16%) SC Cleared
7 1 (0.58%) ACCA
7 1 (0.58%) GCIA
7 1 (0.58%) GCIH
7 1 (0.58%) Master's Degree
7 1 (0.58%) Postgraduate
Quality Assurance & Compliance
1 25 (14.53%) Data Quality
2 10 (5.81%) QA
3 5 (2.91%) GDPR
4 2 (1.16%) Sarbanes-Oxley
4 2 (1.16%) Solvency II
5 1 (0.58%) EMIR
5 1 (0.58%) ISAE 3402
5 1 (0.58%) ISO/IEC 27001
5 1 (0.58%) MiFID
System Software
1 9 (5.23%) Docker
2 7 (4.07%) Apache Flume
3 4 (2.33%) VirtualBox
4 2 (1.16%) Apache ZooKeeper
5 1 (0.58%) Hyper-V
5 1 (0.58%) Virtual Machines
5 1 (0.58%) VMware Infrastructure
Systems Management
1 5 (2.91%) Ansible
2 3 (1.74%) Oozie
2 3 (1.74%) Opscode Chef
3 2 (1.16%) Kubernetes
3 2 (1.16%) Terraform
4 1 (0.58%) CSIRT
4 1 (0.58%) Kibana
4 1 (0.58%) Puppet
4 1 (0.58%) rkt
Vendors
1 33 (19.19%) Tableau
2 27 (15.70%) Microsoft
3 11 (6.40%) Oracle
4 6 (3.49%) SAP
5 5 (2.91%) Google
6 3 (1.74%) Cloudera
6 3 (1.74%) MapR
6 3 (1.74%) Splunk
7 2 (1.16%) Alteryx
7 2 (1.16%) Bloomberg
7 2 (1.16%) Blue Coat
7 2 (1.16%) Fidessa
7 2 (1.16%) Informatica
7 2 (1.16%) Reuters
7 2 (1.16%) Salesforce.com
7 2 (1.16%) Siebel
7 2 (1.16%) Talend
8 1 (0.58%) Ab Initio
8 1 (0.58%) Sage
8 1 (0.58%) VMware