Period
to 19 October 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 19 October 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Central London > City of London
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 165 135 155
Rank change year-on-year -30 +20 -19
Permanent jobs citing Data Analysis 218 232 225
As % of all permanent IT jobs advertised in the City of London 1.96% 2.33% 1.88%
As % of the Processes & Methodologies category 2.13% 2.54% 2.07%
Number of salaries quoted 202 220 213
City of London median annual salary £61,500 £56,250 £57,500
Median salary % change year-on-year +9.33% -2.17% +4.55%
10th Percentile £37,625 £36,250 £28,750
90th Percentile £90,000 £84,000 £77,500
Central London median annual salary £60,000 £55,000 £50,000
% change year-on-year +9.09% +10.00% -6.98%

Data Analysis 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 10,217 9,118 10,881
As % of all permanent IT jobs advertised in the City of London 91.85% 91.61% 90.89%
Number of salaries quoted 9,143 8,224 9,941
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 Analysis
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Analysis in the City of London

Data Analysis
Salary Trend in the City of London

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

Salary trend for Data Analysis in the City of London

Data Analysis
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Analysis in the City of London over the 6 months to 19 October 2018.

Salary histogram for Data Analysis in the City of London

Data Analysis
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 Analysis within the City of London region over the 6 months to 19 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 - 3 £57,500 -
Data Analysis
Central London

For the 6 months to 19 October 2018, IT jobs citing Data Analysis 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 Analysis.

1 113 (51.83%) SQL
2 105 (48.17%) Finance
3 67 (30.73%) Analytical Skills
4 65 (29.82%) Agile Software Development
5 61 (27.98%) Degree
6 59 (27.06%) Business Intelligence
7 57 (26.15%) Analytics
8 49 (22.48%) Microsoft Excel
9 47 (21.56%) Mathematics
10 46 (21.10%) Python
11 44 (20.18%) SQL Server
12 42 (19.27%) ETL
13 41 (18.81%) Data Warehouse
14 40 (18.35%) Data Modelling
15 38 (17.43%) Tableau
16 36 (16.51%) Data Science
16 36 (16.51%) Problem-Solving
17 33 (15.14%) Microsoft
18 30 (13.76%) Oracle
19 27 (12.39%) Computer Science
20 26 (11.93%) Data Quality
20 26 (11.93%) R
20 26 (11.93%) Project Management
21 25 (11.47%) Data Management
21 25 (11.47%) Machine Learning
21 25 (11.47%) Big Data
21 25 (11.47%) User Stories
22 24 (11.01%) Visualisation
22 24 (11.01%) Banking
22 24 (11.01%) Fintech

Data Analysis
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 15 (6.88%) Apache Spark
2 12 (5.50%) SAS
3 4 (1.83%) Confluence
3 4 (1.83%) Elasticsearch
4 3 (1.38%) Drupal
5 2 (0.92%) CMS
5 2 (0.92%) SharePoint
6 1 (0.46%) Apache Pig
6 1 (0.46%) OpenStack
6 1 (0.46%) SharePoint Server
Applications
1 49 (22.48%) Microsoft Excel
2 15 (6.88%) Microsoft Office
3 14 (6.42%) Microsoft PowerPoint
4 9 (4.13%) Microsoft Project
4 9 (4.13%) MS Visio
5 4 (1.83%) Adobe Creative Suite
6 1 (0.46%) InVision
6 1 (0.46%) Photoshop
Business Applications
1 3 (1.38%) Salesforce.com CRM
2 2 (0.92%) Dynamics CRM
2 2 (0.92%) Oracle EBS R12
2 2 (0.92%) Sentinel
3 1 (0.46%) Actimize
3 1 (0.46%) Distributed Ledger
3 1 (0.46%) Markit EDM
3 1 (0.46%) MetaTrader
3 1 (0.46%) Oracle Assets
3 1 (0.46%) Oracle Financials
3 1 (0.46%) Oracle General Ledger
3 1 (0.46%) Oracle Payables
3 1 (0.46%) Oracle Procure-to-Pay
3 1 (0.46%) Oracle Receivables
3 1 (0.46%) R3 Corda
3 1 (0.46%) SAP GRC
3 1 (0.46%) Workfront
Cloud Services
1 8 (3.67%) Amazon AWS
2 7 (3.21%) Microsoft Azure
3 6 (2.75%) SaaS
4 3 (1.38%) Salesforce Service Cloud
5 2 (0.92%) Amazon EMR
5 2 (0.92%) Cloud Computing
5 2 (0.92%) Dropbox
5 2 (0.92%) Google Analytics
6 1 (0.46%) Adobe Analytics
6 1 (0.46%) Cortana Intelligence Suite
6 1 (0.46%) GitHub
6 1 (0.46%) Google Cloud Platform
6 1 (0.46%) Heroku
6 1 (0.46%) Slack
Communications & Networking
1 5 (2.29%) Broadband
2 2 (0.92%) Internet
3 1 (0.46%) Cisco Nexus
3 1 (0.46%) Firewall
3 1 (0.46%) IGMP
3 1 (0.46%) Multicast
3 1 (0.46%) Network Security
3 1 (0.46%) SNMP
3 1 (0.46%) Wireless
Database & Business Intelligence
1 44 (20.18%) SQL Server
2 41 (18.81%) Data Warehouse
3 25 (11.47%) Big Data
4 21 (9.63%) BusinessObjects
5 20 (9.17%) Relational Database
6 19 (8.72%) SQL Server Integration Services
7 17 (7.80%) Hadoop
7 17 (7.80%) QlikView
8 14 (6.42%) Power BI
8 14 (6.42%) SQL Server Reporting Services
9 13 (5.96%) MongoDB
10 12 (5.50%) NoSQL
11 11 (5.05%) Oracle Reports
12 9 (4.13%) Data Mining
13 7 (3.21%) SQL Server Analysis Services
14 6 (2.75%) OLAP
14 6 (2.75%) RDBMS
15 5 (2.29%) PostgreSQL
15 5 (2.29%) SQL Server 2014
15 5 (2.29%) SQL Server 2016
Development Applications
1 6 (2.75%) JIRA
2 4 (1.83%) Git (software)
2 4 (1.83%) Visual Studio
3 2 (0.92%) Jenkins
3 2 (0.92%) JUnit
3 2 (0.92%) Selenium
3 2 (0.92%) Subversion
4 1 (0.46%) Axure RP
4 1 (0.46%) Cucumber
4 1 (0.46%) ER Studio
4 1 (0.46%) ERwin
4 1 (0.46%) IntelliJ
4 1 (0.46%) Zephyr
General
1 105 (48.17%) Finance
2 24 (11.01%) Banking
3 12 (5.50%) Marketing
4 9 (4.13%) Back Office
5 8 (3.67%) Front Office
5 8 (3.67%) Retail
6 7 (3.21%) International Banking
7 5 (2.29%) Pharmaceutical
8 4 (1.83%) Advertising
8 4 (1.83%) Financial Institution
8 4 (1.83%) Telecoms
9 3 (1.38%) French Language
9 3 (1.38%) Games
9 3 (1.38%) Investment Banking
9 3 (1.38%) Publishing
9 3 (1.38%) Retail Finance
10 2 (0.92%) Retail Banking
11 1 (0.46%) Aerospace
11 1 (0.46%) Automotive
11 1 (0.46%) Electronics
Job Titles
1 94 (43.12%) Analyst
2 37 (16.97%) Developer
3 29 (13.30%) Data Analyst
4 26 (11.93%) Business Analyst
5 21 (9.63%) Data Scientist
6 13 (5.96%) Architect
6 13 (5.96%) Business Intelligence Analyst
6 13 (5.96%) Data Engineer
6 13 (5.96%) SQL Analyst
7 12 (5.50%) Consultant
7 12 (5.50%) Insurance Business Analyst
7 12 (5.50%) Senior Analyst
7 12 (5.50%) Systems Analyst
8 10 (4.59%) Business Intelligence Developer
9 9 (4.13%) Technical Analyst
10 8 (3.67%) Senior Data Scientist
11 7 (3.21%) Business Intelligence Architect
11 7 (3.21%) Data Consultant
11 7 (3.21%) Python Engineer
11 7 (3.21%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 13 (5.96%) Pandas
2 10 (4.59%) SciPy
3 8 (3.67%) .NET
3 8 (3.67%) HTML
3 8 (3.67%) NumPy
4 6 (2.75%) XML
5 5 (2.29%) CSS
5 5 (2.29%) Kafka
5 5 (2.29%) Natural Language Processing
6 4 (1.83%) ASP.NET
6 4 (1.83%) MDX
6 4 (1.83%) scikit-learn
7 3 (1.38%) .NET Framework
7 3 (1.38%) AngularJS
7 3 (1.38%) JDBC
7 3 (1.38%) NHibernate
7 3 (1.38%) Spring
8 2 (0.92%) COM
8 2 (0.92%) Hibernate
8 2 (0.92%) Web Services
Miscellaneous
1 67 (30.73%) Analytical Skills
2 27 (12.39%) Computer Science
3 24 (11.01%) Fintech
4 20 (9.17%) Algorithms
5 18 (8.26%) Data Structures
5 18 (8.26%) Management Information System
6 12 (5.50%) Reinsurance
7 11 (5.05%) Greenfield Project
8 10 (4.59%) Virtual Team
9 9 (4.13%) Analytical Mindset
9 9 (4.13%) Self-Motivation
10 8 (3.67%) Spread Betting
11 7 (3.21%) Derivative
12 6 (2.75%) User Experience
13 5 (2.29%) Hedge funds
13 5 (2.29%) Market Risk
13 5 (2.29%) Reference Data
13 5 (2.29%) Wiki
14 4 (1.83%) Foreign Exchange (FX)
14 4 (1.83%) Replication
Operating Systems
1 17 (7.80%) Unix
2 6 (2.75%) Windows
3 4 (1.83%) Windows Server
3 4 (1.83%) Windows Server 2012
4 3 (1.38%) Android
4 3 (1.38%) Linux
5 1 (0.46%) Apple iOS
5 1 (0.46%) CentOS
5 1 (0.46%) Red Hat Enterprise Linux
Processes & Methodologies
1 65 (29.82%) Agile Software Development
2 59 (27.06%) Business Intelligence
3 57 (26.15%) Analytics
4 47 (21.56%) Mathematics
5 42 (19.27%) ETL
6 40 (18.35%) Data Modelling
7 36 (16.51%) Data Science
7 36 (16.51%) Problem-Solving
8 26 (11.93%) Project Management
9 25 (11.47%) Data Management
9 25 (11.47%) Machine Learning
9 25 (11.47%) User Stories
10 24 (11.01%) Visualisation
11 22 (10.09%) Business Analysis
12 21 (9.63%) Scrum
13 20 (9.17%) CRM
14 19 (8.72%) SDLC
14 19 (8.72%) Statistics
14 19 (8.72%) User Acceptance Testing
15 18 (8.26%) Migration
Programming Languages
1 113 (51.83%) SQL
2 46 (21.10%) Python
3 26 (11.93%) R
4 19 (8.72%) VBA
5 18 (8.26%) Java
5 18 (8.26%) PL/SQL
5 18 (8.26%) T-SQL
6 13 (5.96%) C#
7 9 (4.13%) JavaScript
7 9 (4.13%) Shell Script
8 6 (2.75%) C++
8 6 (2.75%) VB
9 5 (2.29%) VB.NET
10 4 (1.83%) Data Analysis Expressions (DAX)
10 4 (1.83%) Scala
11 2 (0.92%) C
11 2 (0.92%) Java 8
11 2 (0.92%) Kotlin
11 2 (0.92%) PHP
12 1 (0.46%) Ruby
Qualifications
1 61 (27.98%) Degree
2 9 (4.13%) Security Cleared
3 8 (3.67%) PhD
4 6 (2.75%) PMI Certification
4 6 (2.75%) PMP
5 5 (2.29%) Computer Science Degree
5 5 (2.29%) PRINCE2 Practitioner
6 4 (1.83%) CISA
6 4 (1.83%) ISEB
6 4 (1.83%) ISTQB Foundation Certification
6 4 (1.83%) Master's Degree
7 3 (1.38%) Numerate Degree
8 2 (0.92%) ISTQB
8 2 (0.92%) MBA
8 2 (0.92%) MPhil
9 1 (0.46%) CISM
9 1 (0.46%) CISSP
9 1 (0.46%) CompTIA Security+
9 1 (0.46%) IIBA
9 1 (0.46%) SC Cleared
Quality Assurance & Compliance
1 26 (11.93%) Data Quality
2 16 (7.34%) QA
3 8 (3.67%) GDPR
4 6 (2.75%) PMO
5 2 (0.92%) COBIT
5 2 (0.92%) SLA
System Software
1 4 (1.83%) Docker
2 1 (0.46%) Apache Flume
2 1 (0.46%) HDFS
Systems Management
1 1 (0.46%) Ansible
1 1 (0.46%) Kubernetes
1 1 (0.46%) Opscode Chef
1 1 (0.46%) Oracle Enterprise Manager
1 1 (0.46%) Oracle RMAN
1 1 (0.46%) Puppet
1 1 (0.46%) Red Hat Satellite
1 1 (0.46%) Red Hat Spacewalk
1 1 (0.46%) Terraform
Vendors
1 38 (17.43%) Tableau
2 33 (15.14%) Microsoft
3 30 (13.76%) Oracle
4 18 (8.26%) SAP
5 11 (5.05%) Salesforce.com
6 10 (4.59%) Google
7 9 (4.13%) MicroStrategy
8 8 (3.67%) IBM
9 7 (3.21%) Cognos
10 6 (2.75%) Adobe
11 5 (2.29%) Facebook
12 4 (1.83%) Siebel
13 3 (1.38%) Sybase
14 2 (0.92%) Bloomberg
14 2 (0.92%) Canon
14 2 (0.92%) eSpeed
14 2 (0.92%) Hyperion
14 2 (0.92%) Marketo
14 2 (0.92%) Tradeweb
15 1 (0.46%) HubSpot