Period
to 25 March 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in the City of London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 25 March 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
Central London > City of London
6 months to
25 Mar 2019
Same period 2018 Same period 2017
Rank 33 27 20
Rank change year-on-year -6 -7 -4
Permanent jobs citing Analytical Skills 754 829 868
As % of all permanent IT jobs advertised in the City of London 7.30% 7.81% 8.45%
As % of the Miscellaneous category 16.04% 16.87% 17.97%
Number of salaries quoted 668 705 810
City of London median annual salary £60,000 £57,500 £60,000
Median salary % change year-on-year +4.35% -4.17% +9.09%
10th Percentile £31,250 £33,750 £31,250
90th Percentile £96,250 £95,000 £110,000
Central London median annual salary £60,000 £55,000 £59,500
% change year-on-year +9.09% -7.56% +8.18%

Analytical Skills is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
City of London
Permanent vacancies with a requirement for generic IT skills 4,702 4,915 4,829
As % of all permanent IT jobs advertised in the City of London 45.50% 46.28% 47.02%
Number of salaries quoted 4,166 4,344 4,421
City of London median annual salary £67,500 £62,500 £60,000
Median salary % change year-on-year +8.00% +4.17% +4.35%
10th Percentile £40,000 £37,500 £33,250
90th Percentile £97,500 £97,500 £95,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

Analytical Skills
Job Vacancy Trend in the City of London

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

Job vacancy trend for Analytical Skills in the City of London

Analytical Skills
Salary Trend in the City of London

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

Salary trend for Analytical Skills in the City of London

Analytical Skills
Salary Histogram in the City of London

The salary distribution of IT jobs citing Analytical Skills in the City of London over the 6 months to 25 March 2019.

Salary histogram for Analytical Skills in the City of London

Analytical Skills
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 Analytical Skills within the City of London region over the 6 months to 25 March 2019. 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 £57,500 +6.98%
Analytical Skills
Central London

For the 6 months to 25 March 2019, IT jobs citing Analytical Skills 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 Analytical Skills.

1 335 (44.43%) Problem-Solving
2 332 (44.03%) Finance
3 250 (33.16%) SQL
4 196 (25.99%) Agile Software Development
5 161 (21.35%) Analytics
6 147 (19.50%) Microsoft
7 135 (17.90%) Python
8 131 (17.37%) Degree
9 115 (15.25%) Java
10 101 (13.40%) Project Management
11 100 (13.26%) Banking
12 91 (12.07%) Linux
13 87 (11.54%) C#
14 86 (11.41%) Business Intelligence
15 81 (10.74%) Windows
16 78 (10.34%) Microsoft Excel
17 74 (9.81%) Computer Science
18 70 (9.28%) Data Warehouse
18 70 (9.28%) Data Science
19 69 (9.15%) JavaScript
20 68 (9.02%) SQL Server
21 63 (8.36%) Marketing
22 61 (8.09%) QA
23 60 (7.96%) Microsoft Azure
24 59 (7.82%) .NET
25 56 (7.43%) C
26 55 (7.29%) Amazon AWS
26 55 (7.29%) SDLC
26 55 (7.29%) Decision-Making
27 54 (7.16%) Stakeholder Management

Analytical Skills
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 34 (4.51%) SharePoint
2 26 (3.45%) Apache Spark
3 15 (1.99%) Cloud Foundry
4 12 (1.59%) SAS
5 11 (1.46%) Apache
6 10 (1.33%) Elasticsearch
7 8 (1.06%) Confluence
7 8 (1.06%) MS Exchange
8 6 (0.80%) CMS
8 6 (0.80%) SharePoint 2010
9 3 (0.40%) Jupyter
10 2 (0.27%) ArcGIS
10 2 (0.27%) Exchange Server 2003
10 2 (0.27%) Marvel
10 2 (0.27%) Tomcat
11 1 (0.13%) Apache Airflow
11 1 (0.13%) Apache Pig
11 1 (0.13%) BizTalk Server
11 1 (0.13%) Exchange Server 2013
11 1 (0.13%) JBoss
Applications
1 78 (10.34%) Microsoft Excel
2 47 (6.23%) Microsoft PowerPoint
3 46 (6.10%) Microsoft Office
4 27 (3.58%) MS Visio
5 21 (2.79%) Microsoft Project
6 5 (0.66%) Spreadsheet
7 2 (0.27%) InVision
8 1 (0.13%) Adobe Illustrator
8 1 (0.13%) GNU Octave
8 1 (0.13%) Photoshop
8 1 (0.13%) UserZoom
Business Applications
1 9 (1.19%) NetSuite
2 6 (0.80%) Dynamics GP
3 4 (0.53%) SessionCam
4 3 (0.40%) Dynamics CRM
4 3 (0.40%) Salesforce.com CRM
5 2 (0.27%) Endur
5 2 (0.27%) ReMetrica
5 2 (0.27%) Sonata
5 2 (0.27%) thinkFolio
5 2 (0.27%) Towers Watson Igloo
6 1 (0.13%) Adobe Campaign
6 1 (0.13%) Magento
6 1 (0.13%) Workday HCM
6 1 (0.13%) Workfront
Cloud Services
1 60 (7.96%) Microsoft Azure
2 55 (7.29%) Amazon AWS
3 28 (3.71%) Office 365
4 22 (2.92%) GitHub
5 19 (2.52%) Google Cloud Platform
6 16 (2.12%) SaaS
7 15 (1.99%) Azure Data Factory
8 14 (1.86%) Google Analytics
9 11 (1.46%) Adobe Analytics
9 11 (1.46%) Azure Active Directory
10 10 (1.33%) Serverless
11 9 (1.19%) Amazon CloudWatch
11 9 (1.19%) Azure Functions
12 8 (1.06%) AWS CloudFormation
12 8 (1.06%) Heroku
12 8 (1.06%) NuGet
13 6 (0.80%) Cloud Computing
14 3 (0.40%) Amazon S3
14 3 (0.40%) Data Lake Analytics
15 2 (0.27%) Adobe Creative Cloud
Communications & Networking
1 44 (5.84%) Firewall
2 36 (4.77%) WAN
3 33 (4.38%) BGP
3 33 (4.38%) Network Security
3 33 (4.38%) OSPF
4 31 (4.11%) NetScaler
5 30 (3.98%) Cisco ASA
5 30 (3.98%) MPLS
5 30 (3.98%) VPN
6 28 (3.71%) Cisco Nexus
7 27 (3.58%) Cisco IOS
7 27 (3.58%) F5 BIG-IP GTM
7 27 (3.58%) F5 BIG-IP LTM
7 27 (3.58%) NX-OS
7 27 (3.58%) VPLS
8 11 (1.46%) VoIP
9 10 (1.33%) DNS
10 8 (1.06%) Internet
10 8 (1.06%) LAN
10 8 (1.06%) PBX
Database & Business Intelligence
1 70 (9.28%) Data Warehouse
2 68 (9.02%) SQL Server
3 51 (6.76%) Big Data
4 49 (6.50%) Power BI
5 35 (4.64%) SQL Server Reporting Services
6 33 (4.38%) SQL Server Integration Services
7 25 (3.32%) Hadoop
7 25 (3.32%) NoSQL
8 24 (3.18%) SQL Server Analysis Services
9 16 (2.12%) Relational Database
10 15 (1.99%) MarkLogic
10 15 (1.99%) QlikView
10 15 (1.99%) Redis
11 13 (1.72%) Flink
12 12 (1.59%) Oracle Database
13 10 (1.33%) Apache Cassandra
13 10 (1.33%) Data Lake
13 10 (1.33%) MongoDB
13 10 (1.33%) MySQL
13 10 (1.33%) PostgreSQL
Development Applications
1 48 (6.37%) Team Foundation Server
2 45 (5.97%) JIRA
3 41 (5.44%) Jenkins
4 24 (3.18%) Git (software)
5 23 (3.05%) Visual Studio
6 22 (2.92%) TeamCity
7 18 (2.39%) Selenium
8 17 (2.25%) Octopus Deploy
9 16 (2.12%) Maven
10 10 (1.33%) Sonatype Nexus
11 9 (1.19%) Subversion
11 9 (1.19%) tSQLt
12 7 (0.93%) SpecFlow
13 6 (0.80%) Eclipse
13 6 (0.80%) Visual Studio Team System
13 6 (0.80%) Visual Website Optimizer
13 6 (0.80%) WebDriver
14 5 (0.66%) Hudson
15 3 (0.40%) Atlassian Bamboo
15 3 (0.40%) SoapUI
General
1 332 (44.03%) Finance
2 100 (13.26%) Banking
3 63 (8.36%) Marketing
4 47 (6.23%) Advertising
5 34 (4.51%) Retail
6 21 (2.79%) Back Office
7 20 (2.65%) Telecoms
8 16 (2.12%) Front Office
9 13 (1.72%) Legal
10 10 (1.33%) Financial Institution
11 7 (0.93%) Automotive
11 7 (0.93%) Investment Banking
11 7 (0.93%) Retail Banking
12 6 (0.80%) Games
12 6 (0.80%) Law
13 4 (0.53%) Publishing
14 3 (0.40%) German Language
14 3 (0.40%) Prime Brokerage
14 3 (0.40%) Synthetic Prime Brokerage
15 2 (0.27%) Spanish Language
Job Titles
1 225 (29.84%) Analyst
2 127 (16.84%) Developer
3 81 (10.74%) Business Analyst
4 45 (5.97%) Java Developer
5 43 (5.70%) Infrastructure Engineer
6 35 (4.64%) Network Engineer
7 33 (4.38%) Consultant
7 33 (4.38%) Data Analyst
8 31 (4.11%) Support Analyst
9 29 (3.85%) Architect
9 29 (3.85%) Data Engineer
10 28 (3.71%) Network Security Engineer
10 28 (3.71%) Security Engineer
11 27 (3.58%) Senior Infrastructure Engineer
12 26 (3.45%) Infrastructure Security Engineer
12 26 (3.45%) Insurance Business Analyst
12 26 (3.45%) Network Infrastructure Engineer
12 26 (3.45%) Senior Network Engineer
12 26 (3.45%) Senior Network Security Engineer
12 26 (3.45%) Senior Security Engineer
Libraries, Frameworks & Software Standards
1 59 (7.82%) .NET
2 44 (5.84%) HTML
3 43 (5.70%) Kafka
4 28 (3.71%) CSS
4 28 (3.71%) Spring
5 21 (2.79%) AngularJS
6 18 (2.39%) React
7 17 (2.25%) REST
7 17 (2.25%) Spring Boot
8 16 (2.12%) Node.js
9 15 (1.99%) Elastic Stack
9 15 (1.99%) Spring Cloud
10 14 (1.86%) Redux
11 13 (1.72%) Apache Avro
11 13 (1.72%) JAX-RS
12 12 (1.59%) Natural Language Processing
13 11 (1.46%) ASP.NET
13 11 (1.46%) ASP.NET MVC
13 11 (1.46%) Web Services
14 10 (1.33%) .NET Framework
Miscellaneous
1 48 (6.37%) Fintech
2 39 (5.17%) Reinsurance
3 37 (4.91%) Self-Motivation
4 33 (4.38%) Data Structures
5 31 (4.11%) Management Information System
6 30 (3.98%) Algorithms
6 30 (3.98%) User Experience
7 25 (3.32%) Cloud Native
8 21 (2.79%) Enterprise Software
9 13 (1.72%) Analytical Mindset
9 13 (1.72%) Virtual Team
10 12 (1.59%) Hedge funds
10 12 (1.59%) PMI
11 11 (1.46%) Clustering
12 9 (1.19%) Mobile App
13 7 (0.93%) Fixed Income
13 7 (0.93%) Greenfield Project
13 7 (0.93%) Replication
13 7 (0.93%) Robotics
14 5 (0.66%) Taxonomies
Operating Systems
1 91 (12.07%) Linux
2 81 (10.74%) Windows
3 31 (4.11%) Red Hat Enterprise Linux
4 27 (3.58%) Windows Server
5 24 (3.18%) Unix
6 17 (2.25%) Windows 10
7 9 (1.19%) Android
7 9 (1.19%) Windows 7
8 8 (1.06%) Ubuntu
9 7 (0.93%) Windows Server 2008
10 6 (0.80%) Apple iOS
11 5 (0.66%) Amazon Linux
12 4 (0.53%) Mac OS
13 2 (0.27%) Mac OS X
13 2 (0.27%) Windows 8
13 2 (0.27%) Windows Server 2012
14 1 (0.13%) Windows Server 2003
Processes & Methodologies
1 335 (44.43%) Problem-Solving
2 196 (25.99%) Agile Software Development
3 161 (21.35%) Analytics
4 101 (13.40%) Project Management
5 86 (11.41%) Business Intelligence
6 74 (9.81%) Computer Science
7 70 (9.28%) Data Science
8 55 (7.29%) Decision-Making
8 55 (7.29%) SDLC
9 54 (7.16%) Scrum
9 54 (7.16%) Stakeholder Management
10 53 (7.03%) Business Analysis
10 53 (7.03%) Data Modelling
11 51 (6.76%) Mathematics
12 49 (6.50%) Software Engineering
13 48 (6.37%) Visualisation
14 47 (6.23%) Test Automation
14 47 (6.23%) Time Management
15 46 (6.10%) Machine Learning
15 46 (6.10%) TDD
Programming Languages
1 250 (33.16%) SQL
2 135 (17.90%) Python
3 115 (15.25%) Java
4 87 (11.54%) C#
5 69 (9.15%) JavaScript
6 56 (7.43%) C
7 49 (6.50%) C++
8 40 (5.31%) T-SQL
9 33 (4.38%) PowerShell
9 33 (4.38%) R
10 24 (3.18%) Go
11 18 (2.39%) Bash Shell
11 18 (2.39%) Java 8
11 18 (2.39%) Perl
11 18 (2.39%) VBA
12 12 (1.59%) Shell Script
12 12 (1.59%) VB.NET
13 11 (1.46%) Objective-C
14 10 (1.33%) Haskell
14 10 (1.33%) TypeScript
Qualifications
1 131 (17.37%) Degree
2 34 (4.51%) Cisco Certification
3 32 (4.24%) CCNP
4 29 (3.85%) PMI Certification
5 28 (3.71%) CCIE
6 26 (3.45%) CCIE Security
6 26 (3.45%) PMP
7 15 (1.99%) ISEB
8 14 (1.86%) Microsoft Certification
8 14 (1.86%) Security Cleared
9 13 (1.72%) CISA
10 11 (1.46%) PgMP
10 11 (1.46%) PRINCE2 Certification
11 10 (1.33%) Computer Science Degree
11 10 (1.33%) HND
11 10 (1.33%) PhD
12 7 (0.93%) DV Cleared
13 6 (0.80%) CISM
13 6 (0.80%) MCSA
14 5 (0.66%) A+ Certification
Quality Assurance & Compliance
1 61 (8.09%) QA
2 24 (3.18%) Data Quality
3 15 (1.99%) PMO
4 9 (1.19%) Actionable Recommendations
4 9 (1.19%) COBIT
5 5 (0.66%) GDPR
5 5 (0.66%) SLA
5 5 (0.66%) Solvency II
6 3 (0.40%) ISO/IEC 27001
7 2 (0.27%) IFRS
7 2 (0.27%) ISO 22301
7 2 (0.27%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 1 (0.13%) ISO 20022
8 1 (0.13%) SEPA
System Software
1 39 (5.17%) Active Directory
2 33 (4.38%) Docker
3 23 (3.05%) VMware Infrastructure
4 13 (1.72%) Apache ZooKeeper
4 13 (1.72%) HDFS
5 7 (0.93%) Oracle RAC
6 5 (0.66%) Hyper-V
6 5 (0.66%) XenApp
7 4 (0.53%) VMware Workstation
8 2 (0.27%) VMware ESXi
9 1 (0.13%) Apache Flume
9 1 (0.13%) BitLocker
9 1 (0.13%) Microsoft App-V
9 1 (0.13%) VMware NSX
9 1 (0.13%) XenDesktop
Systems Management
1 21 (2.79%) Puppet
2 19 (2.52%) Ansible
3 10 (1.33%) Kubernetes
3 10 (1.33%) Opscode Chef
4 9 (1.19%) Kibana
4 9 (1.19%) logstash
5 8 (1.06%) Grafana
6 7 (0.93%) Enterprise Manager Cloud Control
6 7 (0.93%) SCCM
7 4 (0.53%) Backup Exec
8 3 (0.40%) HP Quality Center
9 2 (0.27%) Automic
9 2 (0.27%) Control-M
9 2 (0.27%) Jamf Pro
9 2 (0.27%) Mesos
9 2 (0.27%) SCOrch
9 2 (0.27%) vRealize
9 2 (0.27%) vRealize Orchestrator
10 1 (0.13%) Perfmon
10 1 (0.13%) Terraform
Vendors
1 147 (19.50%) Microsoft
2 43 (5.70%) Cisco
3 42 (5.57%) Tableau
4 32 (4.24%) CheckPoint
5 31 (4.11%) Google
5 31 (4.11%) Salesforce.com
6 28 (3.71%) Oracle
7 27 (3.58%) F5
7 27 (3.58%) Juniper
8 26 (3.45%) VMware
9 17 (2.25%) Citrix
10 16 (2.12%) Red Hat
11 15 (1.99%) Cognizant
12 14 (1.86%) Adobe
13 11 (1.46%) HP
14 10 (1.33%) Sybase
15 9 (1.19%) Infragistics
16 8 (1.06%) SAP
16 8 (1.06%) TOWER Software
17 7 (0.93%) Reuters