Period
to 18 August 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Central London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 18 August 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
London > Central London
6 months to
18 Aug 2019
Same period 2018 Same period 2017
Rank 24 23 28
Rank change year-on-year -1 +5 -7
Permanent jobs citing Analytical Skills 1,107 1,274 886
As % of all permanent IT jobs advertised in Central London 8.57% 8.98% 7.07%
As % of the Miscellaneous category 20.98% 21.18% 16.48%
Number of salaries quoted 957 1,132 783
Central London median annual salary £60,000 £60,000 £60,000
10th Percentile £33,750 £32,500 £31,500
90th Percentile £97,500 £87,500 £87,500
London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 Central London with a requirement for generic IT skills.

All Generic IT Skills
Central London
Permanent vacancies with a requirement for generic IT skills 5,276 6,014 5,375
As % of all permanent IT jobs advertised in Central London 40.83% 42.40% 42.91%
Number of salaries quoted 4,611 5,342 4,783
Central London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £36,250 £36,250 £35,000
90th Percentile £100,000 £94,250 £95,000
London median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +4.35%

Analytical Skills
Job Vacancy Trend in Central London

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

Job vacancy trend for Analytical Skills in Central London

Analytical Skills
Salary Trend in Central London

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

Salary trend for Analytical Skills in Central London

Analytical Skills
Salary Histogram in Central London

The salary distribution of IT jobs citing Analytical Skills in Central London over the 6 months to 18 August 2019.

Salary histogram for Analytical Skills in Central London

Analytical Skills
Job Locations in Central 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 Central London region over the 6 months to 18 August 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
City of London +1 914 £65,000 +8.33% 144
City of Westminster -3 17 £48,218 +25.24%
Camden -11 11 £55,000 +22.22%
West End of London -24 11 £55,000 +57.14%
Lambeth - 4 - -
Southwark -2 3 £50,000 -13.04%
Analytical Skills
London

For the 6 months to 18 August 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 Central London region with a requirement for Analytical Skills.

1 407 (36.77%) Problem-Solving
2 379 (34.24%) Finance
3 334 (30.17%) SQL
4 302 (27.28%) Agile Software Development
5 301 (27.19%) Degree
6 239 (21.59%) Analytics
7 226 (20.42%) Python
8 209 (18.88%) Business Intelligence
9 186 (16.80%) Java
10 171 (15.45%) Microsoft
11 159 (14.36%) Project Management
12 129 (11.65%) Marketing
13 128 (11.56%) Computer Science
13 128 (11.56%) JavaScript
14 123 (11.11%) SQL Server
15 118 (10.66%) Windows
16 112 (10.12%) Data Science
17 108 (9.76%) Power Platform
18 107 (9.67%) Decision-Making
18 107 (9.67%) Power BI
19 106 (9.58%) Management Information System
20 105 (9.49%) Amazon AWS
21 104 (9.39%) C#
22 98 (8.85%) Microsoft Azure
23 92 (8.31%) HTML
24 91 (8.22%) Stakeholder Management
25 90 (8.13%) R
26 89 (8.04%) Scrum
27 88 (7.95%) Big Data
28 87 (7.86%) Data Warehouse

Analytical Skills
Co-occurring IT Skills in Central 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 50 (4.52%) Apache Spark
2 35 (3.16%) Confluence
3 31 (2.80%) SharePoint
4 16 (1.45%) Apache
5 14 (1.26%) SharePoint 2010
6 10 (0.90%) MS Exchange
6 10 (0.90%) SAS
7 9 (0.81%) ArcGIS
8 6 (0.54%) Skype for Business
9 5 (0.45%) CMS
9 5 (0.45%) Exchange Server 2007
10 4 (0.36%) Elasticsearch
10 4 (0.36%) OpenStack
11 2 (0.18%) Apache Airflow
11 2 (0.18%) Apache Pig
11 2 (0.18%) EPiServer
11 2 (0.18%) IIS
12 1 (0.090%) Luigi
12 1 (0.090%) Tomcat
12 1 (0.090%) WordPress
Applications
1 76 (6.87%) Microsoft Excel
2 58 (5.24%) Microsoft Office
3 25 (2.26%) Microsoft PowerPoint
4 16 (1.45%) Microsoft Project
5 10 (0.90%) SPSS
6 9 (0.81%) Sketch
7 8 (0.72%) MS Visio
8 5 (0.45%) InVision
8 5 (0.45%) Marvel
8 5 (0.45%) Stata
9 4 (0.36%) Spreadsheet
10 3 (0.27%) Zeplin
11 1 (0.090%) Adobe Premiere
11 1 (0.090%) EViews
11 1 (0.090%) Photoshop
11 1 (0.090%) UXPin
Business Applications
1 16 (1.45%) Salesforce.com CRM
2 13 (1.17%) Dynamics CRM
2 13 (1.17%) Dynamics GP
3 9 (0.81%) NetSuite
4 4 (0.36%) Cognos Business Intelligence
4 4 (0.36%) SAP S/4HANA
5 3 (0.27%) Markit EDM
6 2 (0.18%) Dynamics AX
6 2 (0.18%) Eloqua
6 2 (0.18%) Oracle ERP
6 2 (0.18%) ReMetrica
6 2 (0.18%) Social Studio
6 2 (0.18%) thinkFolio
6 2 (0.18%) Towers Watson Igloo
7 1 (0.090%) Distributed Ledger
7 1 (0.090%) Oracle Payables
7 1 (0.090%) Payment Gateway
7 1 (0.090%) R3 Corda
7 1 (0.090%) SessionCam
7 1 (0.090%) Workfront
Cloud Services
1 108 (9.76%) Power Platform
2 105 (9.49%) Amazon AWS
3 98 (8.85%) Microsoft Azure
4 61 (5.51%) Office 365
5 28 (2.53%) Google Cloud Platform
5 28 (2.53%) SaaS
6 19 (1.72%) Heroku
7 14 (1.26%) Google Analytics
8 12 (1.08%) AWS CloudFormation
9 10 (0.90%) GitHub
10 9 (0.81%) Adobe Analytics
10 9 (0.81%) OneDrive
11 8 (0.72%) G Suite
11 8 (0.72%) SuccessFactors
12 7 (0.63%) Mimecast
13 6 (0.54%) IaaS
13 6 (0.54%) OpenDNS
13 6 (0.54%) PaaS
13 6 (0.54%) Salesforce Sales Cloud
14 5 (0.45%) Cloud Computing
Communications & Networking
1 43 (3.88%) Firewall
2 30 (2.71%) WAN
3 29 (2.62%) DNS
4 28 (2.53%) LAN
5 26 (2.35%) DHCP
5 26 (2.35%) Network Security
6 19 (1.72%) TCP/IP
7 18 (1.63%) VPN
8 16 (1.45%) Cisco ASA
8 16 (1.45%) Wireless
9 15 (1.36%) Internet
10 14 (1.26%) VLAN
11 13 (1.17%) VoIP
12 12 (1.08%) Wi-Fi
13 11 (0.99%) BGP
13 11 (0.99%) IP Telephony
13 11 (0.99%) VPLS
14 10 (0.90%) OSPF
15 9 (0.81%) SMTP
16 8 (0.72%) Skype
Database & Business Intelligence
1 123 (11.11%) SQL Server
2 107 (9.67%) Power BI
3 88 (7.95%) Big Data
4 87 (7.86%) Data Warehouse
5 65 (5.87%) SQL Server Reporting Services
6 63 (5.69%) NoSQL
7 53 (4.79%) SQL Server Analysis Services
8 50 (4.52%) PostgreSQL
9 44 (3.97%) QlikView
10 43 (3.88%) SQL Server Integration Services
11 39 (3.52%) Hadoop
12 33 (2.98%) MySQL
13 30 (2.71%) Relational Database
14 29 (2.62%) SQL Server 2012
15 20 (1.81%) Microsoft Analysis Services
16 17 (1.54%) MongoDB
17 16 (1.45%) GIS
17 16 (1.45%) Redis
18 14 (1.26%) Oracle Database
19 13 (1.17%) BusinessObjects
Development Applications
1 65 (5.87%) JIRA
2 46 (4.16%) Git (software)
3 26 (2.35%) Jenkins
4 23 (2.08%) Team Foundation Server
4 23 (2.08%) Visual Studio
5 13 (1.17%) Selenium
5 13 (1.17%) Visual Studio Team System
6 12 (1.08%) Hudson
7 9 (0.81%) Bitbucket
7 9 (0.81%) PyCharm
7 9 (0.81%) Subversion
7 9 (0.81%) Visual Studio Code
8 6 (0.54%) Atlassian Bamboo
9 4 (0.36%) Jasmine
9 4 (0.36%) SpecFlow
10 3 (0.27%) Cucumber
10 3 (0.27%) gulp
10 3 (0.27%) Maven
10 3 (0.27%) TeamCity
10 3 (0.27%) WebDriver
General
1 379 (34.24%) Finance
2 129 (11.65%) Marketing
3 76 (6.87%) Banking
4 56 (5.06%) Retail
5 53 (4.79%) Advertising
6 52 (4.70%) Telecoms
7 37 (3.34%) Legal
8 34 (3.07%) Public Sector
9 28 (2.53%) Law
10 20 (1.81%) Financial Institution
11 19 (1.72%) Games
12 18 (1.63%) Manufacturing
13 12 (1.08%) Front Office
14 9 (0.81%) Investment Banking
14 9 (0.81%) Local Government
15 5 (0.45%) Automotive
15 5 (0.45%) Police
16 4 (0.36%) Publishing
17 3 (0.27%) German Language
17 3 (0.27%) Pharmaceutical
Job Titles
1 279 (25.20%) Analyst
2 166 (15.00%) Developer
3 83 (7.50%) Business Analyst
4 65 (5.87%) Consultant
5 58 (5.24%) Architect
6 57 (5.15%) Data Analyst
7 50 (4.52%) Senior Developer
8 48 (4.34%) Java Developer
9 40 (3.61%) Data Scientist
10 36 (3.25%) Administrator
11 35 (3.16%) Data Engineer
12 33 (2.98%) Senior Analyst
13 32 (2.89%) Support Analyst
14 30 (2.71%) Insurance Business Analyst
15 29 (2.62%) Solutions Architect
16 28 (2.53%) Graduate
17 27 (2.44%) Junior
18 25 (2.26%) Business Intelligence Developer
18 25 (2.26%) Lead Developer
18 25 (2.26%) SQL Analyst
Libraries, Frameworks & Software Standards
1 92 (8.31%) HTML
2 73 (6.59%) .NET
3 70 (6.32%) CSS
4 41 (3.70%) Node.js
5 37 (3.34%) AngularJS
6 34 (3.07%) Kafka
7 32 (2.89%) React
8 27 (2.44%) XML
9 25 (2.26%) REST
10 24 (2.17%) Web Services
11 23 (2.08%) RESTful
11 23 (2.08%) Spring
12 20 (1.81%) HTML5
12 20 (1.81%) jQuery
12 20 (1.81%) JSON
13 16 (1.45%) Natural Language Processing
13 16 (1.45%) scikit-learn
13 16 (1.45%) Vue.js
14 14 (1.26%) Elastic Stack
14 14 (1.26%) Spring Boot
Miscellaneous
1 106 (9.58%) Management Information System
2 61 (5.51%) User Experience
3 53 (4.79%) Algorithms
4 50 (4.52%) Reinsurance
5 38 (3.43%) Data Structures
6 37 (3.34%) Self-Motivation
7 30 (2.71%) Mobile App
8 22 (1.99%) Analytical Mindset
9 18 (1.63%) Fixed Income
10 17 (1.54%) PMI
11 16 (1.45%) Public Cloud
11 16 (1.45%) Virtual Team
12 15 (1.36%) Greenfield Project
12 15 (1.36%) Replication
12 15 (1.36%) Video Conferencing
13 14 (1.26%) Linux Command Line
14 13 (1.17%) Foreign Exchange (FX)
15 12 (1.08%) Enterprise Software
15 12 (1.08%) Private Cloud
16 11 (0.99%) Equities
Operating Systems
1 118 (10.66%) Windows
2 76 (6.87%) Linux
3 54 (4.88%) Unix
4 33 (2.98%) Android
5 32 (2.89%) Windows Server
6 20 (1.81%) Apple iOS
7 19 (1.72%) Mac OS
8 17 (1.54%) Windows 10
8 17 (1.54%) Windows 7
8 17 (1.54%) Windows Server 2012
9 9 (0.81%) Red Hat Enterprise Linux
10 6 (0.54%) AIX
10 6 (0.54%) Solaris
11 5 (0.45%) Windows 8
12 3 (0.27%) Mac OS X
13 2 (0.18%) Ubuntu
13 2 (0.18%) Windows Server 2008
Processes & Methodologies
1 407 (36.77%) Problem-Solving
2 302 (27.28%) Agile Software Development
3 239 (21.59%) Analytics
4 209 (18.88%) Business Intelligence
5 159 (14.36%) Project Management
6 128 (11.56%) Computer Science
7 112 (10.12%) Data Science
8 107 (9.67%) Decision-Making
9 91 (8.22%) Stakeholder Management
10 89 (8.04%) Scrum
11 83 (7.50%) DevOps
11 83 (7.50%) Fintech
12 81 (7.32%) Machine Learning
13 78 (7.05%) Mathematics
13 78 (7.05%) Visualisation
14 76 (6.87%) SDLC
15 74 (6.68%) CRM
15 74 (6.68%) Software Engineering
16 70 (6.32%) Data Analytics
17 66 (5.96%) ITIL
Programming Languages
1 334 (30.17%) SQL
2 226 (20.42%) Python
3 186 (16.80%) Java
4 128 (11.56%) JavaScript
5 104 (9.39%) C#
6 90 (8.13%) R
7 55 (4.97%) Scala
8 51 (4.61%) C++
9 43 (3.88%) T-SQL
10 36 (3.25%) C
11 35 (3.16%) PowerShell
12 30 (2.71%) TypeScript
13 26 (2.35%) Bash Shell
14 21 (1.90%) Data Analysis Expressions (DAX)
15 20 (1.81%) Java 8
16 18 (1.63%) VBA
17 11 (0.99%) Perl
17 11 (0.99%) VB.NET
18 10 (0.90%) VB
19 9 (0.81%) Ruby
Qualifications
1 301 (27.19%) Degree
2 50 (4.52%) Computer Science Degree
3 38 (3.43%) Master's Degree
4 27 (2.44%) PMI Certification
5 22 (1.99%) PMP
6 20 (1.81%) PRINCE2 Certification
7 18 (1.63%) HND
8 16 (1.45%) PhD
9 13 (1.17%) Cisco Certification
10 12 (1.08%) CCNP
11 11 (0.99%) CISA
12 10 (0.90%) Microsoft Certification
12 10 (0.90%) Security Cleared
13 7 (0.63%) ISEB
13 7 (0.63%) ISTQB
13 7 (0.63%) ITIL Certification
14 6 (0.54%) CCIE
14 6 (0.54%) DV Cleared
14 6 (0.54%) Numerate Degree
14 6 (0.54%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 49 (4.43%) Data Quality
2 43 (3.88%) QA
3 17 (1.54%) ISO/IEC 27001
4 16 (1.45%) PMO
5 15 (1.36%) SLA
6 12 (1.08%) COBIT
7 10 (0.90%) GDPR
8 8 (0.72%) Solvency II
9 5 (0.45%) PSD2
10 4 (0.36%) NIST
11 3 (0.27%) Actionable Recommendations
11 3 (0.27%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 3 (0.27%) PCI DSS
12 2 (0.18%) Cyber Essentials
12 2 (0.18%) Cyber Essentials PLUS
13 1 (0.090%) ISO 22301
13 1 (0.090%) Sarbanes-Oxley
System Software
1 66 (5.96%) Active Directory
2 60 (5.42%) Docker
3 37 (3.34%) VMware Infrastructure
4 7 (0.63%) Virtual Machines
4 7 (0.63%) VMware Workstation
4 7 (0.63%) XenApp
5 6 (0.54%) Hyper-V
5 6 (0.54%) Oracle RAC
6 4 (0.36%) KVM
6 4 (0.36%) vSphere
6 4 (0.36%) Xen
7 2 (0.18%) ProxySG
8 1 (0.090%) Apache Flume
8 1 (0.090%) Firmware
8 1 (0.090%) HDFS
8 1 (0.090%) Virtual Desktop
8 1 (0.090%) VMware ESXi
Systems Management
1 27 (2.44%) Kubernetes
2 21 (1.90%) Ansible
3 20 (1.81%) Terraform
4 19 (1.72%) Opscode Chef
4 19 (1.72%) Puppet
5 12 (1.08%) Consul
6 11 (0.99%) SCCM
7 5 (0.45%) Enterprise Manager Cloud Control
8 4 (0.36%) FortiGate
9 3 (0.27%) Backup Exec
9 3 (0.27%) HP Quality Center
9 3 (0.27%) Single Sign-On
9 3 (0.27%) vCenter Server
10 2 (0.18%) Cisco Prime
10 2 (0.18%) Failover Clustering
10 2 (0.18%) Grafana
10 2 (0.18%) Jamf Pro
10 2 (0.18%) Kibana
10 2 (0.18%) logstash
10 2 (0.18%) Nessus
Vendors
1 171 (15.45%) Microsoft
2 83 (7.50%) Tableau
3 79 (7.14%) Salesforce.com
4 62 (5.60%) Oracle
5 43 (3.88%) VMware
6 38 (3.43%) Google
7 26 (2.35%) Atlassian
8 25 (2.26%) Cisco
8 25 (2.26%) SAP
9 24 (2.17%) Veeam
10 21 (1.90%) Citrix
11 19 (1.72%) Juniper
11 19 (1.72%) Workday
12 16 (1.45%) IFS
13 15 (1.36%) HP
14 14 (1.26%) Ivanti
15 13 (1.17%) CheckPoint
16 12 (1.08%) Adobe
17 11 (0.99%) MicroStrategy
18 9 (0.81%) Alteryx