Period
to 12 November 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 12 November 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
12 Nov 2019
Same period 2018 Same period 2017
Rank 29 25 21
Rank change year-on-year -4 -4 +2
Permanent jobs citing Analytical Skills 4,249 5,514 7,503
As % of all permanent IT jobs advertised in London 7.76% 8.25% 10.03%
As % of the Miscellaneous category 18.53% 19.46% 22.12%
Number of salaries quoted 3,118 3,975 3,934
London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £32,000 £31,250 £31,250
90th Percentile £95,000 £92,500 £90,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 London with a requirement for generic IT skills.

All Generic IT Skills
London
Permanent vacancies with a requirement for generic IT skills 22,929 28,332 33,917
As % of all permanent IT jobs advertised in London 41.89% 42.40% 45.32%
Number of salaries quoted 17,828 22,129 23,832
London median annual salary £65,000 £65,000 £60,000
Median salary % change year-on-year - +8.33% -
10th Percentile £35,500 £35,000 £35,000
90th Percentile £105,000 £97,500 £93,750
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Analytical Skills
Job Vacancy Trend in London

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

Job vacancy trend for Analytical Skills in London

Analytical Skills
Salary Trend in London

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

Salary trend for Analytical Skills in London

Analytical Skills
Salary Histogram in London

The salary distribution of IT jobs citing Analytical Skills in London over the 6 months to 12 November 2019.

Salary histogram for Analytical Skills in London

Analytical Skills
Job Locations in 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 London region over the 6 months to 12 November 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
Central London -2 1,013 £60,000 - 142
West London +13 267 £55,000 +10.00% 90
South London -16 112 £48,000 +6.67% 18
East London +20 56 £55,000 +22.22% 29
North London +7 37 £50,000 -9.09% 7
Analytical Skills
England

For the 6 months to 12 November 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 London region with a requirement for Analytical Skills.

1 1,673 (39.37%) Problem-Solving
2 1,368 (32.20%) Agile Software Development
3 1,281 (30.15%) Finance
4 1,134 (26.69%) SQL
5 937 (22.05%) Degree
6 835 (19.65%) Analytics
7 788 (18.55%) Python
8 612 (14.40%) Microsoft
9 601 (14.14%) Business Intelligence
10 529 (12.45%) Java
11 486 (11.44%) Azure
12 477 (11.23%) Computer Science
13 469 (11.04%) AWS
14 458 (10.78%) Banking
15 443 (10.43%) Data Science
16 437 (10.28%) DevOps
17 424 (9.98%) Stakeholder Management
18 413 (9.72%) JavaScript
18 413 (9.72%) Decision-Making
19 412 (9.70%) SQL Server
20 408 (9.60%) Marketing
21 395 (9.30%) Project Management
22 388 (9.13%) C#
23 363 (8.54%) Microsoft Excel
24 351 (8.26%) Scrum
25 337 (7.93%) Windows
26 333 (7.84%) Mathematics
27 330 (7.77%) Visualisation
28 327 (7.70%) R
29 326 (7.67%) Machine Learning

Analytical Skills
Co-occurring IT Skills in 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
1 192 (4.52%) Apache Spark
2 117 (2.75%) Confluence
3 109 (2.57%) SharePoint
4 63 (1.48%) CMS
5 61 (1.44%) Apache
6 51 (1.20%) SAS
7 35 (0.82%) IIS
8 33 (0.78%) Oracle SOA Suite
9 32 (0.75%) Elasticsearch
10 26 (0.61%) Apache Airflow
11 22 (0.52%) Tomcat
12 21 (0.49%) EPiServer
13 19 (0.45%) Adobe Experience Manager
13 19 (0.45%) Skype for Business
14 16 (0.38%) MS Exchange
14 16 (0.38%) WebSphere
15 15 (0.35%) Apache Pig
15 15 (0.35%) WebLogic
16 12 (0.28%) ArcGIS
16 12 (0.28%) BizTalk Server
Applications
1 363 (8.54%) Microsoft Excel
2 213 (5.01%) Microsoft Office
3 94 (2.21%) Microsoft PowerPoint
4 62 (1.46%) MS Visio
5 52 (1.22%) Microsoft Project
6 43 (1.01%) SPSS
7 34 (0.80%) Spreadsheet
8 22 (0.52%) Sketch
9 17 (0.40%) InVision
10 14 (0.33%) Chatbot
11 11 (0.26%) Zeplin
12 10 (0.24%) Marvel
13 9 (0.21%) Stata
14 7 (0.16%) Photoshop
15 4 (0.094%) Adobe Premiere
15 4 (0.094%) Adobe XD
16 3 (0.071%) GNU Octave
16 3 (0.071%) SPSS Modeler
17 2 (0.047%) EViews
17 2 (0.047%) OmniGraffle
Business Applications
1 44 (1.04%) Dynamics CRM
2 28 (0.66%) Dynamics AX
3 21 (0.49%) Salesforce.com CRM
4 17 (0.40%) SAP S/4HANA
5 16 (0.38%) NetSuite
6 11 (0.26%) HFM
7 8 (0.19%) Documaker
7 8 (0.19%) Dynamics GP
7 8 (0.19%) Oracle BPM
8 7 (0.16%) Eloqua
8 7 (0.16%) Payment Gateway
9 6 (0.14%) Markit EDM
9 6 (0.14%) SAP Hybris
9 6 (0.14%) SAP Oil and Gas
10 5 (0.12%) PolarLake
10 5 (0.12%) R3 Corda
10 5 (0.12%) SAP FI
10 5 (0.12%) Workday HCM
11 4 (0.094%) Distributed Ledger
11 4 (0.094%) SAP Payroll
Cloud Services
1 486 (11.44%) Azure
2 469 (11.04%) AWS
3 277 (6.52%) Power Platform
4 179 (4.21%) Office 365
5 169 (3.98%) GCP
6 126 (2.97%) PaaS
6 126 (2.97%) SaaS
7 89 (2.09%) Google Analytics
8 65 (1.53%) Cloud Computing
9 47 (1.11%) Dynamics 365
9 47 (1.11%) Salesforce Service Cloud
10 36 (0.85%) Amazon S3
11 33 (0.78%) IaaS
12 32 (0.75%) Serverless
13 31 (0.73%) Adobe Analytics
13 31 (0.73%) GitHub
14 29 (0.68%) PowerApps
15 28 (0.66%) AWS CloudFormation
15 28 (0.66%) Azure Active Directory
16 26 (0.61%) Salesforce Sales Cloud
Communications & Networking
1 121 (2.85%) Firewall
2 96 (2.26%) Internet
3 90 (2.12%) LAN
4 86 (2.02%) TCP/IP
5 79 (1.86%) DNS
5 79 (1.86%) WAN
6 74 (1.74%) Network Security
7 61 (1.44%) DHCP
8 38 (0.89%) HTTP
9 37 (0.87%) VPN
10 36 (0.85%) FTP
11 35 (0.82%) Wireless
12 25 (0.59%) Skype
13 24 (0.56%) VLAN
14 22 (0.52%) HTTPS
14 22 (0.52%) VoIP
15 18 (0.42%) BGP
16 17 (0.40%) Cisco Nexus
17 16 (0.38%) OSPF
17 16 (0.38%) Wi-Fi
Database & Business Intelligence
1 412 (9.70%) SQL Server
2 314 (7.39%) Big Data
3 302 (7.11%) Data Warehouse
4 262 (6.17%) Power BI
5 224 (5.27%) Hadoop
6 154 (3.62%) SQL Server Integration Services
7 137 (3.22%) NoSQL
7 137 (3.22%) Relational Database
8 136 (3.20%) SQL Server Reporting Services
9 124 (2.92%) SQL Server Analysis Services
10 107 (2.52%) PostgreSQL
11 82 (1.93%) Apache Hive
12 77 (1.81%) Data Mining
13 73 (1.72%) MySQL
14 66 (1.55%) QlikView
15 60 (1.41%) BigQuery
16 59 (1.39%) BusinessObjects
17 54 (1.27%) Amazon Redshift
18 51 (1.20%) Blockchain
19 49 (1.15%) Azure SQL Database
Development Applications
1 285 (6.71%) JIRA
2 238 (5.60%) Git (software)
3 112 (2.64%) Jenkins
4 106 (2.49%) Selenium
5 65 (1.53%) Cucumber
6 63 (1.48%) Visual Studio
7 45 (1.06%) Team Foundation Server
8 38 (0.89%) Atlassian Bamboo
9 35 (0.82%) Bitbucket
10 34 (0.80%) JUnit
11 27 (0.64%) HP UFT
11 27 (0.64%) Maven
11 27 (0.64%) SpecFlow
12 25 (0.59%) Appium
13 24 (0.56%) Visual Studio Team System
13 24 (0.56%) WebDriver
14 23 (0.54%) Bitbucket Server
14 23 (0.54%) webpack
15 22 (0.52%) Subversion
16 20 (0.47%) NUnit
General
1 1,281 (30.15%) Finance
2 458 (10.78%) Banking
3 408 (9.60%) Marketing
4 230 (5.41%) Retail
5 120 (2.82%) Telecoms
6 109 (2.57%) Front Office
7 103 (2.42%) Advertising
8 99 (2.33%) Games
9 94 (2.21%) Legal
10 89 (2.09%) Public Sector
11 77 (1.81%) Investment Banking
12 69 (1.62%) Law
13 45 (1.06%) Manufacturing
14 44 (1.04%) Financial Institution
15 38 (0.89%) Publishing
16 34 (0.80%) Back Office
17 31 (0.73%) Billing
18 30 (0.71%) Local Government
19 25 (0.59%) French Language
19 25 (0.59%) Pharmaceutical
Job Titles
1 1,020 (24.01%) Analyst
2 745 (17.53%) Developer
3 298 (7.01%) Architect
3 298 (7.01%) Business Analyst
4 267 (6.28%) Consultant
5 159 (3.74%) Data Analyst
6 154 (3.62%) Solutions Architect
7 142 (3.34%) Data Scientist
8 134 (3.15%) Data Engineer
9 121 (2.85%) Java Developer
10 115 (2.71%) Support Analyst
11 111 (2.61%) Senior Analyst
12 108 (2.54%) Junior
13 107 (2.52%) Senior Developer
14 102 (2.40%) Product Manager
15 99 (2.33%) Project Manager
16 96 (2.26%) Applications Support
17 91 (2.14%) Business Intelligence Analyst
18 90 (2.12%) Graduate
19 83 (1.95%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 324 (7.63%) .NET
2 266 (6.26%) HTML
3 226 (5.32%) CSS
4 159 (3.74%) Web Services
5 144 (3.39%) AngularJS
6 134 (3.15%) ASP.NET
7 129 (3.04%) REST
8 120 (2.82%) React
9 109 (2.57%) Kafka
10 107 (2.52%) Node.js
11 100 (2.35%) HTML5
12 87 (2.05%) XML
13 78 (1.84%) SOAP
14 74 (1.74%) Middleware
15 73 (1.72%) CSS3
15 73 (1.72%) Spring
16 71 (1.67%) JSON
17 69 (1.62%) .NET Framework
18 63 (1.48%) Natural Language Processing
19 58 (1.37%) RESTful
Miscellaneous
1 273 (6.43%) Management Information System
2 248 (5.84%) User Experience
3 227 (5.34%) Self-Motivation
4 202 (4.75%) Algorithms
5 138 (3.25%) Enterprise Software
6 135 (3.18%) Cloud Native
7 109 (2.57%) Analytical Mindset
8 108 (2.54%) Data Structures
9 104 (2.45%) Greenfield Project
10 91 (2.14%) Hybrid Cloud
11 81 (1.91%) Foreign Exchange (FX)
12 80 (1.88%) Mobile App
13 79 (1.86%) Derivative
14 73 (1.72%) Data Centre
15 69 (1.62%) Virtual Team
16 67 (1.58%) Fixed Income
17 60 (1.41%) Social Media
18 53 (1.25%) Equities
19 35 (0.82%) Hedge funds
19 35 (0.82%) Video Conferencing
Operating Systems
1 337 (7.93%) Windows
2 324 (7.63%) Linux
3 142 (3.34%) Unix
4 79 (1.86%) Windows Server
5 61 (1.44%) Android
6 57 (1.34%) Windows 10
7 48 (1.13%) Apple iOS
8 35 (0.82%) Windows 7
9 25 (0.59%) Windows Server 2012
10 22 (0.52%) Mac OS
11 11 (0.26%) Windows 8
12 10 (0.24%) Red Hat Enterprise Linux
13 6 (0.14%) Mac OS X
13 6 (0.14%) Windows Server 2008
14 5 (0.12%) CentOS
15 3 (0.071%) CoreOS
15 3 (0.071%) Solaris
15 3 (0.071%) zOS
16 2 (0.047%) Windows Server 2003
16 2 (0.047%) Windows Vista
Processes & Methodologies
1 1,673 (39.37%) Problem-Solving
2 1,368 (32.20%) Agile Software Development
3 835 (19.65%) Analytics
4 601 (14.14%) Business Intelligence
5 477 (11.23%) Computer Science
6 443 (10.43%) Data Science
7 437 (10.28%) DevOps
8 424 (9.98%) Stakeholder Management
9 413 (9.72%) Decision-Making
10 395 (9.30%) Project Management
11 351 (8.26%) Scrum
12 333 (7.84%) Mathematics
13 330 (7.77%) Visualisation
14 326 (7.67%) Machine Learning
15 323 (7.60%) Software Engineering
16 291 (6.85%) Data Modelling
17 289 (6.80%) Analytical Thinking
18 278 (6.54%) SDLC
19 277 (6.52%) Test Automation
20 269 (6.33%) Fintech
Programming Languages
1 1,134 (26.69%) SQL
2 788 (18.55%) Python
3 529 (12.45%) Java
4 413 (9.72%) JavaScript
5 388 (9.13%) C#
6 327 (7.70%) R
7 191 (4.50%) Scala
8 182 (4.28%) C
9 130 (3.06%) C++
10 124 (2.92%) T-SQL
11 100 (2.35%) PowerShell
12 96 (2.26%) VBA
13 95 (2.24%) Bash Shell
13 95 (2.24%) TypeScript
14 61 (1.44%) PL/SQL
15 57 (1.34%) Perl
15 57 (1.34%) Ruby
16 51 (1.20%) Java 8
17 48 (1.13%) Apex Code
18 47 (1.11%) Shell Script
Qualifications
1 937 (22.05%) Degree
2 176 (4.14%) Computer Science Degree
3 85 (2.00%) Cisco Certification
4 77 (1.81%) Master's Degree
5 73 (1.72%) Security Cleared
6 69 (1.62%) PhD
7 63 (1.48%) Microsoft Certification
8 54 (1.27%) AWS Certification
8 54 (1.27%) CCNA
9 49 (1.15%) CISSP
9 49 (1.15%) SC Cleared
10 45 (1.06%) ISTQB
11 43 (1.01%) PMP
12 42 (0.99%) MCSE
13 38 (0.89%) PMI Certification
14 36 (0.85%) CCNP
14 36 (0.85%) Numerate Degree
15 34 (0.80%) ISEB
16 32 (0.75%) ITIL Certification
17 29 (0.68%) CISM
Quality Assurance & Compliance
1 252 (5.93%) QA
2 159 (3.74%) Data Quality
3 86 (2.02%) SLA
4 64 (1.51%) ISO/IEC 27001
5 59 (1.39%) GDPR
6 46 (1.08%) PMO
7 29 (0.68%) Actionable Recommendations
8 27 (0.64%) NIST
9 26 (0.61%) PCI DSS
10 14 (0.33%) COBIT
11 11 (0.26%) ISAE 3402
12 8 (0.19%) IFRS
13 7 (0.16%) EMIR
13 7 (0.16%) ISO/IEC 20000
13 7 (0.16%) MiFID
13 7 (0.16%) PSD2
14 6 (0.14%) IFRS 9
15 4 (0.094%) Dodd-Frank
15 4 (0.094%) Sarbanes-Oxley
15 4 (0.094%) Solvency II
System Software
1 206 (4.85%) Active Directory
2 178 (4.19%) Docker
3 95 (2.24%) VMware Infrastructure
4 28 (0.66%) vSphere
5 19 (0.45%) Apache ZooKeeper
5 19 (0.45%) HDFS
6 18 (0.42%) Apache Flume
7 12 (0.28%) Hyper-V
8 11 (0.26%) XenApp
9 9 (0.21%) etcd
9 9 (0.21%) VMware ESXi
10 6 (0.14%) ProxySG
10 6 (0.14%) VMware Workstation
11 5 (0.12%) Forefront TMG
11 5 (0.12%) Virtual Machines
11 5 (0.12%) XenDesktop
12 4 (0.094%) KVM
12 4 (0.094%) Xen
13 3 (0.071%) BitLocker
13 3 (0.071%) Virtual Servers
Systems Management
1 189 (4.45%) Kubernetes
2 88 (2.07%) Terraform
3 69 (1.62%) Ansible
4 64 (1.51%) Puppet
5 60 (1.41%) Opscode Chef
6 38 (0.89%) Consul
7 25 (0.59%) Nessus
7 25 (0.59%) SCCM
8 22 (0.52%) Oozie
9 20 (0.47%) FortiGate
9 20 (0.47%) HP Quality Center
10 18 (0.42%) Kibana
11 16 (0.38%) HP ALM
11 16 (0.38%) Tivoli
12 14 (0.33%) Microsoft Intune
13 12 (0.28%) CA Service Virtualization
13 12 (0.28%) Istio
13 12 (0.28%) linkerd
13 12 (0.28%) Single Sign-On
14 11 (0.26%) Oracle Enterprise Manager
Vendors
1 612 (14.40%) Microsoft
2 262 (6.17%) Tableau
3 252 (5.93%) Google
4 237 (5.58%) Oracle
5 226 (5.32%) Salesforce.com
6 135 (3.18%) VMware
7 129 (3.04%) SAP
8 94 (2.21%) Cisco
9 74 (1.74%) Adobe
10 72 (1.69%) HP
10 72 (1.69%) WorldPay
11 67 (1.58%) Splunk
12 54 (1.27%) Atlassian
13 51 (1.20%) Citrix
14 48 (1.13%) ServiceNow
15 40 (0.94%) IBM
15 40 (0.94%) Workday
16 31 (0.73%) MicroStrategy
17 30 (0.71%) Facebook
18 29 (0.68%) Qualys