Period
to 14 May 2021

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 14 May 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
14 May 2021
Same period 2020 Same period 2019
Rank 38 34 28
Rank change year-on-year -4 -6 -1
Permanent jobs citing Analytical Skills 2,368 2,742 4,609
As % of all permanent jobs advertised in London 7.03% 6.78% 7.87%
As % of the General category 11.73% 11.19% 12.62%
Number of salaries quoted 1,707 2,049 3,339
10th Percentile £35,000 £34,672 £31,250
25th Percentile £47,500 £46,250 £42,500
Median annual salary (50th Percentile) £60,000 £62,500 £60,000
Median % change year-on-year -4.00% +4.17% +4.35%
75th Percentile £77,500 £80,000 £77,500
90th Percentile £91,250 £106,500 £96,250
England median annual salary £51,250 £52,500 £50,000
% change year-on-year -2.38% +5.00% -

Analytical Skills is in the General 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 common skills.

All General Skills
London
Permanent vacancies with a requirement for common skills 20,190 24,500 36,514
As % of all permanent IT jobs advertised in London 59.95% 60.56% 62.38%
Number of salaries quoted 15,063 19,470 28,930
10th Percentile £40,000 £36,250 £33,750
25th Percentile £52,500 £48,750 £46,250
Median annual salary (50th Percentile) £70,000 £67,470 £63,000
Median % change year-on-year +3.75% +7.09% +5.00%
75th Percentile £88,750 £87,500 £82,500
90th Percentile £110,000 £110,000 £98,750
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

Analytical Skills
Job Vacancy Trend in London

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

Job vacancy trend for Analytical Skills in London

Analytical Skills
Salary Trend in London

3-month moving average salary quoted in jobs citing Analytical Skills in London.

Salary trend for Analytical Skills in London

Analytical Skills
Salary Histogram in London

Salary distribution for jobs citing Analytical Skills in London over the 6 months to 14 May 2021.

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 14 May 2021. 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 +6 440 £67,500 - 85
South London +4 78 £55,000 +4.76% 5
West London -6 47 £52,500 - 34
East London -7 12 £33,000 -37.14% 36
North London +22 6 £46,250 -15.91% 4
Analytical Skills
England

For the 6 months to 14 May 2021, 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 1,007 (42.53%) Social Skills
2 818 (34.54%) Problem-Solving
3 789 (33.32%) Finance
4 765 (32.31%) Agile Software Development
5 747 (31.55%) SQL
6 591 (24.96%) Analytics
7 559 (23.61%) Degree
8 468 (19.76%) Python
9 369 (15.58%) Azure
10 362 (15.29%) Microsoft
11 350 (14.78%) Java
12 341 (14.40%) Business Intelligence
13 301 (12.71%) JavaScript
14 294 (12.42%) DevOps
15 288 (12.16%) Marketing
16 286 (12.08%) Computer Science
17 279 (11.78%) SQL Server
18 261 (11.02%) Tableau
19 255 (10.77%) AWS
20 233 (9.84%) Visualisation
21 228 (9.63%) Stakeholder Management
22 226 (9.54%) Decision-Making
23 225 (9.50%) Linux
24 220 (9.29%) Microsoft Excel
25 215 (9.08%) Project Management
25 215 (9.08%) Power Platform
26 213 (8.99%) Scrum
27 205 (8.66%) User Experience
27 205 (8.66%) Power BI
28 204 (8.61%) Microservices

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
1 103 (4.35%) Confluence
2 84 (3.55%) SharePoint
3 79 (3.34%) Apache Spark
4 75 (3.17%) Apache
5 50 (2.11%) Tomcat
6 36 (1.52%) CMS
7 34 (1.44%) SAS
8 25 (1.06%) IIS
9 24 (1.01%) Oracle SOA Suite
10 22 (0.93%) nginx
11 21 (0.89%) Elasticsearch
12 17 (0.72%) Apache TomEE
13 13 (0.55%) ejabberd
13 13 (0.55%) Jupyter
13 13 (0.55%) MS Exchange
14 12 (0.51%) Apache Airflow
15 9 (0.38%) Apache Pig
16 8 (0.34%) Skype for Business
17 7 (0.30%) WebLogic
18 6 (0.25%) CICS
Applications
1 220 (9.29%) Microsoft Excel
2 123 (5.19%) Microsoft Office
3 53 (2.24%) Microsoft PowerPoint
4 42 (1.77%) MS Visio
5 31 (1.31%) Spreadsheet
6 22 (0.93%) Microsoft Project
7 17 (0.72%) InVision
8 13 (0.55%) SPSS
9 12 (0.51%) Figma
10 10 (0.42%) Photoshop
11 8 (0.34%) Sketch
12 3 (0.13%) Adobe Illustrator
12 3 (0.13%) OmniGraffle
12 3 (0.13%) Zeplin
13 2 (0.084%) Adobe Premiere
13 2 (0.084%) Chatbot
13 2 (0.084%) Gephi
13 2 (0.084%) UXPin
14 1 (0.042%) Adobe XD
14 1 (0.042%) Marvel
Business Applications
1 71 (3.00%) Dynamics CRM
2 9 (0.38%) HFM
2 9 (0.38%) Magento
3 7 (0.30%) Eloqua
3 7 (0.30%) SAP ERP
4 6 (0.25%) Oracle Assets
4 6 (0.25%) Oracle Payables
5 5 (0.21%) Dynamics AX
5 5 (0.21%) Hyperion Planning
5 5 (0.21%) MetaTrader
5 5 (0.21%) Oracle EBS
5 5 (0.21%) Oracle Receivables
5 5 (0.21%) Oracle Subledger Accounting
5 5 (0.21%) Summit
6 4 (0.17%) Dynamics NAV
6 4 (0.17%) JDE EnterpriseOne
6 4 (0.17%) NetSuite
6 4 (0.17%) SAP S/4HANA
7 3 (0.13%) Salesforce.com CRM
7 3 (0.13%) SAP Business One
Cloud Services
1 369 (15.58%) Azure
2 255 (10.77%) AWS
3 215 (9.08%) Power Platform
4 120 (5.07%) SaaS
5 95 (4.01%) Microsoft 365
6 91 (3.84%) Azure Active Directory
6 91 (3.84%) GCP
7 79 (3.34%) PaaS
8 65 (2.74%) Azure Key Vault
9 63 (2.66%) Azure Service Bus
10 56 (2.36%) Google Analytics
11 53 (2.24%) Azure Storage
12 52 (2.20%) Azure Service Fabric
13 50 (2.11%) Azure App Service
14 42 (1.77%) GitHub
15 41 (1.73%) Azure Data Factory
15 41 (1.73%) Serverless
16 32 (1.35%) Cloud Computing
16 32 (1.35%) Dynamics 365
17 27 (1.14%) IaaS
Communications & Networking
1 72 (3.04%) Firewall
2 56 (2.36%) Internet
3 45 (1.90%) VPN
4 30 (1.27%) SSH
5 29 (1.22%) BGP
5 29 (1.22%) LAN
6 28 (1.18%) Network Security
7 22 (0.93%) DNS
8 19 (0.80%) SNMP
8 19 (0.80%) TCP/IP
9 18 (0.76%) Asterisk PBX
9 18 (0.76%) Diameter Protocol
10 17 (0.72%) AMQP
11 16 (0.68%) PBX
11 16 (0.68%) WAN
12 15 (0.63%) FTP
12 15 (0.63%) Unified Communications
12 15 (0.63%) VoIP
13 12 (0.51%) DHCP
14 11 (0.46%) OSPF
Database & Business Intelligence
1 279 (11.78%) SQL Server
2 261 (11.02%) Tableau
3 205 (8.66%) Power BI
4 192 (8.11%) Data Warehouse
5 99 (4.18%) Relational Database
6 98 (4.14%) SQL Server Reporting Services
7 94 (3.97%) NoSQL
8 88 (3.72%) SQL Server Integration Services
9 84 (3.55%) Big Data
10 71 (3.00%) Data Mining
11 58 (2.45%) Hadoop
12 55 (2.32%) MySQL
13 50 (2.11%) PostgreSQL
14 47 (1.98%) Data Lake
15 45 (1.90%) Amazon Redshift
16 41 (1.73%) MongoDB
17 39 (1.65%) BigQuery
18 32 (1.35%) Apache Cassandra
19 30 (1.27%) Redis
20 27 (1.14%) SQL Server Analysis Services
Development Applications
1 193 (8.15%) JIRA
2 186 (7.85%) Git (software)
3 99 (4.18%) Jenkins
4 59 (2.49%) Maven
5 58 (2.45%) Team Foundation Server
6 57 (2.41%) Visual Studio Team System
7 48 (2.03%) Selenium
8 42 (1.77%) Visual Studio
9 37 (1.56%) Gradle
10 33 (1.39%) GitLab
10 33 (1.39%) JUnit
11 32 (1.35%) Artifactory
12 31 (1.31%) Bitbucket
13 26 (1.10%) Mocha
14 24 (1.01%) Subversion
15 22 (0.93%) Cucumber
16 19 (0.80%) gulp
17 17 (0.72%) JMeter
17 17 (0.72%) SpecFlow
18 15 (0.63%) IntelliJ
General
1 1,007 (42.53%) Social Skills
2 789 (33.32%) Finance
3 288 (12.16%) Marketing
4 168 (7.09%) Banking
5 139 (5.87%) Retail
6 114 (4.81%) Presentation Skills
7 108 (4.56%) Organisational Skills
8 83 (3.51%) Back Office
9 72 (3.04%) Financial Institution
10 68 (2.87%) Games
11 66 (2.79%) Legal
12 59 (2.49%) Telecoms
13 56 (2.36%) Advertising
14 54 (2.28%) Front Office
15 49 (2.07%) Law
15 49 (2.07%) Public Sector
16 36 (1.52%) Influencing Skills
17 33 (1.39%) Documentation Skills
18 32 (1.35%) Manufacturing
19 26 (1.10%) Electronics
Job Titles
1 554 (23.40%) Analyst
2 483 (20.40%) Developer
3 142 (6.00%) Data Analyst
4 130 (5.49%) Senior Developer
5 106 (4.48%) Java Developer
6 96 (4.05%) Consultant
6 96 (4.05%) Senior Analyst
7 86 (3.63%) Architect
7 86 (3.63%) C# Developer
8 83 (3.51%) Business Analyst
9 73 (3.08%) Software Engineer
10 71 (3.00%) .NET Developer
11 68 (2.87%) Applications Support
12 66 (2.79%) Data Scientist
12 66 (2.79%) Graduate
13 62 (2.62%) C# .NET Developer
13 62 (2.62%) Junior
14 54 (2.28%) Azure Developer
15 53 (2.24%) Full Stack Developer
15 53 (2.24%) Support Analyst
Libraries, Frameworks & Software Standards
1 192 (8.11%) React
2 181 (7.64%) CSS
3 180 (7.60%) .NET
4 157 (6.63%) HTML
5 138 (5.83%) Web Services
6 136 (5.74%) REST
7 100 (4.22%) Spring
8 99 (4.18%) Node.js
9 96 (4.05%) AngularJS
9 96 (4.05%) jQuery
10 78 (3.29%) .NET Framework
11 75 (3.17%) .NET Core
12 63 (2.66%) Twitter Bootstrap
13 60 (2.53%) Spring Boot
14 58 (2.45%) ASP.NET Web API
14 58 (2.45%) Kafka
15 55 (2.32%) Entity Framework
16 54 (2.28%) JSON
17 50 (2.11%) XML
18 47 (1.98%) HTML5
Miscellaneous
1 205 (8.66%) User Experience
2 138 (5.83%) Management Information System
3 135 (5.70%) Self-Motivation
4 105 (4.43%) Analytical Mindset
5 82 (3.46%) Algorithms
6 77 (3.25%) Data Structures
7 75 (3.17%) N-Tier
8 66 (2.79%) Data Centre
9 60 (2.53%) Reinsurance
10 51 (2.15%) Virtual Team
11 47 (1.98%) Enterprise Software
12 38 (1.60%) Hedge funds
13 37 (1.56%) Mobile App
14 35 (1.48%) Derivative
14 35 (1.48%) SWIFT
15 34 (1.44%) Equities
16 32 (1.35%) Market Risk
17 30 (1.27%) Greenfield Project
18 29 (1.22%) Foreign Exchange (FX)
19 28 (1.18%) Social Media
Operating Systems
1 225 (9.50%) Linux
2 190 (8.02%) Windows
3 80 (3.38%) Unix
4 52 (2.20%) Windows Server
5 50 (2.11%) Red Hat Enterprise Linux
6 34 (1.44%) Apple iOS
7 29 (1.22%) Windows 10
8 24 (1.01%) Android
9 19 (0.80%) Debian
10 14 (0.59%) Windows 7
11 12 (0.51%) Windows Server 2016
12 10 (0.42%) Windows Server 2012
13 9 (0.38%) Windows Server 2008
14 8 (0.34%) Mac OS X
15 5 (0.21%) Ubuntu
16 4 (0.17%) Mac OS
16 4 (0.17%) Oracle Linux
17 3 (0.13%) Windows Server 2019
18 2 (0.084%) AIX
18 2 (0.084%) Windows 8
Processes & Methodologies
1 818 (34.54%) Problem-Solving
2 765 (32.31%) Agile Software Development
3 591 (24.96%) Analytics
4 341 (14.40%) Business Intelligence
5 294 (12.42%) DevOps
6 286 (12.08%) Computer Science
7 233 (9.84%) Visualisation
8 228 (9.63%) Stakeholder Management
9 226 (9.54%) Decision-Making
10 215 (9.08%) Project Management
11 213 (8.99%) Scrum
12 204 (8.61%) Data Analysis
12 204 (8.61%) Data Science
12 204 (8.61%) Microservices
13 202 (8.53%) Mentoring
14 196 (8.28%) Test Automation
15 177 (7.47%) Software Engineering
16 167 (7.05%) CRM
17 160 (6.76%) Data Modelling
18 158 (6.67%) Data Visualisation
Programming Languages
1 747 (31.55%) SQL
2 468 (19.76%) Python
3 350 (14.78%) Java
4 301 (12.71%) JavaScript
5 198 (8.36%) C#
6 118 (4.98%) R
7 95 (4.01%) PowerShell
8 87 (3.67%) T-SQL
9 72 (3.04%) PHP
10 70 (2.96%) C
11 68 (2.87%) C++
12 66 (2.79%) TypeScript
13 59 (2.49%) Java 8
14 55 (2.32%) Perl
15 44 (1.86%) Scala
15 44 (1.86%) Shell Script
16 43 (1.82%) Go
17 39 (1.65%) Bash Shell
18 32 (1.35%) VBA
19 25 (1.06%) PL/SQL
Qualifications
1 559 (23.61%) Degree
2 132 (5.57%) Computer Science Degree
3 68 (2.87%) Security Cleared
4 45 (1.90%) CISSP
5 44 (1.86%) SC Cleared
6 39 (1.65%) Cisco Certification
7 38 (1.60%) Numerate Degree
8 33 (1.39%) CISM
8 33 (1.39%) ITIL Foundation Certificate
8 33 (1.39%) PhD
9 30 (1.27%) SSCP
10 28 (1.18%) Master's Degree
11 26 (1.10%) (ISC)2 CCSP
12 24 (1.01%) CSSLP
13 20 (0.84%) ITIL Certification
14 19 (0.80%) DV Cleared
15 17 (0.72%) PMI Certification
16 16 (0.68%) Microsoft Certification
17 13 (0.55%) PMP
18 12 (0.51%) MBA
Quality Assurance & Compliance
1 142 (6.00%) QA
2 103 (4.35%) Data Quality
3 73 (3.08%) GDPR
4 50 (2.11%) SLA
5 37 (1.56%) PMO
6 21 (0.89%) NIST
7 20 (0.84%) ISO/IEC 27001
8 15 (0.63%) Actionable Recommendations
9 13 (0.55%) COBIT
10 8 (0.34%) MiFID
11 7 (0.30%) Cyber Essentials
11 7 (0.30%) Sarbanes-Oxley
12 5 (0.21%) Solvency II
13 4 (0.17%) EMIR
13 4 (0.17%) PCI DSS
14 3 (0.13%) ISO 9001
15 2 (0.084%) Dodd-Frank
15 2 (0.084%) IEC 61508
15 2 (0.084%) IFRS
15 2 (0.084%) ISO 26262
System Software
1 175 (7.39%) Docker
2 118 (4.98%) Active Directory
3 46 (1.94%) VMware Infrastructure
4 18 (0.76%) iptables
4 18 (0.76%) KVM
4 18 (0.76%) QEMU
5 17 (0.72%) Hyper-V
6 13 (0.55%) Kamailio
6 13 (0.55%) Postfix
7 12 (0.51%) HDFS
8 10 (0.42%) XenApp
9 8 (0.34%) VMware ESXi
10 6 (0.25%) Oracle RAC
10 6 (0.25%) Time Sharing Option
11 4 (0.17%) Virtual Machines
12 3 (0.13%) Apache Flume
12 3 (0.13%) VMware NSX
13 2 (0.084%) Virtual Servers
13 2 (0.084%) Xen
14 1 (0.042%) Microsoft Virtual Server
Systems Management
1 148 (6.25%) Kubernetes
2 116 (4.90%) Terraform
3 65 (2.74%) Ansible
4 61 (2.58%) Opscode Chef
5 32 (1.35%) Puppet
6 25 (1.06%) SCCM
7 20 (0.84%) Microsoft Intune
8 19 (0.80%) ZABBIX
9 18 (0.76%) Galera Cluster
9 18 (0.76%) HAProxy
10 17 (0.72%) Grafana
11 16 (0.68%) Single Sign-On
12 12 (0.51%) Istio
13 11 (0.46%) Prometheus
14 9 (0.38%) Cisco CUCM
15 7 (0.30%) vMotion
16 6 (0.25%) Data Guard
16 6 (0.25%) Oracle RMAN
17 5 (0.21%) Jamf Pro
18 4 (0.17%) Hadoop YARN
Vendors
1 362 (15.29%) Microsoft
2 138 (5.83%) Google
3 114 (4.81%) Oracle
4 84 (3.55%) Salesforce.com
5 71 (3.00%) SAP
6 56 (2.36%) Nintex
7 53 (2.24%) Cisco
7 53 (2.24%) VMware
8 52 (2.20%) Informatica
9 49 (2.07%) Red Hat
10 48 (2.03%) Alteryx
11 41 (1.73%) Databricks
12 37 (1.56%) IBM
13 30 (1.27%) Adobe
13 30 (1.27%) Atlassian
14 25 (1.06%) ServiceNow
15 24 (1.01%) HP
16 23 (0.97%) Citrix
17 22 (0.93%) Juniper
18 21 (0.89%) Facebook