Period
to 30 July 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 30 July 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
30 Jul 2021
Same period 2020 Same period 2019
Rank 40 36 29
Rank change year-on-year -4 -7 -3
Permanent jobs citing Analytical Skills 3,426 1,926 4,492
As % of all permanent jobs advertised in London 7.56% 6.76% 7.86%
As % of the General category 12.23% 11.22% 12.71%
Number of salaries quoted 2,025 1,468 3,302
10th Percentile £36,250 £35,000 £31,250
25th Percentile £46,250 £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 £93,750 £100,375 £95,000
England median annual salary £50,500 £52,500 £50,000
% change year-on-year -3.81% +5.00% +1.01%

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 28,024 17,169 35,345
As % of all permanent IT jobs advertised in London 61.83% 60.30% 61.88%
Number of salaries quoted 17,788 13,795 28,190
10th Percentile £41,250 £38,750 £34,331
25th Percentile £52,500 £51,125 £46,750
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% +8.33%
75th Percentile £90,000 £87,500 £82,500
90th Percentile £110,000 £110,000 £100,000
England median annual salary £57,500 £56,500 £52,500
% change year-on-year +1.77% +7.62% +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 30 July 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 30 July 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 +7 497 £65,000 -3.70% 144
West London -2 110 £50,196 +0.39% 52
South London +15 99 £50,000 -16.67% 11
East London -9 14 £50,000 -4.76% 49
North London +18 8 £54,272 +16.04% 4
Analytical Skills
England

For the 6 months to 30 July 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 1,440 (42.03%) Social Skills
2 1,232 (35.96%) Problem-Solving
3 1,140 (33.27%) Agile Software Development
4 1,078 (31.47%) Finance
5 1,009 (29.45%) SQL
6 848 (24.75%) Analytics
7 781 (22.80%) Degree
8 720 (21.02%) Python
9 520 (15.18%) Java
10 511 (14.92%) Microsoft
11 510 (14.89%) Business Intelligence
12 504 (14.71%) JavaScript
13 443 (12.93%) Azure
14 435 (12.70%) Computer Science
15 433 (12.64%) Marketing
16 425 (12.41%) AWS
17 411 (12.00%) DevOps
18 393 (11.47%) Visualisation
19 392 (11.44%) Tableau
20 378 (11.03%) User Experience
21 358 (10.45%) Power Platform
22 352 (10.27%) Power BI
23 351 (10.25%) Project Management
24 347 (10.13%) React
25 340 (9.92%) Git (software)
26 339 (9.89%) Microsoft Excel
27 335 (9.78%) Software Engineering
28 329 (9.60%) Scrum
29 320 (9.34%) Decision-Making
30 316 (9.22%) Data Science

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
1 129 (3.77%) Apache Spark
2 117 (3.42%) Confluence
3 109 (3.18%) Apache
4 83 (2.42%) SharePoint
5 63 (1.84%) Tomcat
6 46 (1.34%) Elasticsearch
7 43 (1.26%) nginx
8 39 (1.14%) CMS
9 36 (1.05%) SAS
10 33 (0.96%) IIS
11 26 (0.76%) Apache Airflow
11 26 (0.76%) Oracle SOA Suite
12 25 (0.73%) Apache TomEE
13 24 (0.70%) Jupyter
14 20 (0.58%) WordPress
15 14 (0.41%) MS Exchange
15 14 (0.41%) Skype for Business
16 11 (0.32%) ejabberd
17 7 (0.20%) CICS
17 7 (0.20%) WebLogic
Applications
1 339 (9.89%) Microsoft Excel
2 207 (6.04%) Microsoft Office
3 99 (2.89%) Microsoft PowerPoint
4 46 (1.34%) MS Visio
5 37 (1.08%) Spreadsheet
6 21 (0.61%) InVision
7 17 (0.50%) Microsoft Project
7 17 (0.50%) Sketch
8 11 (0.32%) Figma
9 9 (0.26%) SPSS
10 7 (0.20%) Photoshop
11 5 (0.15%) UserZoom
12 4 (0.12%) Adobe Creative Suite
12 4 (0.12%) OmniGraffle
13 3 (0.088%) Adobe Illustrator
13 3 (0.088%) PlantUML
13 3 (0.088%) Stata
14 2 (0.058%) Chatbot
14 2 (0.058%) UXPin
14 2 (0.058%) Zeplin
Business Applications
1 49 (1.43%) Dynamics CRM
2 24 (0.70%) Payment Gateway
3 16 (0.47%) MetaTrader
4 15 (0.44%) Magento
5 13 (0.38%) IBM Planning Analytics
6 10 (0.29%) SAP ERP
7 9 (0.26%) Distributed Ledger
7 9 (0.26%) Oracle Assets
7 9 (0.26%) Oracle Cash Management
7 9 (0.26%) Oracle Payables
7 9 (0.26%) Oracle Receivables
8 8 (0.23%) NetSuite
8 8 (0.23%) Oracle Subledger Accounting
9 7 (0.20%) Eloqua
9 7 (0.20%) HFM
10 6 (0.18%) Oracle Procure-to-Pay
10 6 (0.18%) Summit
11 5 (0.15%) Oracle EBS
11 5 (0.15%) Oracle Financials
12 4 (0.12%) Oracle ERP
Cloud Services
1 443 (12.93%) Azure
2 425 (12.41%) AWS
3 358 (10.45%) Power Platform
4 180 (5.25%) GCP
5 165 (4.82%) SaaS
6 118 (3.44%) Microsoft 365
7 100 (2.92%) Serverless
8 96 (2.80%) GitHub
9 93 (2.71%) PaaS
10 75 (2.19%) Google Analytics
11 68 (1.98%) AWS Lambda
12 65 (1.90%) IaaS
13 59 (1.72%) Azure Active Directory
14 52 (1.52%) Snowflake
15 49 (1.43%) Azure Data Factory
16 47 (1.37%) Amazon S3
17 41 (1.20%) Cloud Computing
18 33 (0.96%) Salesforce Sales Cloud
19 31 (0.90%) Azure Key Vault
19 31 (0.90%) Azure Service Bus
Communications & Networking
1 71 (2.07%) Internet
2 70 (2.04%) Firewall
3 52 (1.52%) VPN
4 45 (1.31%) TCP/IP
5 38 (1.11%) LAN
6 37 (1.08%) DNS
7 30 (0.88%) HTTP
8 28 (0.82%) Network Security
9 26 (0.76%) AMQP
10 25 (0.73%) WAN
11 24 (0.70%) BGP
11 24 (0.70%) FTP
12 23 (0.67%) DHCP
13 21 (0.61%) Asterisk PBX
14 19 (0.55%) Broadband
14 19 (0.55%) SSH
14 19 (0.55%) VoIP
15 17 (0.50%) SNMP
16 16 (0.47%) Diameter Protocol
16 16 (0.47%) Unified Communications
Database & Business Intelligence
1 392 (11.44%) Tableau
2 352 (10.27%) Power BI
3 305 (8.90%) SQL Server
4 237 (6.92%) Data Warehouse
5 181 (5.28%) Relational Database
6 176 (5.14%) NoSQL
7 153 (4.47%) Big Data
8 124 (3.62%) SQL Server Reporting Services
9 110 (3.21%) Data Mining
10 108 (3.15%) PostgreSQL
10 108 (3.15%) SQL Server Integration Services
11 103 (3.01%) Amazon Redshift
12 91 (2.66%) MySQL
13 88 (2.57%) BigQuery
14 77 (2.25%) MongoDB
15 71 (2.07%) Hadoop
16 65 (1.90%) SQL Server Analysis Services
17 55 (1.61%) Data Lake
18 44 (1.28%) RDBMS
19 42 (1.23%) Redis
Development Applications
1 340 (9.92%) Git (software)
2 304 (8.87%) JIRA
3 111 (3.24%) Jenkins
4 68 (1.98%) Maven
5 64 (1.87%) GitLab
6 58 (1.69%) Visual Studio
7 51 (1.49%) Selenium
8 40 (1.17%) Bitbucket
9 38 (1.11%) webpack
10 36 (1.05%) Gradle
10 36 (1.05%) JUnit
11 35 (1.02%) Team Foundation Server
12 33 (0.96%) Postman
12 33 (0.96%) Visual Studio Team System
13 32 (0.93%) Cucumber
14 23 (0.67%) Cypress.io
15 22 (0.64%) Artifactory
15 22 (0.64%) Eclipse
16 21 (0.61%) JMeter
16 21 (0.61%) Mocha
General
1 1,440 (42.03%) Social Skills
2 1,078 (31.47%) Finance
3 433 (12.64%) Marketing
4 265 (7.73%) Retail
5 227 (6.63%) Banking
6 217 (6.33%) Presentation Skills
7 170 (4.96%) Organisational Skills
8 130 (3.79%) Advertising
9 110 (3.21%) Games
10 89 (2.60%) Back Office
11 86 (2.51%) Legal
12 83 (2.42%) Influencing Skills
13 79 (2.31%) Law
14 73 (2.13%) Public Sector
15 69 (2.01%) Telecoms
16 62 (1.81%) Financial Institution
16 62 (1.81%) Front Office
17 53 (1.55%) Inclusion and Diversity
18 47 (1.37%) Manufacturing
19 38 (1.11%) Documentation Skills
Job Titles
1 740 (21.60%) Analyst
2 650 (18.97%) Developer
3 177 (5.17%) Data Analyst
4 153 (4.47%) Architect
5 152 (4.44%) Senior Developer
6 148 (4.32%) Consultant
7 138 (4.03%) Business Analyst
8 133 (3.88%) Senior Analyst
9 114 (3.33%) Java Developer
10 103 (3.01%) Software Engineer
11 86 (2.51%) Data Scientist
12 79 (2.31%) Data Engineer
13 78 (2.28%) Full Stack Developer
14 71 (2.07%) Project Manager
14 71 (2.07%) Solutions Architect
15 64 (1.87%) C# Developer
16 63 (1.84%) Support Analyst
17 62 (1.81%) Junior
17 62 (1.81%) Senior Manager
18 61 (1.78%) Applications Support
Libraries, Frameworks & Software Standards
1 347 (10.13%) React
2 252 (7.36%) HTML
3 230 (6.71%) CSS
4 211 (6.16%) Node.js
5 205 (5.98%) REST
6 189 (5.52%) .NET
7 163 (4.76%) AngularJS
8 147 (4.29%) Web Services
9 138 (4.03%) Kafka
10 129 (3.77%) Spring
11 97 (2.83%) jQuery
12 92 (2.69%) HTML5
13 85 (2.48%) Redux
14 84 (2.45%) XML
15 83 (2.42%) JSON
16 76 (2.22%) GraphQL
17 68 (1.98%) .NET Core
17 68 (1.98%) RESTful
18 66 (1.93%) Spring Boot
19 61 (1.78%) React Native
Miscellaneous
1 378 (11.03%) User Experience
2 257 (7.50%) Self-Motivation
3 203 (5.93%) Management Information System
4 197 (5.75%) Analytical Mindset
5 171 (4.99%) Algorithms
6 136 (3.97%) Data Structures
7 91 (2.66%) Virtual Team
8 86 (2.51%) Enterprise Software
9 71 (2.07%) Equities
10 70 (2.04%) Greenfield Project
11 66 (1.93%) Data Centre
12 60 (1.75%) Foreign Exchange (FX)
13 58 (1.69%) Reinsurance
14 56 (1.63%) Social Media
15 54 (1.58%) Digital Media
16 52 (1.52%) Public Cloud
17 51 (1.49%) Derivative
18 50 (1.46%) Legacy Systems
19 46 (1.34%) FMCG
20 43 (1.26%) Mobile App
Operating Systems
1 228 (6.65%) Windows
2 221 (6.45%) Linux
3 100 (2.92%) Unix
4 68 (1.98%) Windows Server
5 54 (1.58%) Apple iOS
6 47 (1.37%) Android
7 39 (1.14%) Red Hat Enterprise Linux
7 39 (1.14%) Windows 10
8 25 (0.73%) Windows 7
9 17 (0.50%) Debian
10 13 (0.38%) Windows Server 2012
11 10 (0.29%) Data ONTAP
11 10 (0.29%) Mac OS
12 7 (0.20%) Mac OS X
12 7 (0.20%) Windows Server 2008
12 7 (0.20%) Windows Server 2016
13 5 (0.15%) CentOS
13 5 (0.15%) Ubuntu
13 5 (0.15%) Windows Server 2019
14 4 (0.12%) Windows 8
Processes & Methodologies
1 1,232 (35.96%) Problem-Solving
2 1,140 (33.27%) Agile Software Development
3 848 (24.75%) Analytics
4 510 (14.89%) Business Intelligence
5 435 (12.70%) Computer Science
6 411 (12.00%) DevOps
7 393 (11.47%) Visualisation
8 351 (10.25%) Project Management
9 335 (9.78%) Software Engineering
10 329 (9.60%) Scrum
11 320 (9.34%) Decision-Making
12 316 (9.22%) Data Science
13 312 (9.11%) Microservices
14 311 (9.08%) Stakeholder Management
15 280 (8.17%) Data Visualisation
16 273 (7.97%) Mentoring
17 272 (7.94%) Data Analysis
18 234 (6.83%) Test Automation
19 233 (6.80%) Data Modelling
20 230 (6.71%) Mathematics
Programming Languages
1 1,009 (29.45%) SQL
2 720 (21.02%) Python
3 520 (15.18%) Java
4 504 (14.71%) JavaScript
5 203 (5.93%) C#
6 162 (4.73%) TypeScript
7 150 (4.38%) R
8 126 (3.68%) Go
9 120 (3.50%) PowerShell
10 105 (3.06%) PHP
11 101 (2.95%) C
12 95 (2.77%) C++
13 94 (2.74%) T-SQL
14 69 (2.01%) Scala
15 63 (1.84%) Java 8
16 61 (1.78%) Perl
17 49 (1.43%) Kotlin
18 47 (1.37%) Bash Shell
19 46 (1.34%) VBA
20 40 (1.17%) Shell Script
Qualifications
1 781 (22.80%) Degree
2 231 (6.74%) Computer Science Degree
3 71 (2.07%) PhD
4 60 (1.75%) Numerate Degree
4 60 (1.75%) Security Cleared
5 56 (1.63%) Master's Degree
6 55 (1.61%) CISSP
7 41 (1.20%) CISM
8 39 (1.14%) MBA
9 37 (1.08%) Cisco Certification
10 36 (1.05%) SC Cleared
11 30 (0.88%) ISTQB
12 28 (0.82%) SSCP
13 26 (0.76%) (ISC)2 CCSP
13 26 (0.76%) ITIL Foundation Certificate
14 25 (0.73%) ITIL Certification
15 24 (0.70%) CSSLP
16 20 (0.58%) ISEB
17 19 (0.55%) CISA
18 16 (0.47%) PMI Certification
Quality Assurance & Compliance
1 222 (6.48%) QA
2 149 (4.35%) GDPR
3 130 (3.79%) Data Quality
4 84 (2.45%) SLA
5 45 (1.31%) Accessibility
6 38 (1.11%) PMO
7 34 (0.99%) ISO/IEC 27001
8 17 (0.50%) Actionable Recommendations
9 12 (0.35%) GRC
10 11 (0.32%) Cyber Essentials
10 11 (0.32%) MiFID
10 11 (0.32%) NIST
11 10 (0.29%) COBIT
11 10 (0.29%) Solvency II
12 8 (0.23%) Sarbanes-Oxley
13 7 (0.20%) PCI DSS
14 6 (0.18%) NCSC
15 5 (0.15%) HAZOP
15 5 (0.15%) IEC 61508
15 5 (0.15%) ISO 26262
System Software
1 233 (6.80%) Docker
2 107 (3.12%) Active Directory
3 40 (1.17%) VMware Infrastructure
4 19 (0.55%) Hyper-V
5 16 (0.47%) iptables
5 16 (0.47%) KVM
5 16 (0.47%) QEMU
6 12 (0.35%) XenApp
7 11 (0.32%) HDFS
7 11 (0.32%) Kamailio
7 11 (0.32%) Postfix
8 7 (0.20%) VMware NSX
9 6 (0.18%) Firmware
9 6 (0.18%) Oracle RAC
9 6 (0.18%) Time Sharing Option
10 5 (0.15%) Forefront TMG
10 5 (0.15%) Virtual Machines
11 3 (0.088%) Apache Flume
11 3 (0.088%) Xen
12 1 (0.029%) Microsoft Virtual Server
Systems Management
1 196 (5.72%) Kubernetes
2 119 (3.47%) Terraform
3 95 (2.77%) Ansible
4 39 (1.14%) Opscode Chef
5 32 (0.93%) Puppet
6 30 (0.88%) Grafana
6 30 (0.88%) Prometheus
7 29 (0.85%) Istio
8 27 (0.79%) SCCM
9 18 (0.53%) Single Sign-On
10 17 (0.50%) ZABBIX
11 16 (0.47%) Galera Cluster
11 16 (0.47%) HAProxy
11 16 (0.47%) Microsoft Intune
12 8 (0.23%) Cisco CUCM
13 7 (0.20%) Packer
13 7 (0.20%) SCOM
14 6 (0.18%) Data Guard
14 6 (0.18%) Oracle RMAN
14 6 (0.18%) QRadar
Vendors
1 511 (14.92%) Microsoft
2 284 (8.29%) Google
3 200 (5.84%) Oracle
4 160 (4.67%) Salesforce.com
5 92 (2.69%) SAP
6 65 (1.90%) Cisco
7 62 (1.81%) ServiceNow
8 61 (1.78%) Adobe
9 54 (1.58%) Databricks
10 51 (1.49%) Alteryx
10 51 (1.49%) IBM
11 48 (1.40%) VMware
12 44 (1.28%) Informatica
13 41 (1.20%) Red Hat
14 38 (1.11%) Sony
15 34 (0.99%) Atlassian
16 32 (0.93%) Citrix
17 28 (0.82%) Nintex
18 25 (0.73%) Instagram
19 24 (0.70%) HP