Period
to 24 February 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 24 February 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
24 Feb 2021
Same period 2020 Same period 2019
Rank 38 31 28
Rank change year-on-year -7 -3 -4
Permanent jobs citing Analytical Skills 1,825 3,719 4,828
As % of all permanent jobs advertised in London 6.63% 7.35% 7.80%
As % of the Miscellaneous category 15.99% 17.79% 18.61%
Number of salaries quoted 1,608 2,742 3,592
Median annual salary £62,500 £61,000 £57,500
Median salary % change year-on-year +2.46% +6.09% +4.54%
10th Percentile £35,000 £34,517 £31,250
90th Percentile £92,575 £100,000 £95,000
England median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% +2.04%

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 11,414 20,906 25,948
As % of all permanent IT jobs advertised in London 41.45% 41.34% 41.93%
Number of salaries quoted 9,207 16,430 20,553
Median annual salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.85% +8.33%
10th Percentile £42,500 £36,500 £35,000
90th Percentile £111,250 £112,625 £100,000
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 24 February 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 24 February 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 -2 349 £72,500 +11.54% 82
West London -1 50 £52,500 -4.55% 49
South London -29 46 £57,434 +9.40% 6
East London -6 20 £33,000 -38.32% 44
North London +4 6 £45,000 -18.18% 4
Analytical Skills
England

For the 6 months to 24 February 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.

1 649 (35.56%) Finance
2 615 (33.70%) SQL
3 579 (31.73%) Problem-Solving
4 565 (30.96%) Agile Software Development
5 457 (25.04%) Analytics
6 435 (23.84%) Degree
7 366 (20.05%) Python
8 309 (16.93%) Business Intelligence
9 302 (16.55%) Java
10 294 (16.11%) Microsoft
11 289 (15.84%) Azure
12 269 (14.74%) DevOps
13 255 (13.97%) SQL Server
14 253 (13.86%) JavaScript
15 217 (11.89%) Computer Science
16 201 (11.01%) Marketing
17 193 (10.58%) Scrum
18 188 (10.30%) Linux
19 186 (10.19%) Tableau
20 176 (9.64%) Visualisation
21 171 (9.37%) Stakeholder Management
21 171 (9.37%) Decision-Making
21 171 (9.37%) Power Platform
22 164 (8.99%) AWS
23 163 (8.93%) Data Science
24 162 (8.88%) Power BI
24 162 (8.88%) C#
25 160 (8.77%) Data Warehouse
26 158 (8.66%) Banking
27 156 (8.55%) Data Analysis

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 76 (4.16%) Confluence
2 72 (3.95%) SharePoint
3 60 (3.29%) Apache Spark
4 38 (2.08%) Apache
5 32 (1.75%) CMS
6 23 (1.26%) SAS
7 22 (1.21%) Tomcat
8 18 (0.99%) IIS
9 12 (0.66%) Oracle SOA Suite
10 11 (0.60%) Elasticsearch
10 11 (0.60%) MS Exchange
11 10 (0.55%) Apache Pig
12 8 (0.44%) nginx
13 6 (0.33%) Apache TomEE
13 6 (0.33%) ejabberd
14 5 (0.27%) Apache Airflow
14 5 (0.27%) Ethereum
14 5 (0.27%) OpenStack
14 5 (0.27%) WebLogic
14 5 (0.27%) WebSphere
Applications
1 138 (7.56%) Microsoft Excel
2 86 (4.71%) Microsoft Office
3 40 (2.19%) MS Visio
4 37 (2.03%) Microsoft PowerPoint
5 18 (0.99%) SPSS
6 16 (0.88%) InVision
6 16 (0.88%) Microsoft Project
7 9 (0.49%) Figma
7 9 (0.49%) Sketch
7 9 (0.49%) Spreadsheet
8 7 (0.38%) Stata
9 6 (0.33%) Photoshop
10 5 (0.27%) Adobe Creative Suite
11 3 (0.16%) OmniGraffle
11 3 (0.16%) SPSS Modeler
12 2 (0.11%) Adobe Illustrator
12 2 (0.11%) Adobe Premiere
12 2 (0.11%) Gephi
12 2 (0.11%) Zeplin
13 1 (0.055%) InDesign
Business Applications
1 61 (3.34%) Dynamics CRM
2 6 (0.33%) Dynamics AX
3 5 (0.27%) Oracle Assets
3 5 (0.27%) Oracle Payables
4 4 (0.22%) JDE EnterpriseOne
4 4 (0.22%) MoSes
4 4 (0.22%) NetSuite
4 4 (0.22%) Oracle EBS
4 4 (0.22%) Oracle Receivables
4 4 (0.22%) SAP S/4HANA
4 4 (0.22%) Siebel CRM
5 3 (0.16%) Eloqua
5 3 (0.16%) Global One
5 3 (0.16%) HFM
5 3 (0.16%) Remedy ITSM
5 3 (0.16%) SAP Business One
5 3 (0.16%) SAP CO
5 3 (0.16%) SAP FI
5 3 (0.16%) SAP FI/CO
5 3 (0.16%) Summit
Cloud Services
1 289 (15.84%) Azure
2 171 (9.37%) Power Platform
3 164 (8.99%) AWS
4 84 (4.60%) SaaS
5 74 (4.05%) Azure Active Directory
6 70 (3.84%) GCP
7 54 (2.96%) PaaS
8 49 (2.68%) Microsoft 365
9 37 (2.03%) Azure Data Factory
10 36 (1.97%) Google Analytics
11 28 (1.53%) Cloud Computing
12 23 (1.26%) Apigee
13 20 (1.10%) GitHub
13 20 (1.10%) iPaaS
14 16 (0.88%) Dynamics 365
15 15 (0.82%) AWS CloudFormation
16 13 (0.71%) IaaS
16 13 (0.71%) Logic Apps
16 13 (0.71%) PowerApps
17 12 (0.66%) Serverless
Communications & Networking
1 52 (2.85%) Firewall
2 24 (1.32%) Internet
2 24 (1.32%) VPN
3 22 (1.21%) TCP/IP
4 21 (1.15%) SSH
5 20 (1.10%) DNS
6 19 (1.04%) LAN
7 15 (0.82%) Network Security
8 14 (0.77%) BGP
9 13 (0.71%) WAN
10 10 (0.55%) HTTP
10 10 (0.55%) VLAN
11 9 (0.49%) PBX
12 8 (0.44%) DHCP
12 8 (0.44%) MPLS
12 8 (0.44%) OSPF
12 8 (0.44%) SNMP
12 8 (0.44%) VoIP
12 8 (0.44%) Wi-Fi
12 8 (0.44%) Wireless
Database & Business Intelligence
1 255 (13.97%) SQL Server
2 186 (10.19%) Tableau
3 162 (8.88%) Power BI
4 160 (8.77%) Data Warehouse
5 101 (5.53%) Big Data
6 98 (5.37%) Relational Database
7 95 (5.21%) SQL Server Reporting Services
8 83 (4.55%) SQL Server Integration Services
9 82 (4.49%) NoSQL
10 56 (3.07%) Data Mining
11 50 (2.74%) Hadoop
12 49 (2.68%) MySQL
13 47 (2.58%) Data Lake
14 37 (2.03%) PostgreSQL
15 33 (1.81%) MongoDB
16 30 (1.64%) Looker
17 27 (1.48%) Amazon Redshift
18 26 (1.42%) QlikView
19 20 (1.10%) OLAP
19 20 (1.10%) SQL Server Analysis Services
Development Applications
1 126 (6.90%) JIRA
2 125 (6.85%) Git (software)
3 90 (4.93%) Jenkins
4 47 (2.58%) Team Foundation Server
5 44 (2.41%) Visual Studio Team System
6 35 (1.92%) Maven
7 31 (1.70%) Selenium
8 26 (1.42%) GitLab
9 25 (1.37%) Bitbucket
10 24 (1.32%) Subversion
11 23 (1.26%) JUnit
12 22 (1.21%) Gradle
13 20 (1.10%) Artifactory
13 20 (1.10%) Visual Studio
14 19 (1.04%) Cucumber
14 19 (1.04%) IntelliJ
14 19 (1.04%) Mocha
15 18 (0.99%) JMeter
16 16 (0.88%) TeamCity
17 14 (0.77%) Atlassian Bamboo
General
1 649 (35.56%) Finance
2 201 (11.01%) Marketing
3 158 (8.66%) Banking
4 77 (4.22%) Retail
5 69 (3.78%) Financial Institution
6 62 (3.40%) Front Office
7 58 (3.18%) Back Office
8 51 (2.79%) Public Sector
9 47 (2.58%) Legal
10 39 (2.14%) Telecoms
11 37 (2.03%) Games
12 32 (1.75%) Law
13 30 (1.64%) Advertising
14 29 (1.59%) Investment Banking
15 27 (1.48%) Manufacturing
16 18 (0.99%) French Language
17 17 (0.93%) Electronics
18 16 (0.88%) General Ledger
19 13 (0.71%) Publishing
20 11 (0.60%) German Language
Job Titles
1 437 (23.95%) Developer
2 415 (22.74%) Analyst
3 107 (5.86%) Data Analyst
4 105 (5.75%) Senior Developer
5 95 (5.21%) Business Analyst
6 92 (5.04%) Consultant
7 91 (4.99%) Java Developer
8 83 (4.55%) C# Developer
9 71 (3.89%) .NET Developer
10 68 (3.73%) Architect
11 67 (3.67%) C# .NET Developer
12 65 (3.56%) Graduate
13 57 (3.12%) Data Scientist
14 56 (3.07%) Senior Analyst
15 51 (2.79%) Junior
16 49 (2.68%) Senior C# Developer
16 49 (2.68%) SQL Developer
17 48 (2.63%) Azure Developer
18 47 (2.58%) Financial Analyst
19 46 (2.52%) Senior C# .NET Developer
Libraries, Frameworks & Software Standards
1 156 (8.55%) CSS
2 138 (7.56%) React
3 127 (6.96%) .NET
3 127 (6.96%) HTML
4 123 (6.74%) Web Services
5 98 (5.37%) AngularJS
6 91 (4.99%) Spring
7 79 (4.33%) REST
8 77 (4.22%) .NET Framework
9 72 (3.95%) Node.js
10 67 (3.67%) jQuery
11 65 (3.56%) Spring Boot
12 61 (3.34%) .NET Core
13 54 (2.96%) Entity Framework
14 53 (2.90%) ASP.NET Web API
15 45 (2.47%) Twitter Bootstrap
16 40 (2.19%) OAuth
17 37 (2.03%) JSON
18 35 (1.92%) Kafka
19 34 (1.86%) XML
Miscellaneous
1 152 (8.33%) User Experience
2 97 (5.32%) Self-Motivation
3 87 (4.77%) Management Information System
4 73 (4.00%) Analytical Mindset
5 64 (3.51%) Algorithms
6 60 (3.29%) N-Tier
7 59 (3.23%) Data Structures
8 52 (2.85%) Reinsurance
9 39 (2.14%) Data Centre
10 38 (2.08%) Hedge funds
11 37 (2.03%) SWIFT
11 37 (2.03%) Virtual Team
12 33 (1.81%) Foreign Exchange (FX)
13 28 (1.53%) Mobile App
14 25 (1.37%) Enterprise Software
15 24 (1.32%) Fixed Income
15 24 (1.32%) Greenfield Project
16 22 (1.21%) Derivative
16 22 (1.21%) Market Risk
17 20 (1.10%) Blog
Operating Systems
1 188 (10.30%) Linux
2 135 (7.40%) Windows
3 66 (3.62%) Unix
4 39 (2.14%) Red Hat Enterprise Linux
5 27 (1.48%) Windows Server
6 18 (0.99%) Apple iOS
7 16 (0.88%) Windows Server 2016
8 13 (0.71%) Mac OS
9 10 (0.55%) Android
10 9 (0.49%) Windows 10
10 9 (0.49%) Windows Server 2012
11 8 (0.44%) Windows Server 2008
12 7 (0.38%) Debian
13 6 (0.33%) Windows Server 2019
14 4 (0.22%) Oracle Linux
14 4 (0.22%) Ubuntu
15 3 (0.16%) Mac OS X
16 2 (0.11%) AIX
16 2 (0.11%) Windows 7
17 1 (0.055%) Robot Operating System
Processes & Methodologies
1 579 (31.73%) Problem-Solving
2 565 (30.96%) Agile Software Development
3 457 (25.04%) Analytics
4 309 (16.93%) Business Intelligence
5 269 (14.74%) DevOps
6 217 (11.89%) Computer Science
7 193 (10.58%) Scrum
8 176 (9.64%) Visualisation
9 171 (9.37%) Decision-Making
9 171 (9.37%) Stakeholder Management
10 163 (8.93%) Data Science
11 156 (8.55%) Data Analysis
12 152 (8.33%) Test Automation
13 145 (7.95%) Project Management
14 143 (7.84%) Data Modelling
15 138 (7.56%) Mathematics
16 135 (7.40%) CRM
17 134 (7.34%) Software Engineering
18 133 (7.29%) Mentoring
19 132 (7.23%) Data Analytics
Programming Languages
1 615 (33.70%) SQL
2 366 (20.05%) Python
3 302 (16.55%) Java
4 253 (13.86%) JavaScript
5 162 (8.88%) C#
6 101 (5.53%) R
7 84 (4.60%) T-SQL
8 76 (4.16%) PowerShell
9 67 (3.67%) C++
10 57 (3.12%) TypeScript
11 53 (2.90%) C
12 48 (2.63%) Bash Shell
12 48 (2.63%) Java 8
13 47 (2.58%) PHP
13 47 (2.58%) Scala
14 44 (2.41%) Shell Script
15 33 (1.81%) Perl
16 28 (1.53%) VBA
17 26 (1.42%) Go
18 18 (0.99%) PL/SQL
Qualifications
1 435 (23.84%) Degree
2 79 (4.33%) Computer Science Degree
3 69 (3.78%) Security Cleared
4 42 (2.30%) SC Cleared
5 40 (2.19%) CISSP
6 31 (1.70%) Numerate Degree
7 30 (1.64%) CISM
8 25 (1.37%) Cisco Certification
9 21 (1.15%) DV Cleared
10 20 (1.10%) Master's Degree
11 19 (1.04%) ITIL Foundation Certificate
12 18 (0.99%) PhD
13 17 (0.93%) Microsoft Certification
13 17 (0.93%) SSCP
14 16 (0.88%) CISA
15 14 (0.77%) ISEB
16 13 (0.71%) ISTQB
16 13 (0.71%) PMI Certification
17 12 (0.66%) (ISC)2 CCSP
18 10 (0.55%) CRISC
Quality Assurance & Compliance
1 113 (6.19%) QA
2 95 (5.21%) Data Quality
3 46 (2.52%) GDPR
4 33 (1.81%) SLA
5 31 (1.70%) NIST
6 27 (1.48%) PMO
7 16 (0.88%) ISO/IEC 27001
8 7 (0.38%) COBIT
8 7 (0.38%) Solvency II
9 4 (0.22%) ISO 9001
9 4 (0.22%) MiFID
10 3 (0.16%) ISO 20022
10 3 (0.16%) PCI DSS
10 3 (0.16%) SEPA
11 2 (0.11%) Actionable Recommendations
12 1 (0.055%) EMIR
12 1 (0.055%) IFRS
12 1 (0.055%) ISO 31000
12 1 (0.055%) ISO/IEC 20000
System Software
1 120 (6.58%) Docker
2 82 (4.49%) Active Directory
3 37 (2.03%) VMware Infrastructure
4 11 (0.60%) VMware ESXi
5 7 (0.38%) HDFS
5 7 (0.38%) Virtual Machines
6 6 (0.33%) iptables
6 6 (0.33%) Kamailio
6 6 (0.33%) KVM
6 6 (0.33%) Postfix
6 6 (0.33%) QEMU
7 5 (0.27%) Hyper-V
8 4 (0.22%) Xen
9 3 (0.16%) Apache Flume
9 3 (0.16%) Virtual Desktop
9 3 (0.16%) Virtual Servers
9 3 (0.16%) VMware NSX
9 3 (0.16%) VMware Workstation
10 2 (0.11%) XenApp
11 1 (0.055%) vSphere
Systems Management
1 106 (5.81%) Kubernetes
2 98 (5.37%) Terraform
3 51 (2.79%) Opscode Chef
4 38 (2.08%) Ansible
5 20 (1.10%) Puppet
6 13 (0.71%) SCCM
7 10 (0.55%) Microsoft Intune
8 8 (0.44%) Single Sign-On
9 7 (0.38%) Grafana
9 7 (0.38%) Nagios
9 7 (0.38%) vMotion
9 7 (0.38%) ZABBIX
10 6 (0.33%) Galera Cluster
10 6 (0.33%) HAProxy
10 6 (0.33%) ITRS Geneos
11 5 (0.27%) SCOM
12 4 (0.22%) Cisco CUCM
12 4 (0.22%) Istio
12 4 (0.22%) QRadar
12 4 (0.22%) vCenter Server
Vendors
1 294 (16.11%) Microsoft
2 98 (5.37%) Google
3 87 (4.77%) Oracle
4 57 (3.12%) SAP
5 50 (2.74%) Nintex
6 47 (2.58%) VMware
7 44 (2.41%) Informatica
8 39 (2.14%) Red Hat
9 38 (2.08%) Salesforce.com
10 36 (1.97%) Databricks
11 33 (1.81%) IBM
12 29 (1.59%) Cisco
13 27 (1.48%) Alteryx
13 27 (1.48%) Atlassian
14 17 (0.93%) ServiceNow
14 17 (0.93%) Splunk
15 15 (0.82%) Adobe
15 15 (0.82%) Solace
16 13 (0.71%) Facebook
16 13 (0.71%) Hyperion