Period
to 20 October 2020

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 20 October 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
20 Oct 2020
Same period 2019 Same period 2018
Rank 36 29 25
Rank change year-on-year -7 -4 -2
Permanent jobs citing Analytical Skills 1,236 4,299 5,758
As % of all permanent jobs advertised in London 6.26% 7.93% 8.53%
As % of the Miscellaneous category 14.70% 18.99% 19.93%
Number of salaries quoted 1,062 3,233 4,051
Median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% -
10th Percentile £35,800 £32,074 £31,250
90th Percentile £99,000 £95,000 £92,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 8,409 22,636 28,886
As % of all permanent IT jobs advertised in London 42.58% 41.73% 42.79%
Number of salaries quoted 6,954 17,613 22,249
Median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% +4.17%
10th Percentile £42,500 £35,000 £35,000
90th Percentile £118,750 £105,000 £97,500
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 20 October 2020.

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 20 October 2020. 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 -12 261 £67,500 +10.66% 75
West London -14 50 £49,000 -10.91% 22
South London -6 36 £60,000 +20.00% 2
East London -8 10 £50,000 - 9
North London +4 8 £47,500 -2.56% 3
Analytical Skills
England

For the 6 months to 20 October 2020, 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.

1 454 (36.73%) Problem-Solving
2 440 (35.60%) Finance
3 397 (32.12%) SQL
4 388 (31.39%) Agile Software Development
5 311 (25.16%) Degree
6 273 (22.09%) Analytics
7 234 (18.93%) Python
8 204 (16.50%) Java
9 203 (16.42%) Microsoft
10 199 (16.10%) Business Intelligence
11 185 (14.97%) Azure
12 179 (14.48%) SQL Server
13 170 (13.75%) DevOps
14 164 (13.27%) Computer Science
15 162 (13.11%) JavaScript
16 160 (12.94%) Scrum
17 134 (10.84%) Mathematics
18 131 (10.60%) Linux
19 124 (10.03%) AWS
20 122 (9.87%) C#
21 118 (9.55%) Marketing
22 115 (9.30%) Project Management
22 115 (9.30%) Power BI
22 115 (9.30%) Power Platform
23 112 (9.06%) Git (software)
24 110 (8.90%) Data Modelling
25 109 (8.82%) Visualisation
26 108 (8.74%) Software Engineering
27 107 (8.66%) SDLC
28 102 (8.25%) Tableau

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 65 (5.26%) Confluence
2 57 (4.61%) Apache Spark
3 31 (2.51%) Apache
4 23 (1.86%) IIS
5 18 (1.46%) CMS
6 16 (1.29%) SharePoint
7 12 (0.97%) Elasticsearch
7 12 (0.97%) SAS
8 8 (0.65%) WebLogic
9 7 (0.57%) EPiServer
9 7 (0.57%) Tomcat
10 6 (0.49%) WebSphere
11 5 (0.40%) JBoss
12 4 (0.32%) Apache Airflow
12 4 (0.32%) Jupyter
12 4 (0.32%) Mendix
13 3 (0.24%) OpenStack
14 2 (0.16%) Apache Synapse
14 2 (0.16%) Appian
14 2 (0.16%) Ethereum
Applications
1 101 (8.17%) Microsoft Excel
2 54 (4.37%) Microsoft Office
3 31 (2.51%) MS Visio
4 27 (2.18%) Microsoft PowerPoint
5 11 (0.89%) SPSS
6 9 (0.73%) Stata
7 7 (0.57%) Microsoft Project
8 5 (0.40%) Adobe Creative Suite
8 5 (0.40%) InVision
8 5 (0.40%) Sketch
9 2 (0.16%) Adobe Illustrator
9 2 (0.16%) EViews
9 2 (0.16%) Windchill
10 1 (0.081%) Adobe XD
10 1 (0.081%) AutoCAD
10 1 (0.081%) InDesign
10 1 (0.081%) InfoPath
10 1 (0.081%) Photoshop
10 1 (0.081%) Spreadsheet
10 1 (0.081%) SPSS Modeler
Business Applications
1 16 (1.29%) Dynamics CRM
2 13 (1.05%) Shopify
3 9 (0.73%) Distributed Ledger
4 8 (0.65%) R3 Corda
5 5 (0.40%) Relativity
6 4 (0.32%) Actimize
6 4 (0.32%) Eagle PACE
6 4 (0.32%) Markit EDM
6 4 (0.32%) SAP CO
6 4 (0.32%) SAP FI
6 4 (0.32%) SAP FI/CO
6 4 (0.32%) Siebel CRM
7 3 (0.24%) Endur
7 3 (0.24%) FINCAD Analytics
7 3 (0.24%) Remedy ITSM
7 3 (0.24%) SAP BPC
7 3 (0.24%) Workday HCM
8 2 (0.16%) MoSes
8 2 (0.16%) Oracle Internet Expenses
8 2 (0.16%) Oracle Procure-to-Pay
Cloud Services
1 185 (14.97%) Azure
2 124 (10.03%) AWS
3 115 (9.30%) Power Platform
4 45 (3.64%) GCP
5 29 (2.35%) Cloud Computing
5 29 (2.35%) SaaS
6 26 (2.10%) Azure Active Directory
7 21 (1.70%) AWS CloudFormation
7 21 (1.70%) Office 365
8 20 (1.62%) Google Analytics
9 18 (1.46%) GitHub
10 15 (1.21%) Serverless
11 12 (0.97%) IaaS
12 10 (0.81%) OpenShift
13 9 (0.73%) AWS Lambda
13 9 (0.73%) iPaaS
14 8 (0.65%) Azure Data Factory
15 7 (0.57%) Amazon EMR
15 7 (0.57%) Salesforce Sales Cloud
15 7 (0.57%) SuccessFactors
Communications & Networking
1 28 (2.27%) Firewall
2 21 (1.70%) Internet
3 20 (1.62%) TCP/IP
4 14 (1.13%) VPN
5 13 (1.05%) HTTP
6 12 (0.97%) DNS
7 11 (0.89%) LAN
7 11 (0.89%) MPLS
7 11 (0.89%) WAN
8 10 (0.81%) Kerberos
8 10 (0.81%) SSH
9 6 (0.49%) DHCP
9 6 (0.49%) Intrusion Detection
9 6 (0.49%) SAN
10 5 (0.40%) Broadband
10 5 (0.40%) Cisco ISE
10 5 (0.40%) Ethernet
10 5 (0.40%) Network Security
10 5 (0.40%) SSL
10 5 (0.40%) VoIP
Database & Business Intelligence
1 179 (14.48%) SQL Server
2 115 (9.30%) Power BI
3 89 (7.20%) Big Data
4 86 (6.96%) Data Warehouse
5 80 (6.47%) Relational Database
6 62 (5.02%) NoSQL
7 61 (4.94%) SQL Server Integration Services
8 60 (4.85%) SQL Server Reporting Services
9 43 (3.48%) MongoDB
10 35 (2.83%) SQL Server Analysis Services
11 30 (2.43%) Hadoop
12 29 (2.35%) Data Mining
12 29 (2.35%) MySQL
13 25 (2.02%) Azure SQL Database
13 25 (2.02%) Snowflake Schema
14 24 (1.94%) RDBMS
15 22 (1.78%) OLAP
16 20 (1.62%) Looker
16 20 (1.62%) PostgreSQL
16 20 (1.62%) SQL Server 2008
Development Applications
1 112 (9.06%) Git (software)
2 100 (8.09%) JIRA
3 60 (4.85%) Jenkins
4 24 (1.94%) Octopus Deploy
5 23 (1.86%) Bitbucket
5 23 (1.86%) TeamCity
6 19 (1.54%) NUnit
6 19 (1.54%) SpecFlow
7 18 (1.46%) MSTest
8 16 (1.29%) GitLab
8 16 (1.29%) Maven
8 16 (1.29%) Selenium
9 14 (1.13%) JUnit
10 12 (0.97%) Cucumber
10 12 (0.97%) Mocha
11 11 (0.89%) Subversion
11 11 (0.89%) Team Foundation Server
11 11 (0.89%) Visual Studio
12 10 (0.81%) Atlassian Bamboo
13 9 (0.73%) IntelliJ
General
1 440 (35.60%) Finance
2 118 (9.55%) Marketing
3 99 (8.01%) Banking
4 50 (4.05%) Front Office
5 46 (3.72%) Retail
6 36 (2.91%) Public Sector
7 30 (2.43%) Investment Banking
7 30 (2.43%) Legal
8 27 (2.18%) Back Office
8 27 (2.18%) Financial Institution
9 23 (1.86%) Games
10 22 (1.78%) Advertising
11 21 (1.70%) Law
11 21 (1.70%) Telecoms
12 20 (1.62%) French Language
13 15 (1.21%) Billing
14 14 (1.13%) Manufacturing
15 9 (0.73%) Electronics
16 8 (0.65%) Automotive
16 8 (0.65%) Local Government
Job Titles
1 293 (23.71%) Developer
2 257 (20.79%) Analyst
3 94 (7.61%) Business Analyst
4 64 (5.18%) Consultant
4 64 (5.18%) Senior Developer
5 54 (4.37%) Java Developer
6 49 (3.96%) Administrator
6 49 (3.96%) Data Analyst
7 47 (3.80%) Data Engineer
8 44 (3.56%) Software Engineer
9 40 (3.24%) .NET Developer
10 38 (3.07%) Architect
10 38 (3.07%) C# Developer
10 38 (3.07%) Java Engineer
11 36 (2.91%) Business Intelligence Developer
12 35 (2.83%) Graduate
13 33 (2.67%) Business Intelligence Analyst
13 33 (2.67%) Full Stack Developer
14 27 (2.18%) Product Manager
14 27 (2.18%) Python Developer
Libraries, Frameworks & Software Standards
1 102 (8.25%) .NET
2 99 (8.01%) HTML
3 93 (7.52%) CSS
4 86 (6.96%) AngularJS
5 73 (5.91%) Web Services
6 64 (5.18%) REST
7 58 (4.69%) React
8 49 (3.96%) Spring
9 47 (3.80%) Kafka
10 39 (3.16%) ASP.NET
11 37 (2.99%) Node.js
12 35 (2.83%) .NET Framework
13 33 (2.67%) RESTful
14 29 (2.35%) .NET Core
15 28 (2.27%) Spring Boot
16 27 (2.18%) Natural Language Processing
17 26 (2.10%) JSON
17 26 (2.10%) Pandas
17 26 (2.10%) SOAP
17 26 (2.10%) XML
Miscellaneous
1 96 (7.77%) Self-Motivation
2 78 (6.31%) User Experience
3 59 (4.77%) Analytical Mindset
4 58 (4.69%) Management Information System
5 52 (4.21%) Hedge funds
6 51 (4.13%) Data Structures
7 48 (3.88%) Algorithms
8 38 (3.07%) Foreign Exchange (FX)
9 31 (2.51%) Equities
9 31 (2.51%) Replication
10 30 (2.43%) Derivative
11 27 (2.18%) Fixed Income
12 22 (1.78%) Mobile App
13 21 (1.70%) FMCG
14 18 (1.46%) SWIFT
15 15 (1.21%) Enterprise Software
15 15 (1.21%) Public Cloud
16 14 (1.13%) Greenfield Project
16 14 (1.13%) Reference Data
17 13 (1.05%) Marketing Technology
Operating Systems
1 131 (10.60%) Linux
2 102 (8.25%) Windows
3 34 (2.75%) Unix
4 26 (2.10%) Windows Server
5 20 (1.62%) Android
6 18 (1.46%) Apple iOS
7 16 (1.29%) Red Hat Enterprise Linux
8 9 (0.73%) Windows 10
9 8 (0.65%) Mac OS
10 6 (0.49%) Ubuntu
10 6 (0.49%) Windows Server 2016
11 5 (0.40%) Mac OS X
11 5 (0.40%) Windows 7
12 4 (0.32%) VMS
12 4 (0.32%) Windows Server 2012
13 3 (0.24%) Windows Server 2019
14 2 (0.16%) Windows Server 2008
15 1 (0.081%) CentOS
15 1 (0.081%) HPUX
15 1 (0.081%) Solaris
Processes & Methodologies
1 454 (36.73%) Problem-Solving
2 388 (31.39%) Agile Software Development
3 273 (22.09%) Analytics
4 199 (16.10%) Business Intelligence
5 170 (13.75%) DevOps
6 164 (13.27%) Computer Science
7 160 (12.94%) Scrum
8 134 (10.84%) Mathematics
9 115 (9.30%) Project Management
10 110 (8.90%) Data Modelling
11 109 (8.82%) Visualisation
12 108 (8.74%) Software Engineering
13 107 (8.66%) SDLC
14 99 (8.01%) Business Analysis
14 99 (8.01%) Stakeholder Management
15 98 (7.93%) Decision-Making
16 88 (7.12%) Data Science
17 87 (7.04%) Data Analytics
18 84 (6.80%) Data Analysis
18 84 (6.80%) TDD
Programming Languages
1 397 (32.12%) SQL
2 234 (18.93%) Python
3 204 (16.50%) Java
4 162 (13.11%) JavaScript
5 122 (9.87%) C#
6 67 (5.42%) TypeScript
7 57 (4.61%) R
8 56 (4.53%) C++
9 53 (4.29%) Scala
10 50 (4.05%) T-SQL
11 36 (2.91%) Kotlin
11 36 (2.91%) PowerShell
12 35 (2.83%) Bash Shell
13 34 (2.75%) C
14 30 (2.43%) Shell Script
15 28 (2.27%) Ruby
16 24 (1.94%) Java 8
17 20 (1.62%) Apex Code
18 18 (1.46%) PHP
19 15 (1.21%) Perl
Qualifications
1 311 (25.16%) Degree
2 79 (6.39%) Computer Science Degree
3 28 (2.27%) Security Cleared
4 25 (2.02%) Master's Degree
5 22 (1.78%) SC Cleared
6 21 (1.70%) CISSP
7 18 (1.46%) Numerate Degree
8 14 (1.13%) CISM
9 12 (0.97%) ISEB
9 12 (0.97%) Postgraduate
10 11 (0.89%) AWS Certification
10 11 (0.89%) Cisco Certification
11 10 (0.81%) PhD
11 10 (0.81%) PMI Certification
12 9 (0.73%) CISA
12 9 (0.73%) CRISC
12 9 (0.73%) Microsoft Certification
13 8 (0.65%) DV Cleared
13 8 (0.65%) ISTQB
14 7 (0.57%) PMP
Quality Assurance & Compliance
1 91 (7.36%) QA
2 52 (4.21%) Data Quality
3 38 (3.07%) GDPR
4 21 (1.70%) ISO/IEC 27001
5 19 (1.54%) NIST
6 12 (0.97%) SLA
7 9 (0.73%) PCI DSS
8 7 (0.57%) MiFID
8 7 (0.57%) Solvency II
9 5 (0.40%) Cyber Essentials
9 5 (0.40%) ISO 20022
9 5 (0.40%) PMO
9 5 (0.40%) SEPA
10 3 (0.24%) EMIR
10 3 (0.24%) IFRS
10 3 (0.24%) ISO 31000
10 3 (0.24%) ITGC
11 2 (0.16%) HIPAA
11 2 (0.16%) ISO 13485
11 2 (0.16%) Sarbanes-Oxley
System Software
1 74 (5.99%) Docker
2 43 (3.48%) Active Directory
3 18 (1.46%) VMware Infrastructure
4 7 (0.57%) Virtual Machines
5 5 (0.40%) VMware NSX
6 4 (0.32%) Xen
7 3 (0.24%) Firmware
7 3 (0.24%) Hyper-V
7 3 (0.24%) VMware Workstation
7 3 (0.24%) vSphere
7 3 (0.24%) XenApp
8 2 (0.16%) HDFS
8 2 (0.16%) ProxySG
9 1 (0.081%) BitLocker
9 1 (0.081%) Squid
9 1 (0.081%) Terminal Services
9 1 (0.081%) vCloud
9 1 (0.081%) Virtual Servers
9 1 (0.081%) VMware ESXi
9 1 (0.081%) VMware Server
Systems Management
1 54 (4.37%) Kubernetes
2 39 (3.16%) Terraform
3 35 (2.83%) Ansible
4 17 (1.38%) Opscode Chef
5 14 (1.13%) Puppet
6 9 (0.73%) SCCM
7 7 (0.57%) Microsoft Intune
7 7 (0.57%) Nagios
8 6 (0.49%) Prometheus
9 5 (0.40%) Kibana
9 5 (0.40%) SCOM
9 5 (0.40%) ZABBIX
10 3 (0.24%) Ambari
10 3 (0.24%) Control-M
10 3 (0.24%) Hadoop YARN
10 3 (0.24%) Salt
10 3 (0.24%) Single Sign-On
11 2 (0.16%) Data Guard
11 2 (0.16%) HP Fortify
11 2 (0.16%) Istio
Vendors
1 203 (16.42%) Microsoft
2 102 (8.25%) Tableau
3 72 (5.83%) Oracle
4 71 (5.74%) Google
5 42 (3.40%) Salesforce.com
6 34 (2.75%) SAP
7 31 (2.51%) VMware
8 29 (2.35%) Atlassian
9 21 (1.70%) Pardot
10 18 (1.46%) Cisco
11 16 (1.29%) ServiceNow
12 13 (1.05%) Citrix
12 13 (1.05%) Informatica
13 12 (0.97%) Databricks
13 12 (0.97%) Red Hat
13 12 (0.97%) Splunk
14 10 (0.81%) Adobe
14 10 (0.81%) Bloomberg
14 10 (0.81%) IBM
15 9 (0.73%) Facebook