Period
to 12 August 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 12 August 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
12 Aug 2020
Same period 2019 Same period 2018
Rank 32 27 25
Rank change year-on-year -5 -2 -3
Permanent jobs citing Analytical Skills 1,912 4,546 6,043
As % of all permanent jobs advertised in London 7.31% 8.07% 8.72%
As % of the Miscellaneous category 17.06% 19.63% 20.26%
Number of salaries quoted 1,449 3,385 4,143
Median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% -
10th Percentile £35,000 £32,000 £31,250
90th Percentile £100,000 £95,000 £92,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +11.11%

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 11,209 23,160 29,821
As % of all permanent IT jobs advertised in London 42.87% 41.10% 43.01%
Number of salaries quoted 8,768 18,134 22,796
Median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% +4.17%
10th Percentile £41,250 £35,500 £35,000
90th Percentile £115,000 £101,250 £95,000
England median annual salary £55,000 £53,371 £52,500
% change year-on-year +3.05% +1.66% +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 12 August 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 12 August 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 -11 395 £67,500 +12.50% 47
West London -6 103 £50,000 -4.76% 11
South London +13 89 £57,500 +27.78% 6
East London +12 39 £52,500 +5.00% 7
North London +8 39 £51,772 +3.54%
Analytical Skills
England

For the 6 months to 12 August 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.

1 691 (36.14%) Problem-Solving
2 666 (34.83%) SQL
3 624 (32.64%) Finance
4 588 (30.75%) Degree
5 552 (28.87%) Agile Software Development
6 499 (26.10%) Analytics
7 433 (22.65%) Python
8 414 (21.65%) Business Intelligence
9 366 (19.14%) SQL Server
10 276 (14.44%) Azure
11 271 (14.17%) Microsoft
12 251 (13.13%) Tableau
13 247 (12.92%) Data Analytics
13 247 (12.92%) Computer Science
14 242 (12.66%) Java
15 231 (12.08%) Data Analysis
15 231 (12.08%) DevOps
16 227 (11.87%) Oracle
17 223 (11.66%) Project Management
18 219 (11.45%) JavaScript
19 207 (10.83%) C#
20 204 (10.67%) AWS
21 203 (10.62%) Visualisation
22 200 (10.46%) ETL
23 191 (9.99%) .NET
23 191 (9.99%) Scrum
24 176 (9.21%) Power Platform
25 174 (9.10%) Marketing
26 169 (8.84%) Linux
27 164 (8.58%) Power BI

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 74 (3.87%) Apache Spark
2 53 (2.77%) Confluence
3 47 (2.46%) CMS
4 32 (1.67%) Apache
5 24 (1.26%) SharePoint
6 21 (1.10%) IIS
6 21 (1.10%) SAS
7 20 (1.05%) Jupyter
8 19 (0.99%) EPiServer
9 18 (0.94%) Apache Airflow
9 18 (0.94%) Elasticsearch
10 10 (0.52%) Adobe Experience Manager
10 10 (0.52%) Tomcat
11 9 (0.47%) Luigi
12 8 (0.42%) MS Exchange
13 7 (0.37%) JBoss
13 7 (0.37%) Sitecore CMS
14 6 (0.31%) Skype for Business
15 5 (0.26%) Oracle SOA Suite
16 4 (0.21%) WebSphere
Applications
1 139 (7.27%) Microsoft Excel
2 77 (4.03%) Microsoft Office
3 42 (2.20%) Microsoft PowerPoint
4 35 (1.83%) MS Visio
5 23 (1.20%) Microsoft Project
6 11 (0.58%) Sketch
6 11 (0.58%) SPSS
7 6 (0.31%) Photoshop
7 6 (0.31%) Stata
7 6 (0.31%) Zeplin
8 5 (0.26%) Spreadsheet
9 3 (0.16%) InVision
10 2 (0.10%) Adobe Illustrator
10 2 (0.10%) Adobe XD
10 2 (0.10%) EViews
10 2 (0.10%) Windchill
11 1 (0.052%) Adobe Captivate
11 1 (0.052%) Adobe Premiere
11 1 (0.052%) AutoCAD
11 1 (0.052%) InfoPath
Business Applications
1 16 (0.84%) Dynamics CRM
1 16 (0.84%) Shopify
2 12 (0.63%) SAP BPC
3 11 (0.58%) Distributed Ledger
4 9 (0.47%) R3 Corda
5 7 (0.37%) SAP Hybris
6 5 (0.26%) Payment Gateway
6 5 (0.26%) SAP CRM
6 5 (0.26%) SAP ERP
6 5 (0.26%) SAP IS-U
6 5 (0.26%) SAP S/4HANA
7 4 (0.21%) Eagle PACE
7 4 (0.21%) Endur
7 4 (0.21%) FastStats
7 4 (0.21%) Markit EDM
7 4 (0.21%) NetSuite
7 4 (0.21%) Oracle BPM
7 4 (0.21%) Relativity
8 3 (0.16%) Oracle Procure-to-Pay
8 3 (0.16%) Workday HCM
Cloud Services
1 276 (14.44%) Azure
2 204 (10.67%) AWS
3 176 (9.21%) Power Platform
4 77 (4.03%) GCP
5 56 (2.93%) Cloud Computing
6 50 (2.62%) Office 365
7 47 (2.46%) SaaS
8 37 (1.94%) Serverless
9 36 (1.88%) GitHub
10 30 (1.57%) Azure Active Directory
11 23 (1.20%) AWS CloudFormation
12 22 (1.15%) Google Analytics
13 20 (1.05%) Azure Data Factory
13 20 (1.05%) PaaS
14 16 (0.84%) iPaaS
15 15 (0.78%) Amazon S3
16 13 (0.68%) Amazon EC2
16 13 (0.68%) AWS Lambda
16 13 (0.68%) IaaS
17 12 (0.63%) Amazon Kinesis
Communications & Networking
1 48 (2.51%) Firewall
2 35 (1.83%) TCP/IP
3 27 (1.41%) HTTP
4 25 (1.31%) Network Security
5 24 (1.26%) DNS
5 24 (1.26%) VPN
6 22 (1.15%) Internet
7 17 (0.89%) LAN
8 16 (0.84%) Intrusion Detection
8 16 (0.84%) WAN
9 12 (0.63%) DHCP
9 12 (0.63%) MPLS
9 12 (0.63%) VoIP
10 11 (0.58%) Extranet
10 11 (0.58%) SSH
11 10 (0.52%) Intranet
11 10 (0.52%) Wireless
12 7 (0.37%) Cisco ISE
12 7 (0.37%) SSL
13 6 (0.31%) Skype
Database & Business Intelligence
1 366 (19.14%) SQL Server
2 164 (8.58%) Power BI
3 155 (8.11%) Data Warehouse
4 152 (7.95%) Data Lake
5 122 (6.38%) SQL Server Integration Services
6 115 (6.01%) Relational Database
7 88 (4.60%) Big Data
8 83 (4.34%) SQL Server Reporting Services
9 78 (4.08%) Oracle Reports
10 76 (3.97%) NoSQL
11 72 (3.77%) SQL Server Analysis Services
12 59 (3.09%) MongoDB
13 48 (2.51%) RDBMS
14 47 (2.46%) Hadoop
15 43 (2.25%) PostgreSQL
16 40 (2.09%) OLAP
17 35 (1.83%) MySQL
18 32 (1.67%) Data Mining
19 31 (1.62%) Azure SQL Database
19 31 (1.62%) Microsoft Analysis Services
Development Applications
1 125 (6.54%) Git (software)
2 108 (5.65%) JIRA
3 71 (3.71%) Jenkins
4 22 (1.15%) Visual Studio
5 20 (1.05%) Octopus Deploy
6 17 (0.89%) Team Foundation Server
7 15 (0.78%) JUnit
7 15 (0.78%) Maven
7 15 (0.78%) Selenium
8 14 (0.73%) Cucumber
9 13 (0.68%) Bitbucket
10 12 (0.63%) Mocha
10 12 (0.63%) Subversion
10 12 (0.63%) TeamCity
11 11 (0.58%) IntelliJ
11 11 (0.58%) Postman
12 10 (0.52%) NUnit
12 10 (0.52%) SpecFlow
13 9 (0.47%) Gatling
13 9 (0.47%) RSpec
General
1 624 (32.64%) Finance
2 174 (9.10%) Marketing
3 132 (6.90%) Banking
4 124 (6.49%) Legal
5 78 (4.08%) Front Office
6 59 (3.09%) Retail
7 43 (2.25%) Telecoms
8 41 (2.14%) Back Office
9 37 (1.94%) Games
10 36 (1.88%) Public Sector
11 33 (1.73%) Financial Institution
12 32 (1.67%) Investment Banking
12 32 (1.67%) Law
13 27 (1.41%) Advertising
14 20 (1.05%) French Language
15 19 (0.99%) Publishing
16 15 (0.78%) Automotive
16 15 (0.78%) Billing
17 14 (0.73%) Electronics
18 10 (0.52%) Manufacturing
Job Titles
1 482 (25.21%) Analyst
2 412 (21.55%) Developer
3 166 (8.68%) Data Analyst
4 122 (6.38%) Business Analyst
5 104 (5.44%) Senior Analyst
6 94 (4.92%) Architect
7 86 (4.50%) Senior Developer
8 82 (4.29%) Data Engineer
9 64 (3.35%) Consultant
10 61 (3.19%) Software Engineer
11 58 (3.03%) Administrator
11 58 (3.03%) Senior Data Analyst
12 51 (2.67%) Business Intelligence Developer
12 51 (2.67%) Support Analyst
13 48 (2.51%) Java Developer
13 48 (2.51%) Product Manager
13 48 (2.51%) SQL Analyst
14 47 (2.46%) Data Scientist
14 47 (2.46%) Full Stack Developer
14 47 (2.46%) Project Manager
Libraries, Frameworks & Software Standards
1 191 (9.99%) .NET
2 147 (7.69%) HTML
3 128 (6.69%) CSS
4 102 (5.33%) AngularJS
5 82 (4.29%) Web Services
6 73 (3.82%) REST
7 62 (3.24%) Kafka
8 59 (3.09%) ASP.NET
9 51 (2.67%) XML
10 49 (2.56%) React
11 44 (2.30%) Spring
12 40 (2.09%) JSON
13 38 (1.99%) HTML5
13 38 (1.99%) Node.js
14 37 (1.94%) RESTful
15 36 (1.88%) .NET Framework
16 35 (1.83%) .NET Core
16 35 (1.83%) Pandas
17 33 (1.73%) SOAP
18 31 (1.62%) Vue.js
Miscellaneous
1 119 (6.22%) Self-Motivation
2 111 (5.81%) Management Information System
3 96 (5.02%) User Experience
4 87 (4.55%) Analytical Mindset
5 67 (3.50%) Algorithms
5 67 (3.50%) Hedge funds
6 57 (2.98%) Data Structures
6 57 (2.98%) Greenfield Project
7 42 (2.20%) Equities
8 41 (2.14%) Derivative
9 40 (2.09%) Foreign Exchange (FX)
10 34 (1.78%) Mobile App
11 28 (1.46%) Reinsurance
11 28 (1.46%) SWIFT
12 25 (1.31%) FMCG
12 25 (1.31%) Marketing Technology
13 23 (1.20%) Enterprise Software
14 21 (1.10%) Cloud Native
14 21 (1.10%) Fixed Income
15 19 (0.99%) Social Media
Operating Systems
1 169 (8.84%) Linux
2 137 (7.17%) Windows
3 67 (3.50%) Unix
4 33 (1.73%) Android
4 33 (1.73%) Windows Server
5 28 (1.46%) Apple iOS
6 23 (1.20%) Windows 10
7 18 (0.94%) Red Hat Enterprise Linux
8 12 (0.63%) Windows 7
9 10 (0.52%) Ubuntu
10 8 (0.42%) Mac OS
11 6 (0.31%) CentOS
11 6 (0.31%) Mac OS X
11 6 (0.31%) VMS
12 4 (0.21%) Windows Server 2012
13 3 (0.16%) Fedora
13 3 (0.16%) Windows Server 2016
14 2 (0.10%) Amazon Linux
14 2 (0.10%) Solaris
14 2 (0.10%) Windows Phone
Processes & Methodologies
1 691 (36.14%) Problem-Solving
2 552 (28.87%) Agile Software Development
3 499 (26.10%) Analytics
4 414 (21.65%) Business Intelligence
5 247 (12.92%) Computer Science
5 247 (12.92%) Data Analytics
6 231 (12.08%) Data Analysis
6 231 (12.08%) DevOps
7 223 (11.66%) Project Management
8 203 (10.62%) Visualisation
9 200 (10.46%) ETL
10 191 (9.99%) Scrum
11 161 (8.42%) Stakeholder Management
12 159 (8.32%) Data Modelling
13 157 (8.21%) Software Engineering
14 152 (7.95%) Mathematics
15 151 (7.90%) SDLC
16 142 (7.43%) Data Extraction
17 141 (7.37%) User Acceptance Testing
18 137 (7.17%) Machine Learning
Programming Languages
1 666 (34.83%) SQL
2 433 (22.65%) Python
3 242 (12.66%) Java
4 219 (11.45%) JavaScript
5 207 (10.83%) C#
6 86 (4.50%) R
7 73 (3.82%) C++
8 67 (3.50%) PowerShell
9 60 (3.14%) TypeScript
10 53 (2.77%) Scala
11 50 (2.62%) T-SQL
12 49 (2.56%) Bash Shell
13 46 (2.41%) C
14 35 (1.83%) Kotlin
15 33 (1.73%) VBA
16 31 (1.62%) Apex Code
17 29 (1.52%) Shell Script
18 28 (1.46%) PHP
19 27 (1.41%) Ruby
20 19 (0.99%) Java 8
Qualifications
1 588 (30.75%) Degree
2 132 (6.90%) Computer Science Degree
3 66 (3.45%) Master's Degree
4 39 (2.04%) Security Cleared
5 32 (1.67%) CISSP
6 27 (1.41%) Cisco Certification
7 26 (1.36%) AWS Certification
8 23 (1.20%) Numerate Degree
9 19 (0.99%) PhD
9 19 (0.99%) SC Cleared
10 18 (0.94%) DV Cleared
11 17 (0.89%) Microsoft Certification
12 15 (0.78%) PMP
13 14 (0.73%) ISEB
13 14 (0.73%) ISTQB
13 14 (0.73%) PMI Certification
14 13 (0.68%) ITIL Certification
15 12 (0.63%) (ISC)2 CCSP
15 12 (0.63%) CCSP
16 11 (0.58%) MCSE
Quality Assurance & Compliance
1 117 (6.12%) QA
2 70 (3.66%) GAAP
3 58 (3.03%) Data Quality
4 53 (2.77%) GDPR
5 32 (1.67%) SLA
6 26 (1.36%) ISO/IEC 27001
7 20 (1.05%) NIST
8 11 (0.58%) PCI DSS
8 11 (0.58%) SEPA
9 9 (0.47%) MiFID
9 9 (0.47%) Sarbanes-Oxley
10 8 (0.42%) Actionable Recommendations
11 7 (0.37%) PMO
12 6 (0.31%) EMIR
12 6 (0.31%) TARGET2
13 5 (0.26%) Cyber Essentials
13 5 (0.26%) ISO 20022
14 4 (0.21%) COBIT
14 4 (0.21%) COSO
15 3 (0.16%) ITGC
System Software
1 108 (5.65%) Docker
2 56 (2.93%) Active Directory
3 39 (2.04%) VMware Infrastructure
4 10 (0.52%) vSphere
5 6 (0.31%) Firmware
5 6 (0.31%) Hyper-V
5 6 (0.31%) Virtual Machines
5 6 (0.31%) VMware NSX
5 6 (0.31%) XenApp
6 4 (0.21%) VMware ESXi
7 3 (0.16%) HDFS
7 3 (0.16%) NFS
7 3 (0.16%) Samba
7 3 (0.16%) Virtual Desktop
7 3 (0.16%) VirtualBox
7 3 (0.16%) Xen
8 2 (0.10%) ProxySG
8 2 (0.10%) Terminal Services
9 1 (0.052%) BitLocker
9 1 (0.052%) Virtual Servers
Systems Management
1 75 (3.92%) Kubernetes
2 47 (2.46%) Ansible
3 45 (2.35%) Terraform
4 18 (0.94%) Puppet
5 15 (0.78%) Kibana
6 13 (0.68%) Opscode Chef
7 12 (0.63%) Microsoft Intune
8 11 (0.58%) Single Sign-On
9 9 (0.47%) Nagios
9 9 (0.47%) SCCM
10 8 (0.42%) ZABBIX
11 7 (0.37%) Prometheus
12 4 (0.21%) Ambari
12 4 (0.21%) Hadoop YARN
12 4 (0.21%) HP ALM
13 3 (0.16%) Docker Swarm
13 3 (0.16%) HP Quality Center
13 3 (0.16%) OpenNMS
13 3 (0.16%) vCenter Server
14 2 (0.10%) Rancher
Vendors
1 271 (14.17%) Microsoft
2 251 (13.13%) Tableau
3 227 (11.87%) Oracle
4 132 (6.90%) Cadence
5 130 (6.80%) Alteryx
5 130 (6.80%) Blue Prism
6 129 (6.75%) Automation Anywhere
7 128 (6.69%) UiPath
8 127 (6.64%) Teradata
9 91 (4.76%) Google
10 77 (4.03%) Salesforce.com
11 64 (3.35%) SAP
12 49 (2.56%) VMware
13 36 (1.88%) ServiceNow
14 32 (1.67%) Pardot
15 28 (1.46%) Adobe
15 28 (1.46%) Cisco
16 23 (1.20%) Citrix
17 19 (0.99%) Databricks
17 19 (0.99%) Red Hat