Period
to 25 February 2020

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in the East of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 25 February 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > East of England
6 months to
25 Feb 2020
Same period 2019 Same period 2018
Rank 21 21 30
Rank change year-on-year 0 +9 -3
Permanent jobs citing Analytical Skills 573 841 940
As % of all permanent IT jobs advertised in the East of England 9.59% 9.28% 7.56%
As % of the Miscellaneous category 22.71% 22.83% 19.21%
Number of salaries quoted 389 587 727
East of England median annual salary £47,500 £42,500 £50,000
Median salary % change year-on-year +11.76% -15.00% +17.65%
10th Percentile £27,700 £27,000 £27,500
90th Percentile £85,000 £68,750 £71,250
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

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 the East of England with a requirement for generic IT skills.

All Generic IT Skills
East of England
Permanent vacancies with a requirement for generic IT skills 2,523 3,684 4,894
As % of all permanent IT jobs advertised in the East of England 42.23% 40.66% 39.35%
Number of salaries quoted 1,750 2,735 3,759
East of England median annual salary £48,000 £47,500 £50,000
Median salary % change year-on-year +1.05% -5.00% +11.11%
10th Percentile £28,725 £26,250 £27,500
90th Percentile £77,050 £72,500 £71,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Analytical Skills
Job Vacancy Trend in the East of England

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Analytical Skills in the East of England

Analytical Skills
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Skills in the East of England.

Salary trend for Analytical Skills in the East of England

Analytical Skills
Salary Histogram in the East of England

The salary distribution of IT jobs citing Analytical Skills in the East of England over the 6 months to 25 February 2020.

Salary histogram for Analytical Skills in the East of England

Analytical Skills
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the East of England region over the 6 months to 25 February 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
Hertfordshire -4 194 £62,500 +28.21% 63
Cambridgeshire -8 135 £40,000 +1.91% 54
Essex +21 99 £42,500 +25.00% 33
Bedfordshire +8 82 £55,000 +24.29% 16
Suffolk +5 34 £55,000 +33.33% 11
Norfolk -4 28 £40,000 -5.88% 10
East Anglia - 1 £38,500 -
Analytical Skills
England

For the 6 months to 25 February 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 East of England region with a requirement for Analytical Skills.

1 254 (44.33%) Problem-Solving
2 160 (27.92%) Agile Software Development
3 140 (24.43%) Microsoft
4 137 (23.91%) SQL
5 118 (20.59%) Azure
6 103 (17.98%) Self-Motivation
7 96 (16.75%) Python
7 96 (16.75%) Scrum
8 92 (16.06%) Degree
9 87 (15.18%) SQL Server
10 85 (14.83%) Analytics
11 81 (14.14%) JavaScript
12 78 (13.61%) E-Commerce
12 78 (13.61%) Finance
13 77 (13.44%) Linux
13 77 (13.44%) .NET
14 76 (13.26%) C#
15 75 (13.09%) HTML
16 72 (12.57%) CSS
17 71 (12.39%) C
17 71 (12.39%) Project Management
18 66 (11.52%) Windows
18 66 (11.52%) AWS
19 65 (11.34%) User Experience
20 64 (11.17%) Business Intelligence
21 62 (10.82%) Web Development
22 57 (9.95%) Relational Database
23 55 (9.60%) ITIL
24 53 (9.25%) Decision-Making
25 51 (8.90%) ASP.NET

Analytical Skills
Co-occurring IT Skills in the East of England 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 30 (5.24%) Apache Spark
2 21 (3.66%) SharePoint
3 17 (2.97%) Confluence
4 16 (2.79%) IIS
5 8 (1.40%) CMS
5 8 (1.40%) WebSphere
6 5 (0.87%) nginx
6 5 (0.87%) Tomcat
7 4 (0.70%) Elasticsearch
8 2 (0.35%) Jupyter
8 2 (0.35%) OpenStack
8 2 (0.35%) SAS
9 1 (0.17%) Apache
9 1 (0.17%) Exchange Server 2010
9 1 (0.17%) MS Exchange
9 1 (0.17%) SharePoint 2010
9 1 (0.17%) SharePoint 2013
9 1 (0.17%) Sitecore CMS
Applications
1 46 (8.03%) Microsoft Excel
2 21 (3.66%) Microsoft Office
3 14 (2.44%) Microsoft PowerPoint
4 11 (1.92%) MS Visio
5 9 (1.57%) OrCAD
6 5 (0.87%) HipChat
6 5 (0.87%) Spreadsheet
7 4 (0.70%) Gliffy
8 2 (0.35%) Gephi
8 2 (0.35%) Microsoft Project
8 2 (0.35%) Photoshop
9 1 (0.17%) Simulink
9 1 (0.17%) SPSS
Business Applications
1 12 (2.09%) Dynamics CRM
2 4 (0.70%) Magento
2 4 (0.70%) Unit4 Business World
3 2 (0.35%) NetSuite
3 2 (0.35%) Oracle Applications
3 2 (0.35%) Oracle Cash Management
3 2 (0.35%) Oracle EBS
3 2 (0.35%) Oracle EBS R12
3 2 (0.35%) Oracle ERP
3 2 (0.35%) PeopleSoft CRM
3 2 (0.35%) PeopleSoft Financials
3 2 (0.35%) PeopleSoft HCM
3 2 (0.35%) PeopleSoft HRMS
4 1 (0.17%) Sage 200
4 1 (0.17%) SAP Business One
4 1 (0.17%) SAP Hybris
Cloud Services
1 118 (20.59%) Azure
2 66 (11.52%) AWS
3 38 (6.63%) Office 365
4 35 (6.11%) GCP
5 30 (5.24%) SaaS
6 27 (4.71%) Power Platform
7 15 (2.62%) npm
8 12 (2.09%) Cloud Computing
9 9 (1.57%) IaaS
10 8 (1.40%) Dynamics 365
11 7 (1.22%) Azure Data Factory
11 7 (1.22%) Google Analytics
12 6 (1.05%) Amazon SQS
12 6 (1.05%) Serverless
13 3 (0.52%) Amazon EMR
13 3 (0.52%) Amazon S3
13 3 (0.52%) AWS Lambda
13 3 (0.52%) Azure Active Directory
13 3 (0.52%) OneDrive
14 2 (0.35%) GitHub
Communications & Networking
1 34 (5.93%) Firewall
2 26 (4.54%) LAN
3 25 (4.36%) WAN
4 20 (3.49%) TCP/IP
5 18 (3.14%) DNS
5 18 (3.14%) Internet
6 15 (2.62%) Remote Desktop
6 15 (2.62%) Wireshark
7 13 (2.27%) Wi-Fi
8 10 (1.75%) Wireless
9 9 (1.57%) BGP
9 9 (1.57%) DHCP
9 9 (1.57%) MPLS
10 7 (1.22%) OSPF
11 6 (1.05%) HSRP
11 6 (1.05%) Unified Communications
11 6 (1.05%) VPN
12 5 (0.87%) Broadband
12 5 (0.87%) Ethernet
12 5 (0.87%) HTTP
Database & Business Intelligence
1 87 (15.18%) SQL Server
2 57 (9.95%) Relational Database
3 51 (8.90%) Big Data
4 46 (8.03%) Data Warehouse
5 43 (7.50%) MySQL
6 28 (4.89%) Apache Hive
7 27 (4.71%) Power BI
8 24 (4.19%) Impala
9 21 (3.66%) Apache Kudu
9 21 (3.66%) OLTP
10 19 (3.32%) Hadoop
11 17 (2.97%) SQL Server 2016
12 16 (2.79%) NoSQL
13 13 (2.27%) MS Access
14 11 (1.92%) Crystal Reports
14 11 (1.92%) RDBMS
15 10 (1.75%) SQL Server 2012
16 9 (1.57%) SQL Server Integration Services
17 8 (1.40%) SQL Server Reporting Services
18 7 (1.22%) Amazon Redshift
Development Applications
1 50 (8.73%) Git (software)
2 38 (6.63%) JIRA
3 17 (2.97%) Oracle Forms
4 16 (2.79%) Team Foundation Server
5 15 (2.62%) webpack
6 14 (2.44%) Bitbucket
6 14 (2.44%) Jenkins
7 6 (1.05%) Artifactory
7 6 (1.05%) Sonatype Nexus
7 6 (1.05%) TestRail
8 5 (0.87%) SonarQube
8 5 (0.87%) Subversion
9 4 (0.70%) Cucumber
9 4 (0.70%) Maven
9 4 (0.70%) MSI
9 4 (0.70%) Selenium
10 3 (0.52%) Atlassian Bamboo
10 3 (0.52%) Grunt
10 3 (0.52%) JUnit
10 3 (0.52%) LabVIEW
General
1 78 (13.61%) Finance
2 41 (7.16%) Retail
3 26 (4.54%) Marketing
4 20 (3.49%) Legal
5 15 (2.62%) Automotive
6 10 (1.75%) Electronics
7 9 (1.57%) Telecoms
8 8 (1.40%) Banking
8 8 (1.40%) Manufacturing
9 7 (1.22%) Back Office
9 7 (1.22%) Law
10 6 (1.05%) Pharmaceutical
11 5 (0.87%) Games
11 5 (0.87%) Public Sector
12 4 (0.70%) French Language
12 4 (0.70%) German Language
12 4 (0.70%) Publishing
13 2 (0.35%) Aerospace
13 2 (0.35%) Local Government
13 2 (0.35%) Swedish Language
Job Titles
1 159 (27.75%) Developer
2 92 (16.06%) Analyst
3 44 (7.68%) Architect
4 43 (7.50%) Software Developer
5 42 (7.33%) .NET Developer
6 39 (6.81%) Senior Developer
7 31 (5.41%) Software Engineer
7 31 (5.41%) Web Developer
8 28 (4.89%) Senior Software Developer
9 27 (4.71%) Consultant
10 24 (4.19%) Business Analyst
10 24 (4.19%) Network Engineer
11 23 (4.01%) Data Architect
11 23 (4.01%) Junior
11 23 (4.01%) Project Manager
12 20 (3.49%) Data Consultant
13 19 (3.32%) Data Analyst
13 19 (3.32%) Data Migration Consultant
13 19 (3.32%) Data Migration Lead
13 19 (3.32%) Migration Consultant
Libraries, Frameworks & Software Standards
1 77 (13.44%) .NET
2 75 (13.09%) HTML
3 72 (12.57%) CSS
4 51 (8.90%) ASP.NET
5 38 (6.63%) AngularJS
6 35 (6.11%) jQuery
7 26 (4.54%) Kafka
8 22 (3.84%) ASP.NET Web API
8 22 (3.84%) Node.js
8 22 (3.84%) NumPy
8 22 (3.84%) React
9 20 (3.49%) SciPy
10 19 (3.32%) LESS
11 15 (2.62%) ASP.NET Web Forms
11 15 (2.62%) Express
12 13 (2.27%) HTML5
12 13 (2.27%) JSON
13 11 (1.92%) REST
14 10 (1.75%) Elastic Stack
15 9 (1.57%) .NET Core
Miscellaneous
1 103 (17.98%) Self-Motivation
2 65 (11.34%) User Experience
3 28 (4.89%) Management Information System
4 25 (4.36%) Driving Licence
5 16 (2.79%) Algorithms
5 16 (2.79%) Field-Programmable Gate Array
6 15 (2.62%) Data Centre
7 14 (2.44%) Analytical Mindset
8 13 (2.27%) Data Structures
9 12 (2.09%) e-Learning
10 9 (1.57%) Virtual Team
11 8 (1.40%) Hybrid Cloud
12 6 (1.05%) Blog
12 6 (1.05%) Clustering
12 6 (1.05%) Private Cloud
13 5 (0.87%) Enterprise Storage
13 5 (0.87%) Smartphone
14 4 (0.70%) CAN bus
14 4 (0.70%) Learning Management System
14 4 (0.70%) Online Games
Operating Systems
1 77 (13.44%) Linux
2 66 (11.52%) Windows
3 31 (5.41%) Unix
4 26 (4.54%) Windows Server
5 11 (1.92%) CentOS
6 8 (1.40%) Android
6 8 (1.40%) Apple iOS
7 7 (1.22%) Mac OS
7 7 (1.22%) Ubuntu
8 6 (1.05%) Windows 7
9 5 (0.87%) Fedora
9 5 (0.87%) Red Hat Enterprise Linux
10 4 (0.70%) Windows Server 2008
11 3 (0.52%) Embedded Linux
11 3 (0.52%) Windows Server 2003
11 3 (0.52%) Windows Server 2012
11 3 (0.52%) Windows XP
12 2 (0.35%) Windows 10
13 1 (0.17%) Tizen
13 1 (0.17%) Windows 8
Processes & Methodologies
1 254 (44.33%) Problem-Solving
2 160 (27.92%) Agile Software Development
3 96 (16.75%) Scrum
4 85 (14.83%) Analytics
5 78 (13.61%) E-Commerce
6 71 (12.39%) Project Management
7 64 (11.17%) Business Intelligence
8 62 (10.82%) Web Development
9 55 (9.60%) ITIL
10 53 (9.25%) Decision-Making
11 48 (8.38%) Data Analysis
11 48 (8.38%) DevOps
12 47 (8.20%) Computer Science
13 41 (7.16%) Stakeholder Management
14 40 (6.98%) Creative Problem-Solving
14 40 (6.98%) Software Engineering
15 39 (6.81%) ETL
16 37 (6.46%) Project Delivery
17 35 (6.11%) Data Modelling
17 35 (6.11%) SDLC
Programming Languages
1 137 (23.91%) SQL
2 96 (16.75%) Python
3 81 (14.14%) JavaScript
4 76 (13.26%) C#
5 71 (12.39%) C
6 47 (8.20%) Java
7 44 (7.68%) TypeScript
8 33 (5.76%) C++
9 31 (5.41%) VB.NET
10 23 (4.01%) VBA
11 21 (3.66%) PowerShell
11 21 (3.66%) Shell Script
11 21 (3.66%) VB
12 20 (3.49%) PHP
13 15 (2.62%) T-SQL
14 14 (2.44%) Bash Shell
15 11 (1.92%) MATLAB
15 11 (1.92%) R
16 4 (0.70%) Embedded C
16 4 (0.70%) Embedded C++
Qualifications
1 92 (16.06%) Degree
2 45 (7.85%) Security Cleared
3 37 (6.46%) SC Cleared
4 32 (5.58%) Cisco Certification
5 27 (4.71%) CCNA
6 19 (3.32%) Computer Science Degree
7 17 (2.97%) DV Cleared
8 15 (2.62%) JNCIA
9 12 (2.09%) CISSP
9 12 (2.09%) PhD
10 10 (1.75%) Microsoft Certification
11 9 (1.57%) CCNP
11 9 (1.57%) SSCP
12 7 (1.22%) CompTIA Security+
12 7 (1.22%) MCSE
12 7 (1.22%) Network+ Certification
12 7 (1.22%) SANS
13 6 (1.05%) GIAC
13 6 (1.05%) ITIL Foundation Certificate
13 6 (1.05%) Linux+ Certification
Quality Assurance & Compliance
1 29 (5.06%) Data Quality
2 26 (4.54%) SLA
3 21 (3.66%) QA
4 18 (3.14%) GDPR
5 10 (1.75%) ISO/IEC 27001
6 9 (1.57%) Sarbanes-Oxley
7 6 (1.05%) GxP
7 6 (1.05%) PMO
8 5 (0.87%) NIST
9 4 (0.70%) CDISC
10 3 (0.52%) GLP
10 3 (0.52%) Good Clinical Practice
10 3 (0.52%) HL7
11 2 (0.35%) PCI DSS
11 2 (0.35%) PSD2
12 1 (0.17%) Cyber Essentials
12 1 (0.17%) ISO 26262
System Software
1 35 (6.11%) Active Directory
2 31 (5.41%) Firmware
3 26 (4.54%) VMware Infrastructure
4 25 (4.36%) Apache Flume
5 20 (3.49%) Docker
6 17 (2.97%) VMware ESXi
6 17 (2.97%) vSphere
7 13 (2.27%) HDFS
8 11 (1.92%) Hyper-V
9 9 (1.57%) Terminal Services
10 5 (0.87%) NFS
10 5 (0.87%) Samba
10 5 (0.87%) VirtualBox
10 5 (0.87%) Xen
11 4 (0.70%) Microsoft App-V
12 2 (0.35%) LXC
13 1 (0.17%) Virtual Machines
13 1 (0.17%) XenApp
Systems Management
1 24 (4.19%) Oozie
2 14 (2.44%) Ansible
3 13 (2.27%) Kubernetes
4 11 (1.92%) Puppet
5 10 (1.75%) SCCM
6 8 (1.40%) WSUS
7 7 (1.22%) Nagios
8 6 (1.05%) HP Quality Center
8 6 (1.05%) Kibana
8 6 (1.05%) Terraform
9 5 (0.87%) Docker Swarm
9 5 (0.87%) OpenNMS
9 5 (0.87%) vCenter Server
9 5 (0.87%) ZABBIX
10 4 (0.70%) logstash
10 4 (0.70%) Opscode Chef
11 2 (0.35%) Prometheus
11 2 (0.35%) SCOM
12 1 (0.17%) Microsoft Intune
12 1 (0.17%) Norton AntiVirus
Vendors
1 140 (24.43%) Microsoft
2 39 (6.81%) Cisco
3 37 (6.46%) Google
4 35 (6.11%) Oracle
5 31 (5.41%) VMware
6 29 (5.06%) Tableau
7 18 (3.14%) Juniper
8 14 (2.44%) hybris
9 13 (2.27%) HP
9 13 (2.27%) Xilinx
10 11 (1.92%) Cloudera
11 10 (1.75%) Veeam
12 9 (1.57%) Altera
12 9 (1.57%) IBM
12 9 (1.57%) SolarWinds
13 8 (1.40%) Atlassian
13 8 (1.40%) NetApp
13 8 (1.40%) Red Hat
14 7 (1.22%) ATG
14 7 (1.22%) EMC