Period
to 17 October 2019

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 17 October 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > East of England
6 months to
17 Oct 2019
Same period 2018 Same period 2017
Rank 19 17 26
Rank change year-on-year -2 +9 -2
Permanent jobs citing Analytical Skills 690 1,055 1,030
As % of all permanent IT jobs advertised in the East of England 9.99% 9.95% 8.80%
As % of the Miscellaneous category 23.85% 24.13% 21.83%
Number of salaries quoted 439 705 783
East of England median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% +1.78%
10th Percentile £27,000 £26,250 £25,000
90th Percentile £82,000 £67,500 £67,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +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 2,893 4,373 4,719
As % of all permanent IT jobs advertised in the East of England 41.90% 41.22% 40.32%
Number of salaries quoted 1,951 3,227 3,674
East of England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,500 £26,250 £26,250
90th Percentile £76,250 £71,250 £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 17 October 2019.

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 17 October 2019. 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 +3 262 £57,500 +4.55% 54
Cambridgeshire -9 181 £42,500 +6.25% 49
Essex +2 94 £37,500 -7.98% 21
Bedfordshire +17 84 £37,500 -19.35% 18
Suffolk +8 37 £50,000 +5.26% 8
Norfolk +7 32 £40,000 -3.61% 6
Analytical Skills
England

For the 6 months to 17 October 2019, 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.

1 323 (46.81%) Problem-Solving
2 227 (32.90%) Microsoft
3 180 (26.09%) Agile Software Development
4 150 (21.74%) SQL
5 134 (19.42%) Azure
6 124 (17.97%) Self-Motivation
7 117 (16.96%) Degree
8 111 (16.09%) Finance
9 109 (15.80%) Scrum
10 106 (15.36%) C#
11 105 (15.22%) Windows
12 99 (14.35%) SQL Server
13 98 (14.20%) Retail
14 97 (14.06%) .NET
15 96 (13.91%) Python
15 96 (13.91%) E-Commerce
16 89 (12.90%) Decision-Making
17 82 (11.88%) HTML
18 81 (11.74%) CSS
19 80 (11.59%) JavaScript
20 78 (11.30%) Business Intelligence
21 74 (10.72%) Analytics
22 73 (10.58%) Project Management
23 69 (10.00%) Web Development
24 68 (9.86%) ETL
24 68 (9.86%) Linux
25 67 (9.71%) ASP.NET
26 66 (9.57%) C
27 65 (9.42%) AWS
28 64 (9.28%) User Experience

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 46 (6.67%) SharePoint
2 31 (4.49%) Apache Spark
3 29 (4.20%) MS Exchange
4 26 (3.77%) Exchange Server 2010
5 25 (3.62%) Exchange Server 2013
6 24 (3.48%) IIS
7 18 (2.61%) CMS
8 13 (1.88%) Confluence
9 12 (1.74%) nginx
10 10 (1.45%) Tomcat
11 9 (1.30%) Skype for Business
12 6 (0.87%) Apache
12 6 (0.87%) WebSphere
13 5 (0.72%) Oracle SOA Suite
13 5 (0.72%) Sitecore CMS
14 2 (0.29%) Elasticsearch
14 2 (0.29%) OpenStack
15 1 (0.14%) Jupyter
15 1 (0.14%) SharePoint 2010
15 1 (0.14%) SharePoint 2013
Applications
1 51 (7.39%) Microsoft Excel
2 41 (5.94%) Microsoft Office
3 20 (2.90%) Microsoft PowerPoint
3 20 (2.90%) MS Visio
4 5 (0.72%) Gliffy
5 4 (0.58%) HipChat
6 3 (0.43%) Gephi
6 3 (0.43%) Spreadsheet
7 2 (0.29%) InfoPath
8 1 (0.14%) AutoCAD
8 1 (0.14%) Photoshop
8 1 (0.14%) SOLIDWORKS
Business Applications
1 25 (3.62%) Dynamics CRM
2 10 (1.45%) SAP CO
2 10 (1.45%) SAP FI
2 10 (1.45%) SAP FI/CO
3 5 (0.72%) Maximo
3 5 (0.72%) Oracle ERP
4 2 (0.29%) Magento
5 1 (0.14%) JDE World
5 1 (0.14%) Oracle Applications
5 1 (0.14%) Oracle EBS R12
5 1 (0.14%) Oracle HRMS
5 1 (0.14%) Oracle Payroll
5 1 (0.14%) Oracle Procure-to-Pay
5 1 (0.14%) Postilion
5 1 (0.14%) Sage 200
5 1 (0.14%) SAP Business One
5 1 (0.14%) SAP FSCM
5 1 (0.14%) SAP Hybris
5 1 (0.14%) Unit4 Business World
Cloud Services
1 134 (19.42%) Azure
2 65 (9.42%) AWS
3 54 (7.83%) Power Platform
4 44 (6.38%) Office 365
5 29 (4.20%) GCP
6 23 (3.33%) Dynamics 365
7 21 (3.04%) SaaS
8 16 (2.32%) npm
9 13 (1.88%) Azure Data Factory
10 12 (1.74%) Cloud Computing
10 12 (1.74%) OneDrive
11 6 (0.87%) Google Analytics
11 6 (0.87%) IaaS
11 6 (0.87%) Slack
12 5 (0.72%) Amazon EMR
12 5 (0.72%) Amazon S3
12 5 (0.72%) Amazon SQS
13 4 (0.58%) GitHub
14 3 (0.43%) Stackdriver
15 2 (0.29%) BrowserStack
Communications & Networking
1 53 (7.68%) DNS
2 46 (6.67%) Firewall
3 43 (6.23%) DHCP
4 38 (5.51%) TCP/IP
5 27 (3.91%) LAN
5 27 (3.91%) WAN
6 24 (3.48%) Wi-Fi
7 22 (3.19%) Network Security
8 20 (2.90%) SSL
9 16 (2.32%) Internet
10 13 (1.88%) NetScaler
10 13 (1.88%) SAN
11 12 (1.74%) HTTP
11 12 (1.74%) OSPF
12 10 (1.45%) Skype
13 8 (1.16%) MPLS
14 7 (1.01%) EIGRP
14 7 (1.01%) Ethernet
14 7 (1.01%) VPN
14 7 (1.01%) Wireshark
Database & Business Intelligence
1 99 (14.35%) SQL Server
2 54 (7.83%) Power BI
3 49 (7.10%) Relational Database
4 43 (6.23%) Big Data
4 43 (6.23%) MySQL
5 34 (4.93%) Data Warehouse
6 30 (4.35%) Apache Hive
6 30 (4.35%) SQL Server Integration Services
7 25 (3.62%) Impala
7 25 (3.62%) SQL Server Reporting Services
8 21 (3.04%) NoSQL
9 16 (2.32%) SSDT
10 13 (1.88%) Azure SQL Data Warehouse
10 13 (1.88%) Hadoop
11 7 (1.01%) Apache Kudu
11 7 (1.01%) OLTP
11 7 (1.01%) SQL Server 2016
12 6 (0.87%) Data Lake
12 6 (0.87%) PostgreSQL
13 5 (0.72%) Amazon Aurora
Development Applications
1 63 (9.13%) Git (software)
2 54 (7.83%) JIRA
3 23 (3.33%) Bitbucket
3 23 (3.33%) Team Foundation Server
4 22 (3.19%) Visual Studio
5 20 (2.90%) Jenkins
6 16 (2.32%) Oracle Forms
6 16 (2.32%) webpack
7 14 (2.03%) Bitbucket Server
7 14 (2.03%) git-flow
8 12 (1.74%) Sonatype Nexus
9 9 (1.30%) Artifactory
10 8 (1.16%) Maven
10 8 (1.16%) Subversion
11 6 (0.87%) Selenium
11 6 (0.87%) Visual Studio Team System
12 5 (0.72%) JUnit
12 5 (0.72%) Mercurial
13 4 (0.58%) Cucumber
13 4 (0.58%) WebDriver
General
1 111 (16.09%) Finance
2 98 (14.20%) Retail
3 50 (7.25%) Marketing
4 23 (3.33%) Telecoms
5 15 (2.17%) Automotive
6 13 (1.88%) Advertising
7 10 (1.45%) Games
7 10 (1.45%) Manufacturing
8 9 (1.30%) Banking
8 9 (1.30%) Publishing
9 7 (1.01%) Pharmaceutical
10 6 (0.87%) Billing
10 6 (0.87%) Public Sector
11 5 (0.72%) Legal
12 4 (0.58%) Housing Association
12 4 (0.58%) Law
12 4 (0.58%) Social Housing
13 3 (0.43%) Military
14 2 (0.29%) Financial Institution
15 1 (0.14%) Dutch Language
Job Titles
1 172 (24.93%) Developer
2 146 (21.16%) Analyst
3 52 (7.54%) .NET Developer
4 46 (6.67%) Software Developer
5 41 (5.94%) Consultant
6 37 (5.36%) Web Developer
7 36 (5.22%) Data Consultant
8 34 (4.93%) Business Analyst
9 33 (4.78%) Junior
10 31 (4.49%) Graduate
11 29 (4.20%) Data Analyst
11 29 (4.20%) Senior Developer
11 29 (4.20%) Software Engineer
12 27 (3.91%) C# Developer
13 26 (3.77%) Network Engineer
14 25 (3.62%) Administrator
15 24 (3.48%) Architect
15 24 (3.48%) Data Scientist
16 23 (3.33%) Data Migration Consultant
16 23 (3.33%) Migration Consultant
Libraries, Frameworks & Software Standards
1 97 (14.06%) .NET
2 82 (11.88%) HTML
3 81 (11.74%) CSS
4 67 (9.71%) ASP.NET
5 45 (6.52%) jQuery
6 39 (5.65%) AngularJS
7 31 (4.49%) ASP.NET Web API
7 31 (4.49%) Web Services
8 28 (4.06%) LESS
9 26 (3.77%) Elastic Stack
9 26 (3.77%) Kafka
10 21 (3.04%) JSON
10 21 (3.04%) React
11 19 (2.75%) Node.js
12 16 (2.32%) .NET Core
12 16 (2.32%) ASP.NET Web Forms
12 16 (2.32%) Express
12 16 (2.32%) XML
13 15 (2.17%) Spring
14 11 (1.59%) REST
Miscellaneous
1 124 (17.97%) Self-Motivation
2 64 (9.28%) User Experience
3 51 (7.39%) Management Information System
4 28 (4.06%) Analytical Mindset
5 24 (3.48%) Life Science
6 18 (2.61%) PKI
7 17 (2.46%) Cyber Kill Chain
7 17 (2.46%) Data Centre
8 15 (2.17%) Driving Licence
8 15 (2.17%) Replication
9 13 (1.88%) Algorithms
10 12 (1.74%) Virtual Team
11 10 (1.45%) Social Media
12 9 (1.30%) Greenfield Project
13 8 (1.16%) Smartphone
14 7 (1.01%) Data Structures
15 6 (0.87%) Digital Media
15 6 (0.87%) Enterprise Cloud
15 6 (0.87%) Enterprise Software
16 5 (0.72%) CAN bus
Operating Systems
1 105 (15.22%) Windows
2 68 (9.86%) Linux
3 28 (4.06%) Windows Server 2012
4 24 (3.48%) Windows Server 2003
4 24 (3.48%) Windows Server 2008
5 23 (3.33%) Windows Server
6 20 (2.90%) Unix
7 13 (1.88%) CentOS
8 11 (1.59%) Android
9 9 (1.30%) Windows 10
10 8 (1.16%) Windows 7
11 5 (0.72%) Apple iOS
11 5 (0.72%) Mac OS
12 4 (0.58%) Windows 8
13 2 (0.29%) OS/400
13 2 (0.29%) Windows XP
14 1 (0.14%) AIX
14 1 (0.14%) Mac OS X
14 1 (0.14%) Red Hat Enterprise Linux
14 1 (0.14%) Solaris
Processes & Methodologies
1 323 (46.81%) Problem-Solving
2 180 (26.09%) Agile Software Development
3 109 (15.80%) Scrum
4 96 (13.91%) E-Commerce
5 89 (12.90%) Decision-Making
6 78 (11.30%) Business Intelligence
7 74 (10.72%) Analytics
8 73 (10.58%) Project Management
9 69 (10.00%) Web Development
10 68 (9.86%) ETL
11 63 (9.13%) Data Analysis
12 61 (8.84%) Computer Science
13 58 (8.41%) Mathematics
14 57 (8.26%) MVC
15 54 (7.83%) Analytical Thinking
16 48 (6.96%) SDLC
17 45 (6.52%) Creative Problem-Solving
17 45 (6.52%) DevOps
17 45 (6.52%) Kanban
17 45 (6.52%) Software Engineering
Programming Languages
1 150 (21.74%) SQL
2 106 (15.36%) C#
3 96 (13.91%) Python
4 80 (11.59%) JavaScript
5 66 (9.57%) C
6 48 (6.96%) PowerShell
7 46 (6.67%) Java
8 44 (6.38%) TypeScript
9 37 (5.36%) R
10 34 (4.93%) Bash Shell
11 33 (4.78%) VB.NET
12 29 (4.20%) T-SQL
13 23 (3.33%) C++
13 23 (3.33%) Perl
14 11 (1.59%) Ruby
15 10 (1.45%) PHP
16 9 (1.30%) Shell Script
17 8 (1.16%) Go
17 8 (1.16%) VBA
18 6 (0.87%) Scala
Qualifications
1 117 (16.96%) Degree
2 38 (5.51%) Cisco Certification
3 36 (5.22%) Security Cleared
4 32 (4.64%) CCNA
4 32 (4.64%) SC Cleared
5 20 (2.90%) Computer Science Degree
6 12 (1.74%) CCSA
7 10 (1.45%) Microsoft Certification
7 10 (1.45%) Postgraduate
8 9 (1.30%) CISSP
8 9 (1.30%) Numerate Degree
9 8 (1.16%) CISM
10 7 (1.01%) JNCIA
11 6 (0.87%) CCNP
12 5 (0.72%) Check Point Certification
12 5 (0.72%) MCSA
13 4 (0.58%) CEH
13 4 (0.58%) CISA
13 4 (0.58%) MCSE
13 4 (0.58%) PhD
Quality Assurance & Compliance
1 42 (6.09%) Data Quality
2 28 (4.06%) QA
3 19 (2.75%) GDPR
3 19 (2.75%) SLA
4 14 (2.03%) ISO/IEC 27001
5 12 (1.74%) PMO
6 10 (1.45%) Sarbanes-Oxley
7 8 (1.16%) NIST
8 5 (0.72%) HMG Security Policy Framework
9 3 (0.43%) PCI DSS
10 1 (0.14%) Actionable Recommendations
10 1 (0.14%) GLP
10 1 (0.14%) Good Clinical Practice
10 1 (0.14%) GxP
10 1 (0.14%) ISO 8583
10 1 (0.14%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
10 1 (0.14%) PA-DSS
10 1 (0.14%) PSD2
System Software
1 52 (7.54%) Active Directory
2 24 (3.48%) Apache Flume
3 20 (2.90%) Docker
4 16 (2.32%) XenApp
5 13 (1.88%) VMware Infrastructure
6 12 (1.74%) Hyper-V
7 8 (1.16%) Firmware
8 7 (1.01%) HDFS
9 4 (0.58%) vSphere
10 3 (0.43%) LXC
10 3 (0.43%) Virtual Servers
10 3 (0.43%) VMware Workstation
11 2 (0.29%) VMware NSX
12 1 (0.14%) Apache ZooKeeper
12 1 (0.14%) Virtual Machines
Systems Management
1 31 (4.49%) SCCM
2 24 (3.48%) Oozie
3 23 (3.33%) SCOM
4 13 (1.88%) Puppet
5 12 (1.74%) Kibana
5 12 (1.74%) Kubernetes
6 11 (1.59%) Ansible
7 9 (1.30%) logstash
7 9 (1.30%) Symantec Endpoint Protection
8 8 (1.16%) Opscode Chef
8 8 (1.16%) Terraform
8 8 (1.16%) WSUS
9 7 (1.01%) Backup Exec
10 5 (0.72%) Microsoft Intune
11 3 (0.43%) HAProxy
11 3 (0.43%) HP Quality Center
11 3 (0.43%) Nagios
11 3 (0.43%) Prometheus
11 3 (0.43%) Symantec Enterprise Vault
11 3 (0.43%) vMotion
Vendors
1 227 (32.90%) Microsoft
2 50 (7.25%) Cisco
3 44 (6.38%) VMware
4 41 (5.94%) Oracle
5 30 (4.35%) Google
6 24 (3.48%) CommVault
7 22 (3.19%) Citrix
7 22 (3.19%) Splunk
8 21 (3.04%) CheckPoint
9 20 (2.90%) SAP
10 19 (2.75%) Juniper
10 19 (2.75%) Symantec
11 14 (2.03%) Tableau
12 13 (1.88%) Palo Alto
13 12 (1.74%) hybris
14 11 (1.59%) IBM
15 10 (1.45%) SolarWinds
15 10 (1.45%) Zscaler
16 9 (1.30%) F5
16 9 (1.30%) Ivanti