Period
to 19 July 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 19 July 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > East of England
6 months to
19 Jul 2019
Same period 2018 Same period 2017
Rank 23 22 27
Rank change year-on-year -1 +5 -7
Permanent jobs citing Analytical Skills 693 1,075 1,056
As % of all permanent IT jobs advertised in the East of England 9.24% 8.92% 8.46%
As % of the Miscellaneous category 23.40% 22.17% 21.75%
Number of salaries quoted 487 715 781
East of England median annual salary £42,500 £46,500 £42,500
Median salary % change year-on-year -8.60% +9.41% +0.59%
10th Percentile £25,550 £26,750 £23,250
90th Percentile £73,750 £70,000 £66,250
England median annual salary £50,000 £49,500 £45,000
% change year-on-year +1.01% +10.00% -2.17%

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 2,962 4,849 4,855
As % of all permanent IT jobs advertised in the East of England 39.49% 40.22% 38.90%
Number of salaries quoted 2,162 3,468 3,735
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 £25,750
90th Percentile £77,500 £71,250 £68,750
England median annual salary £52,500 £51,000 £50,000
% change year-on-year +2.94% +2.00% -

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 19 July 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 19 July 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 +1 278 £50,000 -7.41% 53
Cambridgeshire +5 234 £40,000 -7.83% 50
Bedfordshire +8 63 £42,500 -8.60% 11
Essex +5 60 £30,000 -33.33% 28
Suffolk +3 35 £50,000 -16.67% 7
Norfolk +14 23 £37,500 -2.24% 3
Analytical Skills
England

For the 6 months to 19 July 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.

1 328 (47.33%) Problem-Solving
2 222 (32.03%) Microsoft
3 186 (26.84%) SQL
4 178 (25.69%) Agile Software Development
5 138 (19.91%) Degree
6 136 (19.62%) Finance
7 122 (17.60%) SQL Server
8 112 (16.16%) Retail
9 92 (13.28%) Windows
10 91 (13.13%) C#
11 88 (12.70%) Self-Motivation
12 87 (12.55%) Business Intelligence
12 87 (12.55%) Mathematics
13 85 (12.27%) ETL
14 83 (11.98%) Computer Science
15 80 (11.54%) Microsoft Azure
16 74 (10.68%) Analytics
17 73 (10.53%) PowerShell
17 73 (10.53%) Python
17 73 (10.53%) Scrum
18 72 (10.39%) Data Analysis
19 71 (10.25%) Microsoft Excel
20 69 (9.96%) .NET
21 68 (9.81%) C
22 67 (9.67%) Java
23 66 (9.52%) Management Information System
24 65 (9.38%) SQL Server Integration Services
25 61 (8.80%) Software Engineering
25 61 (8.80%) CRM
25 61 (8.80%) Active Directory

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 57 (8.23%) SharePoint
2 29 (4.18%) MS Exchange
3 28 (4.04%) IIS
4 22 (3.17%) Exchange Server 2010
5 21 (3.03%) Exchange Server 2013
6 20 (2.89%) Apache Spark
7 10 (1.44%) CMS
8 6 (0.87%) nginx
9 5 (0.72%) Apache
9 5 (0.72%) Confluence
9 5 (0.72%) Oracle SOA Suite
9 5 (0.72%) Skype for Business
10 2 (0.29%) OpenStack
10 2 (0.29%) Oracle Service Bus
10 2 (0.29%) SAS
11 1 (0.14%) Elasticsearch
11 1 (0.14%) JBoss
11 1 (0.14%) Tomcat
11 1 (0.14%) WordPress
Applications
1 71 (10.25%) Microsoft Excel
2 32 (4.62%) Microsoft Office
3 27 (3.90%) Microsoft PowerPoint
4 17 (2.45%) MS Visio
5 3 (0.43%) Microsoft Project
6 2 (0.29%) Gephi
6 2 (0.29%) InfoPath
7 1 (0.14%) Adobe Creative Suite
7 1 (0.14%) AutoCAD
7 1 (0.14%) Chatbot
7 1 (0.14%) Photoshop
7 1 (0.14%) Sketch
7 1 (0.14%) SOLIDWORKS
Business Applications
1 37 (5.34%) Dynamics CRM
2 18 (2.60%) Salesforce.com CRM
3 9 (1.30%) SAP CO
3 9 (1.30%) SAP FI
3 9 (1.30%) SAP FI/CO
4 6 (0.87%) Dynamics AX
5 5 (0.72%) NetSuite
6 3 (0.43%) Cognos Business Intelligence
6 3 (0.43%) Maximo
6 3 (0.43%) Oracle ERP
7 2 (0.29%) Cognos TM1
7 2 (0.29%) Oracle Applications
7 2 (0.29%) Postilion
8 1 (0.14%) Dynamics NAV
8 1 (0.14%) JDE World
8 1 (0.14%) Oracle EBS R12
8 1 (0.14%) Oracle HRMS
8 1 (0.14%) Oracle Payroll
8 1 (0.14%) Unit4 Business World
8 1 (0.14%) Workday HCM
Cloud Services
1 80 (11.54%) Microsoft Azure
2 61 (8.80%) Power Platform
3 51 (7.36%) Amazon AWS
4 40 (5.77%) Office 365
5 28 (4.04%) Dynamics 365
6 20 (2.89%) SaaS
7 8 (1.15%) Google Cloud Platform
7 8 (1.15%) OneDrive
8 6 (0.87%) Azure Data Factory
8 6 (0.87%) GitHub
9 4 (0.58%) npm
10 3 (0.43%) Amazon EMR
10 3 (0.43%) Amazon S3
10 3 (0.43%) Amazon SQS
10 3 (0.43%) Google Sheets
10 3 (0.43%) Slack
11 2 (0.29%) Cloud Computing
11 2 (0.29%) G Suite
11 2 (0.29%) Mimecast
11 2 (0.29%) Stackdriver
Communications & Networking
1 58 (8.37%) Firewall
2 55 (7.94%) DNS
3 50 (7.22%) DHCP
4 34 (4.91%) SSL
5 32 (4.62%) TCP/IP
6 26 (3.75%) LAN
6 26 (3.75%) WAN
7 19 (2.74%) Internet
7 19 (2.74%) Network Security
8 13 (1.88%) HTTP
8 13 (1.88%) SAN
8 13 (1.88%) Wireshark
9 12 (1.73%) FTP
9 12 (1.73%) SMTP
10 11 (1.59%) VPN
11 9 (1.30%) NetScaler
12 8 (1.15%) Wi-Fi
13 6 (0.87%) Cisco ASA
13 6 (0.87%) Intranet
13 6 (0.87%) Skype
Database & Business Intelligence
1 122 (17.60%) SQL Server
2 65 (9.38%) SQL Server Integration Services
3 61 (8.80%) Power BI
4 59 (8.51%) SQL Server Reporting Services
5 33 (4.76%) Big Data
6 30 (4.33%) SSDT
7 26 (3.75%) Data Warehouse
8 21 (3.03%) Apache Hive
9 17 (2.45%) MySQL
10 16 (2.31%) Impala
11 13 (1.88%) PostgreSQL
11 13 (1.88%) Relational Database
12 11 (1.59%) NoSQL
12 11 (1.59%) OLAP
12 11 (1.59%) SQL Server 2016
13 10 (1.44%) SQL Server Analysis Services
14 7 (1.01%) Data Lake
14 7 (1.01%) MS Access
15 6 (0.87%) Oracle Database
16 5 (0.72%) MongoDB
Development Applications
1 42 (6.06%) Visual Studio
2 37 (5.34%) JIRA
3 35 (5.05%) Git (software)
4 16 (2.31%) Bitbucket
4 16 (2.31%) Bitbucket Server
4 16 (2.31%) git-flow
4 16 (2.31%) Jenkins
5 10 (1.44%) Subversion
6 7 (1.01%) Sonatype Nexus
6 7 (1.01%) Team Foundation Server
7 5 (0.72%) Gradle
7 5 (0.72%) Maven
7 5 (0.72%) Visual Studio Team System
8 4 (0.58%) Artifactory
8 4 (0.58%) Eclipse
8 4 (0.58%) Oracle Forms
8 4 (0.58%) webpack
9 3 (0.43%) Hudson
9 3 (0.43%) Selenium
10 2 (0.29%) GoogleTest
General
1 136 (19.62%) Finance
2 112 (16.16%) Retail
3 45 (6.49%) Marketing
4 22 (3.17%) Manufacturing
4 22 (3.17%) Telecoms
5 18 (2.60%) Pharmaceutical
6 15 (2.16%) Automotive
7 10 (1.44%) Advertising
7 10 (1.44%) Financial Institution
7 10 (1.44%) Games
8 6 (0.87%) Legal
9 5 (0.72%) Billing
9 5 (0.72%) Electronics
10 3 (0.43%) Banking
10 3 (0.43%) French Language
10 3 (0.43%) Military
11 2 (0.29%) Portuguese Language
11 2 (0.29%) Spanish Language
12 1 (0.14%) Dutch Language
12 1 (0.14%) German Language
Job Titles
1 222 (32.03%) Analyst
2 112 (16.16%) Developer
3 53 (7.65%) Business Analyst
4 44 (6.35%) Software Developer
5 39 (5.63%) Consultant
6 37 (5.34%) Support Analyst
7 35 (5.05%) Data Analyst
7 35 (5.05%) SQL Developer
8 31 (4.47%) Business Intelligence Analyst
8 31 (4.47%) Data Consultant
8 31 (4.47%) Software Engineer
9 30 (4.33%) .NET Developer
9 30 (4.33%) Graduate
10 24 (3.46%) Network Engineer
10 24 (3.46%) Product Owner
11 22 (3.17%) Data Scientist
12 21 (3.03%) DevOps Engineer
12 21 (3.03%) Graduate Developer
13 20 (2.89%) C# Developer
13 20 (2.89%) Senior Analyst
Libraries, Frameworks & Software Standards
1 69 (9.96%) .NET
2 50 (7.22%) HTML
3 34 (4.91%) Web Services
3 34 (4.91%) XML
4 32 (4.62%) ASP.NET
5 23 (3.32%) CSS
6 20 (2.89%) Elastic Stack
7 17 (2.45%) HTML5
7 17 (2.45%) jQuery
8 16 (2.31%) Kafka
9 15 (2.16%) JSON
10 12 (1.73%) Spring
11 10 (1.44%) AngularJS
12 9 (1.30%) Flash
12 9 (1.30%) REST
13 8 (1.15%) ASP.NET Web API
13 8 (1.15%) LESS
13 8 (1.15%) ODBC
14 7 (1.01%) SOAP
14 7 (1.01%) Spring Boot
Miscellaneous
1 88 (12.70%) Self-Motivation
2 66 (9.52%) Management Information System
3 39 (5.63%) User Experience
4 37 (5.34%) Life Science
5 33 (4.76%) Analytical Mindset
6 24 (3.46%) Driving Licence
7 22 (3.17%) Algorithms
8 20 (2.89%) PKI
9 17 (2.45%) Data Structures
10 15 (2.16%) Cyber Kill Chain
10 15 (2.16%) Cyberthreat
10 15 (2.16%) Data Centre
10 15 (2.16%) Replication
11 14 (2.02%) Security Operations Centre
12 12 (1.73%) Cyber Defence
12 12 (1.73%) e-Learning
13 11 (1.59%) Greenfield Project
14 9 (1.30%) Reference Data
15 7 (1.01%) Data Protection Act
15 7 (1.01%) Social Media
Operating Systems
1 92 (13.28%) Windows
2 59 (8.51%) Linux
3 29 (4.18%) Windows Server 2012
4 24 (3.46%) Windows Server
4 24 (3.46%) Windows Server 2008
5 23 (3.32%) Windows Server 2003
6 15 (2.16%) Windows 7
7 14 (2.02%) Red Hat Enterprise Linux
8 12 (1.73%) Windows 10
9 11 (1.59%) Unix
10 9 (1.30%) CentOS
11 8 (1.15%) Android
12 6 (0.87%) Windows XP
13 4 (0.58%) Mac OS
13 4 (0.58%) Ubuntu
14 3 (0.43%) Windows 2000
14 3 (0.43%) Windows 8
15 2 (0.29%) Apple iOS
15 2 (0.29%) Solaris
16 1 (0.14%) Mac OS X
Processes & Methodologies
1 328 (47.33%) Problem-Solving
2 178 (25.69%) Agile Software Development
3 87 (12.55%) Business Intelligence
3 87 (12.55%) Mathematics
4 85 (12.27%) ETL
5 83 (11.98%) Computer Science
6 74 (10.68%) Analytics
7 73 (10.53%) Scrum
8 72 (10.39%) Data Analysis
9 61 (8.80%) CRM
9 61 (8.80%) Software Engineering
10 60 (8.66%) Decision-Making
10 60 (8.66%) SDLC
11 55 (7.94%) Project Management
12 47 (6.78%) ITIL
13 45 (6.49%) Cybersecurity
14 43 (6.20%) Coaching
15 42 (6.06%) PRINCE2
16 41 (5.92%) Stakeholder Management
17 39 (5.63%) Visualisation
Programming Languages
1 186 (26.84%) SQL
2 91 (13.13%) C#
3 73 (10.53%) PowerShell
3 73 (10.53%) Python
4 68 (9.81%) C
5 67 (9.67%) Java
6 51 (7.36%) JavaScript
7 46 (6.64%) T-SQL
8 34 (4.91%) C++
9 32 (4.62%) R
10 29 (4.18%) Bash Shell
11 20 (2.89%) Perl
11 20 (2.89%) VBA
12 13 (1.88%) PL/SQL
13 10 (1.44%) Scala
13 10 (1.44%) TypeScript
14 9 (1.30%) Embedded C
14 9 (1.30%) Embedded C++
15 8 (1.15%) PHP
15 8 (1.15%) VB.NET
Qualifications
1 138 (19.91%) Degree
2 54 (7.79%) Security Cleared
3 47 (6.78%) SC Cleared
4 35 (5.05%) Cisco Certification
5 31 (4.47%) CCNA
6 27 (3.90%) CISSP
7 23 (3.32%) Computer Science Degree
8 17 (2.45%) Microsoft Certification
9 14 (2.02%) CEH
9 14 (2.02%) CISM
9 14 (2.02%) CRISC
10 13 (1.88%) MCSE
11 12 (1.73%) GIAC
11 12 (1.73%) JNCIA
11 12 (1.73%) MCSA
11 12 (1.73%) PhD
12 10 (1.44%) CCSA
13 9 (1.30%) ISEB
14 6 (0.87%) APMP
14 6 (0.87%) PMI Certification
Quality Assurance & Compliance
1 54 (7.79%) Data Quality
2 35 (5.05%) SLA
3 27 (3.90%) QA
4 19 (2.74%) PMO
5 14 (2.02%) NIST
6 10 (1.44%) GDPR
7 6 (0.87%) PCI DSS
8 5 (0.72%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 2 (0.29%) ISO/IEC 27001
9 2 (0.29%) PA-DSS
10 1 (0.14%) Actionable Recommendations
10 1 (0.14%) GxP
10 1 (0.14%) ISO 8583
10 1 (0.14%) Sarbanes-Oxley
10 1 (0.14%) Solvency II
System Software
1 61 (8.80%) Active Directory
2 36 (5.19%) Docker
3 31 (4.47%) VMware Infrastructure
4 15 (2.16%) Apache Flume
5 12 (1.73%) XenApp
6 11 (1.59%) Hyper-V
7 5 (0.72%) VMware NSX
8 3 (0.43%) Virtual Servers
8 3 (0.43%) VMware Workstation
9 1 (0.14%) Apache ZooKeeper
9 1 (0.14%) HDFS
9 1 (0.14%) VMware ESXi
9 1 (0.14%) vSphere
Systems Management
1 35 (5.05%) SCCM
2 24 (3.46%) SCOM
3 15 (2.16%) Oozie
4 9 (1.30%) Kubernetes
5 7 (1.01%) Ansible
5 7 (1.01%) Puppet
6 6 (0.87%) Backup Exec
6 6 (0.87%) Kibana
6 6 (0.87%) WSUS
7 5 (0.72%) Docker Swarm
7 5 (0.72%) Symantec Endpoint Protection
8 4 (0.58%) HAProxy
8 4 (0.58%) logstash
8 4 (0.58%) Microsoft Intune
8 4 (0.58%) Opscode Chef
8 4 (0.58%) Terraform
9 3 (0.43%) Nagios
9 3 (0.43%) NetBackup
9 3 (0.43%) Symantec Enterprise Vault
9 3 (0.43%) vMotion
Vendors
1 222 (32.03%) Microsoft
2 56 (8.08%) VMware
3 42 (6.06%) Oracle
4 39 (5.63%) Cisco
5 22 (3.17%) SAP
6 21 (3.03%) Salesforce.com
7 20 (2.89%) CommVault
8 19 (2.74%) Citrix
9 18 (2.60%) Juniper
9 18 (2.60%) Splunk
10 15 (2.16%) Google
10 15 (2.16%) Red Hat
11 14 (2.02%) CheckPoint
12 12 (1.73%) Sun
12 12 (1.73%) Symantec
12 12 (1.73%) Talend
13 11 (1.59%) Tableau
14 9 (1.30%) Xilinx
15 8 (1.15%) JD Edwards
16 7 (1.01%) Apple