Period
to 21 September 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Hertfordshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 21 September 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
East of England > Hertfordshire
6 months to
21 Sep 2019
Same period 2018 Same period 2017
Rank 19 17 23
Rank change year-on-year -2 +6 -6
Permanent jobs citing Analytical Skills 259 440 384
As % of all permanent IT jobs advertised in Hertfordshire 10.18% 10.65% 9.33%
As % of the Miscellaneous category 27.12% 24.28% 24.49%
Number of salaries quoted 170 291 324
Hertfordshire median annual salary £57,500 £55,000 £45,000
Median salary % change year-on-year +4.55% +22.22% -10.00%
10th Percentile £27,725 £30,500 £24,975
90th Percentile £92,500 £81,250 £72,125
East of England median annual salary £45,000 £46,500 £42,500
% change year-on-year -3.23% +9.41% -

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 Hertfordshire with a requirement for generic IT skills.

All Generic IT Skills
Hertfordshire
Permanent vacancies with a requirement for generic IT skills 955 1,812 1,568
As % of all permanent IT jobs advertised in Hertfordshire 37.55% 43.87% 38.09%
Number of salaries quoted 662 1,359 1,320
Hertfordshire median annual salary £52,000 £52,500 £46,800
Median salary % change year-on-year -0.95% +12.18% +4.00%
10th Percentile £27,025 £27,500 £25,750
90th Percentile £87,500 £72,500 £71,250
East of England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Analytical Skills
Job Vacancy Trend in Hertfordshire

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Hertfordshire.

Job vacancy trend for Analytical Skills in Hertfordshire

Analytical Skills
Salary Trend in Hertfordshire

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

Salary trend for Analytical Skills in Hertfordshire

Analytical Skills
Salary Histogram in Hertfordshire

The salary distribution of IT jobs citing Analytical Skills in Hertfordshire over the 6 months to 21 September 2019.

Salary histogram for Analytical Skills in Hertfordshire

Analytical Skills
Job Locations in Hertfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the Hertfordshire region over the 6 months to 21 September 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
Watford +4 65 £85,000 +55.96% 10
Hemel Hempstead +24 30 £35,000 -30.00% 6
St Albans +11 24 £72,500 +45.00% 6
Welwyn Garden City -17 22 £60,000 +9.09% 2
Hatfield +9 19 £57,500 -4.17% 3
Letchworth - 16 £52,500 - 4
Potters Bar +16 10 £30,000 -40.00% 1
Rickmansworth +13 10 £87,500 +52.17% 1
Stevenage +15 7 £48,500 +24.36% 7
Cheshunt - 6 - -
Royston -2 5 £25,000 -28.57% 3
Borehamwood +3 3 £35,000 -
Hertford +8 2 £52,500 +31.25% 1
Hoddesdon +3 2 £42,902 +90.68%
Hitchin -7 2 £75,000 -3.23% 1
Baldock +4 1 £35,000 +7.69%
Waltham Cross - 1 £25,000 -
Analytical Skills
East of England

For the 6 months to 21 September 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 Hertfordshire region with a requirement for Analytical Skills.

1 95 (36.68%) Problem-Solving
2 68 (26.25%) Agile Software Development
3 63 (24.32%) Microsoft
4 60 (23.17%) Retail
5 59 (22.78%) SQL
6 58 (22.39%) Finance
7 46 (17.76%) Azure
8 45 (17.37%) Windows
9 41 (15.83%) Analytics
10 40 (15.44%) Scrum
11 38 (14.67%) Data Analysis
12 33 (12.74%) ETL
13 32 (12.36%) Linux
13 32 (12.36%) Migration
13 32 (12.36%) Security Cleared
14 31 (11.97%) Degree
14 31 (11.97%) Data Quality
14 31 (11.97%) SC Cleared
14 31 (11.97%) C#
14 31 (11.97%) Project Delivery
15 29 (11.20%) E-Commerce
16 27 (10.42%) ITIL
16 27 (10.42%) AWS
17 25 (9.65%) Data Migration
17 25 (9.65%) Java
17 25 (9.65%) Python
17 25 (9.65%) Analytical Thinking
18 24 (9.27%) DevOps
18 24 (9.27%) User Experience
18 24 (9.27%) Computer Science

Analytical Skills
Co-occurring IT Skills in Hertfordshire 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 14 (5.41%) SharePoint
2 11 (4.25%) nginx
3 6 (2.32%) Apache
4 5 (1.93%) Oracle SOA Suite
4 5 (1.93%) Tomcat
5 4 (1.54%) Confluence
5 4 (1.54%) MS Exchange
5 4 (1.54%) WebSphere
6 3 (1.16%) CMS
6 3 (1.16%) Exchange Server 2013
7 2 (0.77%) Elasticsearch
7 2 (0.77%) IIS
7 2 (0.77%) OpenStack
8 1 (0.39%) JBoss
Applications
1 19 (7.34%) Microsoft Excel
2 10 (3.86%) Microsoft Office
2 10 (3.86%) Microsoft PowerPoint
3 6 (2.32%) MS Visio
4 2 (0.77%) InfoPath
5 1 (0.39%) HipChat
Business Applications
1 10 (3.86%) SAP CO
1 10 (3.86%) SAP FI
1 10 (3.86%) SAP FI/CO
2 9 (3.47%) Dynamics CRM
3 5 (1.93%) Maximo
3 5 (1.93%) Oracle ERP
4 1 (0.39%) JDE World
4 1 (0.39%) Magento
4 1 (0.39%) Oracle Procure-to-Pay
4 1 (0.39%) Postilion
4 1 (0.39%) Unit4 Business World
4 1 (0.39%) Workday HCM
Cloud Services
1 46 (17.76%) Azure
2 27 (10.42%) AWS
3 17 (6.56%) GCP
3 17 (6.56%) Office 365
4 14 (5.41%) Power Platform
5 10 (3.86%) SaaS
6 6 (2.32%) Cloud Computing
6 6 (2.32%) Dynamics 365
7 4 (1.54%) GitHub
7 4 (1.54%) Google Analytics
8 3 (1.16%) OneDrive
8 3 (1.16%) Stackdriver
9 2 (0.77%) BrowserStack
9 2 (0.77%) Sauce Labs
10 1 (0.39%) Akamai
10 1 (0.39%) IaaS
10 1 (0.39%) Tricentis Tosca
Communications & Networking
1 23 (8.88%) TCP/IP
2 15 (5.79%) DNS
2 15 (5.79%) Firewall
3 12 (4.63%) Wi-Fi
4 11 (4.25%) DHCP
4 11 (4.25%) Internet
5 10 (3.86%) Network Security
6 7 (2.70%) OSPF
7 6 (2.32%) EIGRP
7 6 (2.32%) HTTP
8 5 (1.93%) HTTPS
8 5 (1.93%) LAN
8 5 (1.93%) VPN
8 5 (1.93%) WAN
9 4 (1.54%) Intranet
9 4 (1.54%) NetScaler
9 4 (1.54%) RIP
9 4 (1.54%) SSL
10 3 (1.16%) 5G
10 3 (1.16%) MPLS
Database & Business Intelligence
1 21 (8.11%) SQL Server
2 14 (5.41%) Power BI
2 14 (5.41%) SQL Server Integration Services
3 9 (3.47%) Data Warehouse
3 9 (3.47%) MySQL
3 9 (3.47%) SQL Server Reporting Services
4 8 (3.09%) Big Data
5 6 (2.32%) Data Lake
6 4 (1.54%) MongoDB
6 4 (1.54%) NoSQL
7 3 (1.16%) BigQuery
7 3 (1.16%) FileMaker
7 3 (1.16%) Hadoop
7 3 (1.16%) MS Access
7 3 (1.16%) PostgreSQL
7 3 (1.16%) Relational Database
7 3 (1.16%) SQL Server 2016
7 3 (1.16%) SSDT
8 2 (0.77%) Azure SQL Data Warehouse
8 2 (0.77%) Oracle Database
Development Applications
1 14 (5.41%) Git (software)
2 13 (5.02%) JIRA
3 9 (3.47%) Jenkins
4 7 (2.70%) Artifactory
4 7 (2.70%) Sonatype Nexus
5 4 (1.54%) Selenium
6 3 (1.16%) Cucumber
6 3 (1.16%) GitLab
6 3 (1.16%) IntelliJ
6 3 (1.16%) Subversion
6 3 (1.16%) Visual Studio
6 3 (1.16%) Visual Studio Team System
6 3 (1.16%) WebDriver
7 2 (0.77%) Appium
7 2 (0.77%) Calabash
7 2 (0.77%) Robot Framework
7 2 (0.77%) TestRail
8 1 (0.39%) Bitbucket
8 1 (0.39%) Gradle
8 1 (0.39%) SonarQube
General
1 60 (23.17%) Retail
2 58 (22.39%) Finance
3 18 (6.95%) Marketing
4 13 (5.02%) Telecoms
5 8 (3.09%) Manufacturing
6 6 (2.32%) Banking
6 6 (2.32%) Billing
7 5 (1.93%) Advertising
8 4 (1.54%) Pharmaceutical
9 3 (1.16%) Games
9 3 (1.16%) Legal
9 3 (1.16%) Military
9 3 (1.16%) Public Sector
10 2 (0.77%) Housing Association
10 2 (0.77%) Publishing
Job Titles
1 55 (21.24%) Analyst
2 50 (19.31%) Developer
3 25 (9.65%) Consultant
4 22 (8.49%) Data Consultant
4 22 (8.49%) Data Migration Consultant
4 22 (8.49%) Data Migration Lead
4 22 (8.49%) Migration Consultant
5 16 (6.18%) Architect
6 15 (5.79%) Product Owner
7 14 (5.41%) Senior Product Owner
8 13 (5.02%) Software Engineer
9 12 (4.63%) IT Analyst
9 12 (4.63%) Senior Analyst
10 11 (4.25%) Cybersecurity Architect
10 11 (4.25%) Graduate
10 11 (4.25%) Security Architect
11 10 (3.86%) Business Analyst
11 10 (3.86%) Support Analyst
12 9 (3.47%) Systems Engineer
13 8 (3.09%) Senior Developer
Libraries, Frameworks & Software Standards
1 22 (8.49%) HTML
2 19 (7.34%) CSS
3 17 (6.56%) AngularJS
4 16 (6.18%) .NET
5 15 (5.79%) React
6 14 (5.41%) ASP.NET
6 14 (5.41%) Web Services
7 11 (4.25%) .NET Core
8 8 (3.09%) Elastic Stack
8 8 (3.09%) jQuery
9 7 (2.70%) HTML5
9 7 (2.70%) JSON
10 6 (2.32%) Flash
11 5 (1.93%) LAMP
11 5 (1.93%) Middleware
11 5 (1.93%) XML
12 4 (1.54%) ASP.NET Web API
12 4 (1.54%) Laravel
12 4 (1.54%) WPF
13 3 (1.16%) Node.js
Miscellaneous
1 24 (9.27%) User Experience
2 14 (5.41%) Management Information System
3 10 (3.86%) Self-Motivation
4 7 (2.70%) Virtual Team
5 6 (2.32%) CAN bus
5 6 (2.32%) Enterprise Software
5 6 (2.32%) FMCG
6 5 (1.93%) Analytical Mindset
6 5 (1.93%) Driving Licence
6 5 (1.93%) Enterprise Cloud
6 5 (1.93%) PKI
7 4 (1.54%) Data Centre
7 4 (1.54%) Video Conferencing
8 3 (1.16%) Clustering
8 3 (1.16%) CMDB
8 3 (1.16%) Life Science
8 3 (1.16%) Mobile App
8 3 (1.16%) Public Cloud
8 3 (1.16%) Reference Data
9 2 (0.77%) Replication
Operating Systems
1 45 (17.37%) Windows
2 32 (12.36%) Linux
3 12 (4.63%) CentOS
4 8 (3.09%) Windows 10
4 8 (3.09%) Windows 7
5 7 (2.70%) Android
6 6 (2.32%) Windows Server
6 6 (2.32%) Windows Server 2012
7 5 (1.93%) Mac OS
8 4 (1.54%) Apple iOS
9 3 (1.16%) Unix
10 2 (0.77%) Ubuntu
11 1 (0.39%) AIX
11 1 (0.39%) Mac OS X
11 1 (0.39%) Red Hat Enterprise Linux
Processes & Methodologies
1 95 (36.68%) Problem-Solving
2 68 (26.25%) Agile Software Development
3 41 (15.83%) Analytics
4 40 (15.44%) Scrum
5 38 (14.67%) Data Analysis
6 33 (12.74%) ETL
7 32 (12.36%) Migration
8 31 (11.97%) Project Delivery
9 29 (11.20%) E-Commerce
10 27 (10.42%) ITIL
11 25 (9.65%) Analytical Thinking
11 25 (9.65%) Data Migration
12 24 (9.27%) Computer Science
12 24 (9.27%) DevOps
12 24 (9.27%) Software Engineering
13 22 (8.49%) Continuous Improvement
13 22 (8.49%) Master Data Management
14 21 (8.11%) Decision-Making
14 21 (8.11%) Test Automation
15 20 (7.72%) Cybersecurity
Programming Languages
1 59 (22.78%) SQL
2 31 (11.97%) C#
3 25 (9.65%) Java
3 25 (9.65%) Python
4 23 (8.88%) C
5 21 (8.11%) JavaScript
6 11 (4.25%) Bash Shell
6 11 (4.25%) PowerShell
7 10 (3.86%) PHP
7 10 (3.86%) Ruby
8 9 (3.47%) C++
9 8 (3.09%) Go
9 8 (3.09%) T-SQL
10 7 (2.70%) TypeScript
11 6 (2.32%) Embedded C
11 6 (2.32%) Embedded C++
12 5 (1.93%) PL/SQL
13 4 (1.54%) Kotlin
13 4 (1.54%) VBA
14 3 (1.16%) Java 8
Qualifications
1 32 (12.36%) Security Cleared
2 31 (11.97%) Degree
2 31 (11.97%) SC Cleared
3 10 (3.86%) Cisco Certification
3 10 (3.86%) Microsoft Certification
4 7 (2.70%) CEH
4 7 (2.70%) CISM
4 7 (2.70%) CISSP
4 7 (2.70%) CRISC
5 6 (2.32%) CCNA
5 6 (2.32%) MCSE
6 4 (1.54%) CCNP
6 4 (1.54%) Computer Science Degree
7 3 (1.16%) MCSA
8 2 (0.77%) CCIE
8 2 (0.77%) OCA
8 2 (0.77%) Oracle Certification
8 2 (0.77%) PRINCE2 Certification
8 2 (0.77%) PRINCE2 Practitioner
9 1 (0.39%) SSCP
Quality Assurance & Compliance
1 31 (11.97%) Data Quality
2 10 (3.86%) QA
2 10 (3.86%) SLA
3 7 (2.70%) NIST
3 7 (2.70%) Sarbanes-Oxley
4 4 (1.54%) ISO/IEC 27001
4 4 (1.54%) PCI DSS
5 2 (0.77%) PMO
6 1 (0.39%) Actionable Recommendations
6 1 (0.39%) GDPR
6 1 (0.39%) ISO 8583
6 1 (0.39%) PA-DSS
System Software
1 22 (8.49%) Active Directory
2 8 (3.09%) Docker
3 6 (2.32%) VMware Infrastructure
4 3 (1.16%) Hyper-V
4 3 (1.16%) LXC
4 3 (1.16%) Virtual Servers
4 3 (1.16%) VMware NSX
4 3 (1.16%) vSphere
4 3 (1.16%) XenApp
5 1 (0.39%) VMware ESXi
Systems Management
1 12 (4.63%) Puppet
2 8 (3.09%) Kibana
2 8 (3.09%) Kubernetes
2 8 (3.09%) logstash
3 7 (2.70%) Ansible
4 6 (2.32%) Backup Exec
4 6 (2.32%) Opscode Chef
4 6 (2.32%) Terraform
5 4 (1.54%) SCCM
5 4 (1.54%) SCOM
5 4 (1.54%) WSUS
6 3 (1.16%) HAProxy
6 3 (1.16%) NetBackup
6 3 (1.16%) Symantec Enterprise Vault
6 3 (1.16%) vMotion
7 2 (0.77%) Docker Swarm
7 2 (0.77%) HP Quality Center
7 2 (0.77%) Nagios
7 2 (0.77%) Prometheus
7 2 (0.77%) vCenter Server
Vendors
1 63 (24.32%) Microsoft
2 17 (6.56%) Cisco
3 15 (5.79%) Google
4 13 (5.02%) Oracle
4 13 (5.02%) SAP
5 11 (4.25%) VMware
6 10 (3.86%) IBM
6 10 (3.86%) Symantec
7 9 (3.47%) CheckPoint
8 8 (3.09%) Talend
9 7 (2.70%) Citrix
9 7 (2.70%) hybris
10 6 (2.32%) Xilinx
11 5 (1.93%) Apple
11 5 (1.93%) Juniper
11 5 (1.93%) Palo Alto
11 5 (1.93%) SolarWinds
11 5 (1.93%) Splunk
12 4 (1.54%) F5
12 4 (1.54%) Optimizely