Period
to 17 August 2018

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 17 August 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
East of England > Hertfordshire
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 17 26 12
Rank change year-on-year +9 -14 +7
Permanent jobs citing Analytical Skills 443 371 538
As % of all permanent IT jobs advertised in Hertfordshire 10.29% 8.96% 11.73%
As % of the Miscellaneous category 22.09% 21.56% 26.36%
Number of salaries quoted 300 315 419
Hertfordshire median annual salary £52,500 £45,000 £45,000
Median salary % change year-on-year +16.67% - +5.88%
10th Percentile £30,000 £23,750 £25,750
90th Percentile £72,625 £72,500 £65,000
East of England median annual salary £46,500 £42,500 £42,500
% change year-on-year +9.41% - +6.25%

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 2,005 1,721 2,041
As % of all permanent IT jobs advertised in Hertfordshire 46.58% 41.58% 44.51%
Number of salaries quoted 1,532 1,417 1,624
Hertfordshire median annual salary £50,250 £45,000 £45,000
Median salary % change year-on-year +11.67% - +3.45%
10th Percentile £27,000 £26,000 £25,750
90th Percentile £74,900 £71,250 £71,250
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +8.76%

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 17 August 2018.

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 17 August 2018. 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
Welwyn Garden City +26 148 £41,250 -15.24% 5
Watford +9 82 £52,500 +5.00% 4
Hatfield -12 51 £60,000 +9.09% 7
St Albans +7 34 £42,500 -10.53% 3
Borehamwood -1 19 £35,000 -9.68% 2
Rickmansworth -7 12 £55,000 +4.76%
Hemel Hempstead -8 6 £50,000 +14.29% 3
Stevenage -15 6 £42,500 +14.86% 2
Hitchin - 6 £77,500 -
Broxbourne -5 5 £23,000 -40.26%
Royston - 4 £35,000 - 2
Hertford +10 3 £40,000 +61.62% 2
Hoddesdon -4 1 £22,500 -8.16%
Baldock - 1 £32,500 -
Welwyn - 1 - -
Analytical Skills
East of England

For the 6 months to 17 August 2018, 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.

1 206 (46.50%) Problem-Solving
2 143 (32.28%) SQL
3 128 (28.89%) Degree
4 121 (27.31%) Microsoft
5 91 (20.54%) Agile Software Development
6 85 (19.19%) Finance
7 62 (14.00%) Microsoft Excel
8 58 (13.09%) SQL Server
9 57 (12.87%) Oracle
9 57 (12.87%) Windows
10 55 (12.42%) Project Management
11 53 (11.96%) Migration
11 53 (11.96%) Business Intelligence
12 52 (11.74%) ETL
12 52 (11.74%) Decision-Making
13 51 (11.51%) Computer Science
14 49 (11.06%) Retail
14 49 (11.06%) E-Commerce
15 48 (10.84%) XML
15 48 (10.84%) C#
15 48 (10.84%) Amazon AWS
16 47 (10.61%) User Experience
16 47 (10.61%) HTML
17 46 (10.38%) DNS
18 45 (10.16%) Linux
18 45 (10.16%) Python
18 45 (10.16%) VMware
19 43 (9.71%) Analytics
19 43 (9.71%) Microsoft Azure
19 43 (9.71%) Product Management

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 16 (3.61%) Oracle SOA Suite
2 10 (2.26%) Mule
2 10 (2.26%) Mule ESB
3 8 (1.81%) Elasticsearch
3 8 (1.81%) MS Exchange
4 7 (1.58%) Apache
4 7 (1.58%) Oracle Service Bus
4 7 (1.58%) Skype for Business
5 6 (1.35%) Exchange Server 2013
5 6 (1.35%) SAS
5 6 (1.35%) Tomcat
6 5 (1.13%) IIS
6 5 (1.13%) Oracle Application Server
6 5 (1.13%) SharePoint
7 4 (0.90%) TPMS
8 3 (0.68%) CMS
8 3 (0.68%) Drupal
8 3 (0.68%) JBoss
8 3 (0.68%) WebSphere
9 2 (0.45%) Exchange Server 2003
Applications
1 62 (14.00%) Microsoft Excel
2 25 (5.64%) Microsoft Office
3 8 (1.81%) Microsoft PowerPoint
4 4 (0.90%) Microsoft Project
4 4 (0.90%) MS Visio
4 4 (0.90%) Photoshop
4 4 (0.90%) Spreadsheet
Business Applications
1 11 (2.48%) Cognos Business Intelligence
1 11 (2.48%) Cognos TM1
2 8 (1.81%) Salesforce.com CRM
3 4 (0.90%) Dynamics CRM
4 3 (0.68%) Dynamics NAV
5 2 (0.45%) Remedy ITSM
5 2 (0.45%) SAP Hybris
6 1 (0.23%) Magento
6 1 (0.23%) ResourceLink
Cloud Services
1 48 (10.84%) Amazon AWS
2 43 (9.71%) Microsoft Azure
3 29 (6.55%) Office 365
4 15 (3.39%) Google Analytics
5 13 (2.93%) Google Cloud Platform
6 11 (2.48%) Adobe Analytics
7 9 (2.03%) Boomi
7 9 (2.03%) GitHub
8 8 (1.81%) SaaS
9 6 (1.35%) Cloud Computing
9 6 (1.35%) IaaS
10 5 (1.13%) Azure Active Directory
10 5 (1.13%) PaaS
11 4 (0.90%) Trello
12 3 (0.68%) Dynamics 365
13 2 (0.45%) Amazon EC2
14 1 (0.23%) AWS Elastic Beanstalk
14 1 (0.23%) G Suite
14 1 (0.23%) Salesforce Service Cloud
14 1 (0.23%) Virtual Private Cloud
Communications & Networking
1 46 (10.38%) DNS
2 39 (8.80%) Firewall
3 37 (8.35%) DHCP
4 30 (6.77%) HTTP
5 29 (6.55%) WAN
6 25 (5.64%) TCP/IP
7 22 (4.97%) LAN
8 20 (4.51%) OSPF
9 19 (4.29%) BGP
10 16 (3.61%) SSL
10 16 (3.61%) VPN
11 15 (3.39%) MPLS
11 15 (3.39%) NetScaler
12 14 (3.16%) Cisco ASA
12 14 (3.16%) Cisco IOS
12 14 (3.16%) EIGRP
12 14 (3.16%) GLBP
12 14 (3.16%) IGRP
13 13 (2.93%) SAN
13 13 (2.93%) SNMP
Database & Business Intelligence
1 58 (13.09%) SQL Server
2 34 (7.67%) SQL Server Integration Services
3 32 (7.22%) Data Warehouse
3 32 (7.22%) SQL Server Reporting Services
4 28 (6.32%) SQL Server Analysis Services
5 24 (5.42%) NoSQL
6 23 (5.19%) Power BI
7 21 (4.74%) MongoDB
8 19 (4.29%) Big Data
9 18 (4.06%) Oracle Database
10 12 (2.71%) Data Mining
10 12 (2.71%) Relational Database
11 11 (2.48%) Microsoft Analysis Services
12 10 (2.26%) OLAP
13 9 (2.03%) Redis
14 7 (1.58%) Hadoop
14 7 (1.58%) MySQL
14 7 (1.58%) Oracle Database 12c
14 7 (1.58%) PostgreSQL
14 7 (1.58%) SQL Server 2016
Development Applications
1 26 (5.87%) Jenkins
2 19 (4.29%) JIRA
3 15 (3.39%) LabVIEW
4 10 (2.26%) Selenium
5 9 (2.03%) Team Foundation Server
6 6 (1.35%) SoapUI
7 5 (1.13%) Cucumber
8 4 (0.90%) Axure RP
8 4 (0.90%) Balsamiq Mockups
8 4 (0.90%) VersionOne
9 3 (0.68%) SpecFlow
9 3 (0.68%) Visual Studio
9 3 (0.68%) WebDriver
10 2 (0.45%) ER Studio
10 2 (0.45%) Git (software)
11 1 (0.23%) Bitbucket
11 1 (0.23%) SQL Server Management Studio (SSMS)
11 1 (0.23%) TeamCity
11 1 (0.23%) The Grinder
11 1 (0.23%) Zephyr
General
1 85 (19.19%) Finance
2 49 (11.06%) Retail
3 29 (6.55%) Marketing
4 21 (4.74%) Advertising
5 16 (3.61%) Telecoms
6 11 (2.48%) Manufacturing
7 6 (1.35%) Multimedia
8 5 (1.13%) Pharmaceutical
9 4 (0.90%) Back Office
9 4 (0.90%) Billing
10 1 (0.23%) Electronics
10 1 (0.23%) French Language
10 1 (0.23%) Games
Job Titles
1 99 (22.35%) Analyst
2 66 (14.90%) Developer
3 45 (10.16%) Product Manager
4 24 (5.42%) Architect
5 23 (5.19%) Network Engineer
6 20 (4.51%) Consultant
7 19 (4.29%) SQL Developer
8 18 (4.06%) Business Intelligence Developer
8 18 (4.06%) Transformation Manager
9 17 (3.84%) Support Analyst
9 17 (3.84%) Systems Engineer
10 16 (3.61%) .NET Developer
10 16 (3.61%) Senior Network Engineer
10 16 (3.61%) Support Engineer
11 14 (3.16%) Data Analyst
11 14 (3.16%) Security Engineer
11 14 (3.16%) Senior Developer
12 13 (2.93%) Applications Support
12 13 (2.93%) Senior Manager
13 12 (2.71%) Software Developer
Libraries, Frameworks & Software Standards
1 48 (10.84%) XML
2 47 (10.61%) HTML
3 31 (7.00%) .NET
4 19 (4.29%) Web Services
5 18 (4.06%) AngularJS
6 17 (3.84%) SOAP
7 16 (3.61%) CSS
8 14 (3.16%) Middleware
8 14 (3.16%) Spring
9 13 (2.93%) HTML5
9 13 (2.93%) JSON
9 13 (2.93%) WSDL
10 11 (2.48%) XSD
11 10 (2.26%) Apache Camel
12 9 (2.03%) RabbitMQ
12 9 (2.03%) REST
12 9 (2.03%) RESTful
13 8 (1.81%) OAuth
14 7 (1.58%) J2EE
14 7 (1.58%) JSP
Miscellaneous
1 51 (11.51%) Computer Science
2 47 (10.61%) User Experience
3 42 (9.48%) Self-Motivation
4 39 (8.80%) Management Information System
5 29 (6.55%) Data Centre
6 20 (4.51%) Minimum Viable Product
7 15 (3.39%) Acoustics
8 13 (2.93%) Security Operations Centre
9 12 (2.71%) Data Structures
9 12 (2.71%) Optoelectronics
10 8 (1.81%) HP Storage
10 8 (1.81%) Reference Data
11 7 (1.58%) Algorithms
12 6 (1.35%) Public Cloud
13 5 (1.13%) PMI
14 4 (0.90%) Blackberry
14 4 (0.90%) iPhone
15 3 (0.68%) Client/Server
15 3 (0.68%) Cyber-Physical System
15 3 (0.68%) Robotics
Operating Systems
1 57 (12.87%) Windows
2 45 (10.16%) Linux
3 21 (4.74%) Unix
4 13 (2.93%) Windows Server
5 12 (2.71%) Mac OS X
6 10 (2.26%) Windows 7
7 9 (2.03%) Windows 10
8 8 (1.81%) HPUX
8 8 (1.81%) Windows 8
9 7 (1.58%) Red Hat Enterprise Linux
10 4 (0.90%) Windows Phone
10 4 (0.90%) Windows Vista
10 4 (0.90%) Windows XP
11 2 (0.45%) Android
12 1 (0.23%) AIX
12 1 (0.23%) CentOS
12 1 (0.23%) Windows Server 2008
12 1 (0.23%) Windows Server 2012
Processes & Methodologies
1 206 (46.50%) Problem-Solving
2 91 (20.54%) Agile Software Development
3 55 (12.42%) Project Management
4 53 (11.96%) Business Intelligence
4 53 (11.96%) Migration
5 52 (11.74%) Decision-Making
5 52 (11.74%) ETL
6 49 (11.06%) E-Commerce
7 43 (9.71%) Analytics
7 43 (9.71%) Product Management
8 41 (9.26%) Coaching
8 41 (9.26%) ITIL
9 38 (8.58%) Business Analysis
9 38 (8.58%) Data Analysis
10 37 (8.35%) Mentoring
11 34 (7.67%) Due Diligence
12 33 (7.45%) Critical Thinking
13 32 (7.22%) Visualisation
14 29 (6.55%) SIEM
15 27 (6.09%) Data Migration
Programming Languages
1 143 (32.28%) SQL
2 48 (10.84%) C#
3 45 (10.16%) Python
4 37 (8.35%) Java
5 34 (7.67%) PowerShell
5 34 (7.67%) T-SQL
5 34 (7.67%) VBA
6 31 (7.00%) JavaScript
7 17 (3.84%) R
8 16 (3.61%) PL/SQL
9 13 (2.93%) MATLAB
10 10 (2.26%) Go
10 10 (2.26%) TypeScript
11 5 (1.13%) C
12 4 (0.90%) C++
12 4 (0.90%) Shell Script
12 4 (0.90%) XPath
12 4 (0.90%) XQuery
13 2 (0.45%) ANSI SQL
13 2 (0.45%) PHP
Qualifications
1 128 (28.89%) Degree
2 32 (7.22%) Computer Science Degree
3 17 (3.84%) Cisco Certification
3 17 (3.84%) Microsoft Certification
4 16 (3.61%) Security Cleared
5 15 (3.39%) ITIL Certification
6 13 (2.93%) MCSA
7 12 (2.71%) CCNA
7 12 (2.71%) PhD
8 11 (2.48%) CISA
8 11 (2.48%) CISSP
8 11 (2.48%) MCSE
9 9 (2.03%) CCNP
9 9 (2.03%) PMI Certification
9 9 (2.03%) PRINCE2 Certification
9 9 (2.03%) PRINCE2 Practitioner
9 9 (2.03%) SC Cleared
10 8 (1.81%) GCIA
10 8 (1.81%) GCIH
10 8 (1.81%) GSEC
Quality Assurance & Compliance
1 34 (7.67%) Data Quality
2 12 (2.71%) PMO
2 12 (2.71%) QA
3 10 (2.26%) GCP
4 8 (1.81%) ISO/IEC 27001
4 8 (1.81%) SLA
5 6 (1.35%) Sarbanes-Oxley
6 5 (1.13%) Actionable Recommendations
7 3 (0.68%) COBIT
7 3 (0.68%) GDPR
7 3 (0.68%) PCI DSS
8 2 (0.45%) GxP
System Software
1 30 (6.77%) Active Directory
2 18 (4.06%) VMware Infrastructure
3 13 (2.93%) Hyper-V
4 10 (2.26%) Docker
4 10 (2.26%) Firmware
5 9 (2.03%) VMware ESXi
6 5 (1.13%) vSphere
7 3 (0.68%) VMware NSX
8 1 (0.23%) Terminal Services
8 1 (0.23%) Xen
8 1 (0.23%) XenApp
Systems Management
1 11 (2.48%) Opscode Chef
1 11 (2.48%) Puppet
2 10 (2.26%) Terraform
3 8 (1.81%) Ansible
3 8 (1.81%) Graphite
3 8 (1.81%) HP Data Protector
4 6 (1.35%) SCOM
5 5 (1.13%) FortiGate
5 5 (1.13%) SCCM
6 4 (0.90%) CA Service Virtualization
6 4 (0.90%) Microsoft Intune
7 3 (0.68%) Kubernetes
8 1 (0.23%) Consul
8 1 (0.23%) Grafana
8 1 (0.23%) HAProxy
8 1 (0.23%) Microsoft Clustering
8 1 (0.23%) Norton AntiVirus
8 1 (0.23%) Rancher
8 1 (0.23%) Tivoli
8 1 (0.23%) ZABBIX
Vendors
1 121 (27.31%) Microsoft
2 57 (12.87%) Oracle
3 45 (10.16%) VMware
4 37 (8.35%) Tableau
5 36 (8.13%) Google
6 32 (7.22%) Cisco
7 29 (6.55%) Citrix
8 27 (6.09%) Splunk
9 19 (4.29%) Alteryx
9 19 (4.29%) CheckPoint
10 14 (3.16%) Adobe
10 14 (3.16%) Arista
10 14 (3.16%) F5
10 14 (3.16%) IBM
10 14 (3.16%) Palo Alto
11 13 (2.93%) Fortinet
11 13 (2.93%) SAP
12 12 (2.71%) Cognos
13 11 (2.48%) Salesforce.com
14 10 (2.26%) WSO2