Period
to 18 November 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 18 November 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
East of England > Hertfordshire
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 18 24 20
Rank change year-on-year +6 -4 -1
Permanent jobs citing Analytical Skills 409 392 450
As % of all permanent IT jobs advertised in Hertfordshire 10.60% 8.97% 10.07%
As % of the Miscellaneous category 22.30% 20.57% 23.99%
Number of salaries quoted 268 301 348
Hertfordshire median annual salary £52,500 £47,500 £47,000
Median salary % change year-on-year +10.53% +1.06% +10.59%
10th Percentile £30,000 £27,250 £27,250
90th Percentile £86,500 £71,250 £64,125
East of England median annual salary £44,000 £45,000 £41,500
% change year-on-year -2.22% +8.43% -2.35%

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 1,834 1,906 1,876
As % of all permanent IT jobs advertised in Hertfordshire 47.54% 43.63% 41.97%
Number of salaries quoted 1,391 1,591 1,528
Hertfordshire median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,000 £26,000 £23,750
90th Percentile £76,250 £71,250 £72,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 18 November 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 18 November 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 +34 114 £48,750 - 3
Watford +11 106 £60,000 +20.00% 8
St Albans +2 28 £50,000 +11.11% 6
Hatfield -15 25 £60,000 +9.09% 12
Borehamwood -1 16 £35,000 -22.22% 1
Hemel Hempstead -1 12 £57,500 +35.29% 1
Stevenage -5 9 £37,500 +1.35% 4
Letchworth +13 6 £33,500 - 1
Rickmansworth -9 5 £50,000 -4.76%
Broxbourne -11 5 £23,000 -40.65%
Potters Bar - 5 £44,000 - 2
Hoddesdon +2 4 £22,500 -50.00%
Hertford +17 2 £52,500 -
Hitchin - 1 £62,500 -
Baldock - 1 £32,500 - 1
Welwyn - 1 - -
Royston - 1 £35,000 - 1
Analytical Skills
East of England

For the 6 months to 18 November 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.

1 193 (47.19%) Problem-Solving
2 141 (34.47%) Microsoft
3 114 (27.87%) SQL
4 98 (23.96%) Agile Software Development
5 96 (23.47%) Degree
6 82 (20.05%) SQL Server
7 80 (19.56%) Data Analysis
8 77 (18.83%) ETL
9 76 (18.58%) Windows
9 76 (18.58%) Finance
10 74 (18.09%) Migration
11 65 (15.89%) DNS
12 64 (15.65%) XML
13 62 (15.16%) Microsoft Excel
14 60 (14.67%) JavaScript
15 59 (14.43%) HTML
16 56 (13.69%) Java
16 56 (13.69%) Oracle
16 56 (13.69%) Data Quality
17 54 (13.20%) Data Migration
18 52 (12.71%) Python
18 52 (12.71%) DHCP
19 50 (12.22%) C#
20 49 (11.98%) Linux
20 49 (11.98%) Project Management
20 49 (11.98%) Decision-Making
20 49 (11.98%) Mentoring
21 46 (11.25%) Analytics
21 46 (11.25%) Security Cleared
22 45 (11.00%) SQL Server Reporting Services

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 10 (2.44%) Elasticsearch
1 10 (2.44%) Exchange Server 2013
1 10 (2.44%) MS Exchange
2 8 (1.96%) JBoss
2 8 (1.96%) Oracle Service Bus
2 8 (1.96%) Oracle SOA Suite
2 8 (1.96%) Tomcat
2 8 (1.96%) WebSphere
3 7 (1.71%) Skype for Business
4 6 (1.47%) SAS
4 6 (1.47%) SharePoint
5 5 (1.22%) Apache Spark
6 4 (0.98%) Apache
6 4 (0.98%) CMS
6 4 (0.98%) Exchange Server 2003
6 4 (0.98%) Exchange Server 2007
6 4 (0.98%) Exchange Server 2010
7 2 (0.49%) SharePoint Server
8 1 (0.24%) Apache Solr
8 1 (0.24%) NServiceBus
Applications
1 62 (15.16%) Microsoft Excel
2 32 (7.82%) Microsoft Office
3 14 (3.42%) Photoshop
4 13 (3.18%) Microsoft PowerPoint
5 6 (1.47%) Microsoft Project
Business Applications
1 9 (2.20%) Cognos Business Intelligence
1 9 (2.20%) Cognos TM1
2 8 (1.96%) Salesforce.com CRM
3 3 (0.73%) Oracle Financials
3 3 (0.73%) Unit4 Business World
4 2 (0.49%) Remedy ITSM
4 2 (0.49%) SAP Hybris
5 1 (0.24%) Dynamics CRM
5 1 (0.24%) Dynamics GP
5 1 (0.24%) Dynamics NAV
5 1 (0.24%) Magento
Cloud Services
1 43 (10.51%) Microsoft Azure
2 35 (8.56%) Office 365
3 30 (7.33%) Amazon AWS
4 21 (5.13%) SaaS
5 17 (4.16%) Google Analytics
6 13 (3.18%) GitHub
7 8 (1.96%) IaaS
8 7 (1.71%) PaaS
9 6 (1.47%) Adobe Analytics
9 6 (1.47%) Amazon CloudWatch
9 6 (1.47%) Amazon EC2
9 6 (1.47%) Amazon Glacier
9 6 (1.47%) Amazon S3
9 6 (1.47%) Amazon SQS
9 6 (1.47%) AWS CloudFormation
9 6 (1.47%) AWS CloudTrail
9 6 (1.47%) Azure Active Directory
9 6 (1.47%) Cloud Computing
9 6 (1.47%) Virtual Private Cloud
10 4 (0.98%) Google Cloud Platform
Communications & Networking
1 65 (15.89%) DNS
2 52 (12.71%) DHCP
3 36 (8.80%) Firewall
4 29 (7.09%) TCP/IP
5 16 (3.91%) Internet
5 16 (3.91%) SNMP
6 15 (3.67%) HTTP
7 14 (3.42%) SSL
8 13 (3.18%) Skype
9 12 (2.93%) ICMP
10 11 (2.69%) WAN
11 10 (2.44%) VPN
12 9 (2.20%) Network Security
13 7 (1.71%) BGP
13 7 (1.71%) LAN
13 7 (1.71%) MPLS
13 7 (1.71%) OSPF
14 6 (1.47%) VoIP
14 6 (1.47%) Wireless
15 4 (0.98%) Wireshark
Database & Business Intelligence
1 82 (20.05%) SQL Server
2 45 (11.00%) SQL Server Reporting Services
3 43 (10.51%) SQL Server Integration Services
4 34 (8.31%) Data Warehouse
5 29 (7.09%) PostgreSQL
6 25 (6.11%) SQL Server Analysis Services
7 23 (5.62%) Power BI
8 19 (4.65%) MongoDB
9 16 (3.91%) SQL Server 2016
10 14 (3.42%) Oracle Database
11 13 (3.18%) NoSQL
12 11 (2.69%) MySQL
13 10 (2.44%) Big Data
13 10 (2.44%) Data Mining
13 10 (2.44%) OLAP
14 9 (2.20%) Microsoft Analysis Services
14 9 (2.20%) SQL Server 2012
15 8 (1.96%) Oracle Database 12c
16 7 (1.71%) Relational Database
17 6 (1.47%) SQL Server 2014
Development Applications
1 25 (6.11%) JIRA
2 16 (3.91%) Jenkins
3 13 (3.18%) LabVIEW
3 13 (3.18%) Subversion
4 7 (1.71%) ER Studio
5 6 (1.47%) Visual Studio
6 5 (1.22%) Team Foundation Server
7 4 (0.98%) Selenium
8 2 (0.49%) Visual Studio Team System
9 1 (0.24%) Bitbucket
9 1 (0.24%) Firebug
9 1 (0.24%) Git (software)
9 1 (0.24%) JMeter
9 1 (0.24%) LoadRunner
9 1 (0.24%) The Grinder
General
1 76 (18.58%) Finance
2 37 (9.05%) Retail
3 23 (5.62%) Marketing
4 11 (2.69%) Manufacturing
5 10 (2.44%) Telecoms
6 8 (1.96%) Advertising
7 5 (1.22%) Pharmaceutical
8 2 (0.49%) Back Office
8 2 (0.49%) French Language
8 2 (0.49%) Local Government
8 2 (0.49%) Multimedia
9 1 (0.24%) German Language
9 1 (0.24%) Spanish Language
9 1 (0.24%) Swedish Language
Job Titles
1 99 (24.21%) Analyst
2 57 (13.94%) Developer
3 41 (10.02%) Consultant
4 28 (6.85%) Systems Engineer
5 26 (6.36%) Architect
6 23 (5.62%) Support Analyst
7 22 (5.38%) ETL Developer
7 22 (5.38%) SQL Developer
8 20 (4.89%) Applications Support
8 20 (4.89%) Applications Support Analyst
8 20 (4.89%) Data Architect
9 19 (4.65%) Data Analyst
9 19 (4.65%) Data Migration Developer
9 19 (4.65%) Oracle Developer
9 19 (4.65%) Oracle ETL Developer
9 19 (4.65%) PostgreSQL Developer
9 19 (4.65%) SQL Server Developer
10 17 (4.16%) Data Migration Consultant
10 17 (4.16%) Data Migration Lead
10 17 (4.16%) Migration Consultant
Libraries, Frameworks & Software Standards
1 64 (15.65%) XML
2 59 (14.43%) HTML
3 38 (9.29%) CSS
4 27 (6.60%) Web Services
5 26 (6.36%) JSON
6 24 (5.87%) HTML5
7 21 (5.13%) Ajax
7 21 (5.13%) JSP
8 19 (4.65%) RESTful
9 18 (4.40%) XSD
10 13 (3.18%) .NET
10 13 (3.18%) XHTML
10 13 (3.18%) XML Schema
10 13 (3.18%) XSL
11 12 (2.93%) Spring
12 11 (2.69%) SOAP
13 10 (2.44%) AngularJS
13 10 (2.44%) Hibernate
14 9 (2.20%) EDI
14 9 (2.20%) LAMP
Miscellaneous
1 32 (7.82%) Self-Motivation
2 29 (7.09%) Reference Data
2 29 (7.09%) User Experience
3 26 (6.36%) Data Centre
4 24 (5.87%) Management Information System
5 22 (5.38%) Computer Science
6 17 (4.16%) Public Cloud
7 14 (3.42%) Security Operations Centre
8 13 (3.18%) Acoustics
8 13 (3.18%) Enterprise Software
9 10 (2.44%) Optoelectronics
10 8 (1.96%) Data Structures
11 7 (1.71%) Algorithms
11 7 (1.71%) Analytical Mindset
11 7 (1.71%) Fintech
12 6 (1.47%) Blackberry
12 6 (1.47%) iPhone
13 5 (1.22%) FMCG
14 4 (0.98%) PMI
14 4 (0.98%) Wiki
Operating Systems
1 76 (18.58%) Windows
2 49 (11.98%) Linux
3 16 (3.91%) Mac OS X
3 16 (3.91%) Windows 10
4 14 (3.42%) Windows Server
5 10 (2.44%) Windows 7
5 10 (2.44%) Windows 8
6 7 (1.71%) Red Hat Enterprise Linux
6 7 (1.71%) Unix
7 6 (1.47%) Windows Phone
7 6 (1.47%) Windows Vista
7 6 (1.47%) Windows XP
8 1 (0.24%) AIX
8 1 (0.24%) Android
8 1 (0.24%) HPUX
8 1 (0.24%) Windows Server 2008
8 1 (0.24%) Windows Server 2012
Processes & Methodologies
1 193 (47.19%) Problem-Solving
2 98 (23.96%) Agile Software Development
3 80 (19.56%) Data Analysis
4 77 (18.83%) ETL
5 74 (18.09%) Migration
6 54 (13.20%) Data Migration
7 49 (11.98%) Decision-Making
7 49 (11.98%) Mentoring
7 49 (11.98%) Project Management
8 46 (11.25%) Analytics
9 37 (9.05%) Analytical Thinking
9 37 (9.05%) Business Intelligence
10 35 (8.56%) Business Analysis
11 34 (8.31%) TDD
12 31 (7.58%) Master Data Management
13 30 (7.33%) Critical Thinking
14 29 (7.09%) Identity Access Management
15 28 (6.85%) Business Development
16 26 (6.36%) Time Management
16 26 (6.36%) Visualisation
Programming Languages
1 114 (27.87%) SQL
2 60 (14.67%) JavaScript
3 56 (13.69%) Java
4 52 (12.71%) Python
5 50 (12.22%) C#
6 44 (10.76%) PowerShell
7 40 (9.78%) VBA
8 38 (9.29%) T-SQL
9 28 (6.85%) PL/SQL
10 20 (4.89%) C++
11 13 (3.18%) Apex Code
12 12 (2.93%) PHP
13 10 (2.44%) Go
13 10 (2.44%) MATLAB
14 7 (1.71%) Perl
15 6 (1.47%) ANSI SQL
15 6 (1.47%) Bash Shell
15 6 (1.47%) Shell Script
15 6 (1.47%) TypeScript
15 6 (1.47%) VBScript
Qualifications
1 96 (23.47%) Degree
2 46 (11.25%) Security Cleared
3 40 (9.78%) SC Cleared
4 33 (8.07%) Microsoft Certification
5 21 (5.13%) MCSA
6 18 (4.40%) MCSE
7 17 (4.16%) Cisco Certification
8 16 (3.91%) PhD
9 14 (3.42%) CCNA
10 13 (3.18%) Computer Science Degree
11 12 (2.93%) GCIA
11 12 (2.93%) GCIH
11 12 (2.93%) GSEC
11 12 (2.93%) SSCP
12 9 (2.20%) PMI Certification
13 8 (1.96%) CCNP
14 6 (1.47%) PRINCE2 Practitioner
15 5 (1.22%) CCIE
15 5 (1.22%) ISTQB
15 5 (1.22%) MBA
Quality Assurance & Compliance
1 56 (13.69%) Data Quality
2 15 (3.67%) PMO
3 13 (3.18%) QA
4 8 (1.96%) Sarbanes-Oxley
5 5 (1.22%) Actionable Recommendations
6 4 (0.98%) ISO/IEC 27001
7 3 (0.73%) SLA
8 1 (0.24%) COBIT
System Software
1 39 (9.54%) Active Directory
2 13 (3.18%) Hyper-V
2 13 (3.18%) VMware Infrastructure
3 9 (2.20%) Docker
4 3 (0.73%) VMware NSX
5 2 (0.49%) VMware ESXi
5 2 (0.49%) vSphere
6 1 (0.24%) Firmware
6 1 (0.24%) Terminal Services
6 1 (0.24%) XenApp
Systems Management
1 12 (2.93%) SCOM
2 6 (1.47%) Microsoft Intune
3 4 (0.98%) Graphite
4 2 (0.49%) Consul
4 2 (0.49%) Kubernetes
4 2 (0.49%) QRadar
4 2 (0.49%) SCCM
5 1 (0.24%) Ansible
5 1 (0.24%) Grafana
5 1 (0.24%) HP ALM
5 1 (0.24%) HP Data Protector
5 1 (0.24%) Microsoft Clustering
5 1 (0.24%) Norton AntiVirus
5 1 (0.24%) Tivoli
5 1 (0.24%) Tivoli Storage Manager
Vendors
1 141 (34.47%) Microsoft
2 56 (13.69%) Oracle
3 36 (8.80%) Splunk
4 24 (5.87%) Google
4 24 (5.87%) Salesforce.com
5 20 (4.89%) Tableau
6 18 (4.40%) VMware
7 13 (3.18%) SAP
7 13 (3.18%) Talend
8 12 (2.93%) IBM
9 11 (2.69%) Cisco
9 11 (2.69%) Juniper
10 10 (2.44%) Cognos
10 10 (2.44%) Optimizely
11 9 (2.20%) Alteryx
11 9 (2.20%) ServiceNow
12 8 (1.96%) JD Edwards
13 7 (1.71%) Fortinet
13 7 (1.71%) Red Hat
13 7 (1.71%) Sonus