Period
to 23 February 2018

The following table provides summary statistics for permanent job vacancies advertised in Hertfordshire with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 23 February 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
East of England > Hertfordshire
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 147 131 163
Rank change year-on-year -16 +32 -2
Permanent jobs citing Data Analysis 81 88 65
As % of all permanent IT jobs advertised in Hertfordshire 1.66% 1.93% 1.27%
As % of the Processes & Methodologies category 1.94% 2.17% 1.47%
Number of salaries quoted 87 82 42
Hertfordshire median annual salary £36,000 £40,000 £37,500
Median salary % change year-on-year -10.00% +6.67% -11.76%
10th Percentile £29,463 £22,100 £28,000
90th Percentile £57,500 £65,000 £52,500
East of England median annual salary £40,000 £40,000 £37,500
% change year-on-year - +6.67% -6.25%

Data Analysis is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Hertfordshire
Permanent vacancies with a requirement for process or methodology skills 4,177 4,054 4,418
As % of all permanent IT jobs advertised in Hertfordshire 85.61% 88.79% 86.29%
Number of salaries quoted 3,525 3,344 3,555
Hertfordshire median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -5.26%
10th Percentile £27,850 £27,500 £27,200
90th Percentile £71,250 £72,500 £70,850
East of England median annual salary £50,000 £45,344 £45,000
% change year-on-year +10.27% +0.76% +1.12%

Data Analysis
Job Vacancy Trend in Hertfordshire

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Hertfordshire.

Job vacancy trend for Data Analysis in Hertfordshire

Data Analysis
Salary Trend in Hertfordshire

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

Salary trend for Data Analysis in Hertfordshire

Data Analysis
Salary Histogram in Hertfordshire

The salary distribution of IT jobs citing Data Analysis in Hertfordshire over the 6 months to 23 February 2018.

Salary histogram for Data Analysis in Hertfordshire

Data Analysis
Job Locations in Hertfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the Hertfordshire region over the 6 months to 23 February 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
Watford +13 18 £32,500 -45.83%
Borehamwood +8 18 £32,500 -18.75%
Welwyn Garden City -13 13 £50,000 +53.85%
Hemel Hempstead -5 7 £55,000 +144.44%
Stevenage - 6 £32,500 - 7
St Albans +5 5 £42,500 -15.00% 2
Bishop's Stortford - 4 £42,500 -
Letchworth +8 3 £36,000 +20.00%
Rickmansworth -7 3 £65,000 +62.50% 1
Broxbourne -9 3 £31,500 -30.00%
Hitchin 0 1 - -
Hatfield -14 1 - -
Hoddesdon - 1 £45,000 -
Data Analysis
East of England

For the 6 months to 23 February 2018, IT jobs citing Data Analysis 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 Data Analysis.

1 41 (50.62%) SQL
2 29 (35.80%) Degree
3 28 (34.57%) Mathematics
4 24 (29.63%) Physics
5 19 (23.46%) Computer Science
6 18 (22.22%) Signal Processing
6 18 (22.22%) Telecoms
7 17 (20.99%) LabVIEW
7 17 (20.99%) C++
7 17 (20.99%) Data Acquisition
8 14 (17.28%) Agile Software Development
9 13 (16.05%) MATLAB
9 13 (16.05%) SQL Server
9 13 (16.05%) Windows
9 13 (16.05%) PhD
9 13 (16.05%) Algorithms
9 13 (16.05%) Data Science
9 13 (16.05%) Machine Learning
9 13 (16.05%) Finite Element Analysis
10 11 (13.58%) HTML
10 11 (13.58%) Microsoft
11 10 (12.35%) Business Intelligence
11 10 (12.35%) Data Modelling
12 9 (11.11%) Microsoft Excel
12 9 (11.11%) E-Commerce
12 9 (11.11%) Finance
12 9 (11.11%) Visualisation
12 9 (11.11%) Relational Database
13 8 (9.88%) Big Data
13 8 (9.88%) Hadoop

Data Analysis
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 4 (4.94%) SharePoint
1 4 (4.94%) SharePoint Server
2 3 (3.70%) CMS
2 3 (3.70%) MS Exchange
Applications
1 9 (11.11%) Microsoft Excel
2 5 (6.17%) Microsoft Office
3 3 (3.70%) Microsoft PowerPoint
3 3 (3.70%) Photoshop
Business Applications
1 3 (3.70%) Orchard Housing
2 2 (2.47%) SAP Hybris
3 1 (1.23%) Dynamics NAV
Cloud Services
1 3 (3.70%) Microsoft Azure
1 3 (3.70%) Office 365
Communications & Networking
1 6 (7.41%) VPN
2 3 (3.70%) DHCP
2 3 (3.70%) DNS
2 3 (3.70%) Firewall
2 3 (3.70%) MPLS
2 3 (3.70%) TCP/IP
2 3 (3.70%) VLAN
2 3 (3.70%) VoIP
Database & Business Intelligence
1 13 (16.05%) SQL Server
2 9 (11.11%) Relational Database
3 8 (9.88%) Big Data
3 8 (9.88%) BusinessObjects
3 8 (9.88%) Data Warehouse
3 8 (9.88%) Hadoop
4 6 (7.41%) SQL Server Integration Services
5 4 (4.94%) MySQL
6 3 (3.70%) SQL Server 2016
7 2 (2.47%) BusinessObjects Business Intelligence
7 2 (2.47%) MS Access
8 1 (1.23%) Oracle Database
Development Applications
1 17 (20.99%) LabVIEW
2 8 (9.88%) Visual Studio
3 3 (3.70%) Bitbucket
3 3 (3.70%) Dreamweaver
3 3 (3.70%) Git (software)
3 3 (3.70%) Octopus Deploy
3 3 (3.70%) ReSharper
3 3 (3.70%) SQL Server Management Studio (SSMS)
3 3 (3.70%) TeamCity
4 1 (1.23%) Eclipse
General
1 18 (22.22%) Telecoms
2 9 (11.11%) Finance
3 7 (8.64%) Marketing
4 5 (6.17%) Games
5 4 (4.94%) Aerospace
5 4 (4.94%) Back Office
5 4 (4.94%) Retail
6 2 (2.47%) Spanish Language
7 1 (1.23%) Manufacturing
Job Titles
1 29 (35.80%) Analyst
2 14 (17.28%) Developer
3 13 (16.05%) MATLAB Engineer
3 13 (16.05%) Process Engineer
4 8 (9.88%) Data Analyst
5 7 (8.64%) Statistician
6 6 (7.41%) Project Manager
7 5 (6.17%) Performance Manager
8 4 (4.94%) .NET Developer
8 4 (4.94%) C++ Developer
8 4 (4.94%) C++ Software Developer
8 4 (4.94%) Data Conversion Analyst
8 4 (4.94%) Data Conversion Specialist
8 4 (4.94%) Data Migration Analyst
8 4 (4.94%) Data Migration Specialist
8 4 (4.94%) Java Developer
8 4 (4.94%) Migration Analyst
8 4 (4.94%) Migration Specialist
8 4 (4.94%) Senior Analyst
8 4 (4.94%) Software Developer
Libraries, Frameworks & Software Standards
1 11 (13.58%) HTML
2 4 (4.94%) .NET
2 4 (4.94%) ASP.NET
2 4 (4.94%) ASP.NET MVC
2 4 (4.94%) HTML5
2 4 (4.94%) jQuery
2 4 (4.94%) Swing
3 3 (3.70%) .NET Framework
3 3 (3.70%) AngularJS
3 3 (3.70%) Entity Framework
3 3 (3.70%) SAP XI
4 2 (2.47%) Grails
5 1 (1.23%) JSP
Miscellaneous
1 19 (23.46%) Computer Science
2 13 (16.05%) Algorithms
3 6 (7.41%) Analytical Skills
4 4 (4.94%) Management Information System
4 4 (4.94%) User Experience
4 4 (4.94%) Video\Live Streaming
5 3 (3.70%) Life Science
5 3 (3.70%) Replication
6 2 (2.47%) Data Structures
6 2 (2.47%) PMI
7 1 (1.23%) CMDB
7 1 (1.23%) Data Centre
7 1 (1.23%) FMCG
Operating Systems
1 13 (16.05%) Windows
2 3 (3.70%) Linux
2 3 (3.70%) Windows Server
2 3 (3.70%) Windows XP
Processes & Methodologies
1 28 (34.57%) Mathematics
2 24 (29.63%) Physics
3 18 (22.22%) Signal Processing
4 17 (20.99%) Data Acquisition
5 14 (17.28%) Agile Software Development
6 13 (16.05%) Data Science
6 13 (16.05%) Finite Element Analysis
6 13 (16.05%) Machine Learning
7 10 (12.35%) Business Intelligence
7 10 (12.35%) Data Modelling
8 9 (11.11%) E-Commerce
8 9 (11.11%) Visualisation
9 8 (9.88%) ETL
9 8 (9.88%) OO
10 7 (8.64%) Customer Requirements
10 7 (8.64%) Economics
11 6 (7.41%) Project Management
11 6 (7.41%) SDLC
11 6 (7.41%) Stakeholder Management
12 5 (6.17%) Data Management
Programming Languages
1 41 (50.62%) SQL
2 17 (20.99%) C++
3 13 (16.05%) MATLAB
4 7 (8.64%) JavaScript
4 7 (8.64%) Python
4 7 (8.64%) R
5 5 (6.17%) Java
6 4 (4.94%) C#
6 4 (4.94%) T-SQL
7 2 (2.47%) PL/SQL
8 1 (1.23%) VB
Qualifications
1 29 (35.80%) Degree
2 13 (16.05%) PhD
3 8 (9.88%) Numerate Degree
4 6 (7.41%) Computer Science Degree
5 3 (3.70%) VMware Certified Professional (VCP)
6 2 (2.47%) PMI Certification
7 1 (1.23%) ITIL Certification
7 1 (1.23%) SC Cleared
7 1 (1.23%) Security Cleared
Quality Assurance & Compliance
1 3 (3.70%) QA
2 2 (2.47%) GxP
2 2 (2.47%) SLA
3 1 (1.23%) PMO
System Software
1 6 (7.41%) Active Directory
2 3 (3.70%) Hyper-V
3 1 (1.23%) VMware Infrastructure
3 1 (1.23%) vSphere
Systems Management
1 1 (1.23%) SCCM
1 1 (1.23%) Systems Management Server (SMS)
Vendors
1 11 (13.58%) Microsoft
2 6 (7.41%) Oracle
3 5 (6.17%) SAP
4 3 (3.70%) Adobe
4 3 (3.70%) New Relic
4 3 (3.70%) Orchard
4 3 (3.70%) Veeam
4 3 (3.70%) VMware
5 2 (2.47%) Avaya
5 2 (2.47%) hybris
5 2 (2.47%) IFS
5 2 (2.47%) Salesforce.com
6 1 (1.23%) BMC
6 1 (1.23%) Sybase