Period
to 17 January 2019

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 17 January 2019 with a comparison to the same period in the previous 2 years.

Data Analysis
East of England > Hertfordshire
6 months to
17 Jan 2019
Same period 2018 Same period 2017
Rank 58 129 131
Rank change year-on-year +71 +2 +37
Permanent jobs citing Data Analysis 154 90 86
As % of all permanent IT jobs advertised in Hertfordshire 4.33% 2.02% 1.94%
As % of the Processes & Methodologies category 4.86% 2.27% 2.15%
Number of salaries quoted 121 99 81
Hertfordshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% +6.67%
10th Percentile £25,000 £29,693 £22,000
90th Percentile £92,500 £57,500 £65,000
East of England median annual salary £47,773 £40,000 £40,000
% change year-on-year +19.43% - +6.67%

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 3,171 3,969 4,001
As % of all permanent IT jobs advertised in Hertfordshire 89.10% 89.29% 90.44%
Number of salaries quoted 2,454 3,362 3,301
Hertfordshire median annual salary £50,000 £50,000 £50,000
10th Percentile £26,250 £27,000 £27,000
90th Percentile £75,000 £71,250 £72,500
East of England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

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 17 January 2019.

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 17 January 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 +38 66 £60,000 +84.62% 1
Welwyn Garden City +7 27 £64,000 +28.00%
Borehamwood +4 14 £40,000 +23.08%
St Albans +23 11 £50,000 +17.65% 1
Stevenage +15 11 £40,000 +23.08% 2
Hemel Hempstead +26 6 £72,500 +31.82%
Hatfield +16 4 £33,000 -
Letchworth +3 3 - -
Waltham Cross - 2 £65,000 -
Sawbridgeworth - 1 £35,000 -
Data Analysis
East of England

For the 6 months to 17 January 2019, 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 94 (61.04%) Analytical Skills
2 53 (34.42%) SQL
3 52 (33.77%) Migration
4 50 (32.47%) Degree
4 50 (32.47%) Data Migration
5 47 (30.52%) Problem-Solving
6 44 (28.57%) Mathematics
6 44 (28.57%) Analytics
7 41 (26.62%) Agile Software Development
8 39 (25.32%) PhD
8 39 (25.32%) ETL
9 37 (24.03%) C++
10 36 (23.38%) Data Quality
10 36 (23.38%) Data Science
11 35 (22.73%) Physics
12 33 (21.43%) Master Data Management
12 33 (21.43%) Microsoft
13 31 (20.13%) C#
13 31 (20.13%) Security Cleared
14 28 (18.18%) SC Cleared
14 28 (18.18%) Computer Science
15 27 (17.53%) Amazon AWS
15 27 (17.53%) Software Engineering
16 25 (16.23%) Web Services
16 25 (16.23%) Algorithms
17 21 (13.64%) Java
17 21 (13.64%) SQL Server
18 20 (12.99%) Data Analytics
19 19 (12.34%) Signal Processing
19 19 (12.34%) MATLAB

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 (2.60%) Apache
1 4 (2.60%) Apache Spark
2 2 (1.30%) SharePoint Server
3 1 (0.65%) CMS
3 1 (0.65%) Drupal
3 1 (0.65%) Elasticsearch
3 1 (0.65%) WordPress
Applications
1 17 (11.04%) Microsoft Office
2 12 (7.79%) Microsoft Excel
3 1 (0.65%) Microsoft PowerPoint
Business Applications
1 7 (4.55%) Dynamics GP
2 1 (0.65%) Magento
Cloud Services
1 27 (17.53%) Amazon AWS
2 15 (9.74%) Microsoft Azure
3 11 (7.14%) Google Analytics
4 4 (2.60%) Azure Data Factory
5 1 (0.65%) Google Cloud Platform
5 1 (0.65%) SaaS
Communications & Networking
1 7 (4.55%) Broadband
Database & Business Intelligence
1 21 (13.64%) SQL Server
2 13 (8.44%) Data Warehouse
2 13 (8.44%) Power BI
2 13 (8.44%) SQL Server Integration Services
2 13 (8.44%) SQL Server Reporting Services
3 10 (6.49%) PostgreSQL
4 9 (5.84%) Big Data
4 9 (5.84%) MySQL
5 5 (3.25%) BusinessObjects
6 3 (1.95%) Data Mining
6 3 (1.95%) SQL Server Analysis Services
7 2 (1.30%) SQL Server 2012
7 2 (1.30%) SQL Server 2016
8 1 (0.65%) BigQuery
8 1 (0.65%) Relational Database
Development Applications
1 9 (5.84%) LabVIEW
2 6 (3.90%) ER Studio
2 6 (3.90%) Visual Studio
3 2 (1.30%) JIRA
General
1 19 (12.34%) Telecoms
2 11 (7.14%) Pharmaceutical
3 6 (3.90%) Aerospace
3 6 (3.90%) Games
4 5 (3.25%) Finance
5 3 (1.95%) Marketing
5 3 (1.95%) Retail
6 1 (0.65%) Financial Institution
6 1 (0.65%) French Language
6 1 (0.65%) German Language
6 1 (0.65%) Legal
6 1 (0.65%) Publishing
6 1 (0.65%) Spanish Language
6 1 (0.65%) Swedish Language
Job Titles
1 32 (20.78%) Developer
2 29 (18.83%) Analyst
3 21 (13.64%) Architect
3 21 (13.64%) Consultant
4 20 (12.99%) Data Architect
5 19 (12.34%) Data Consultant
5 19 (12.34%) Data Migration Consultant
5 19 (12.34%) Data Migration Lead
5 19 (12.34%) Migration Consultant
6 16 (10.39%) Software Engineer
7 15 (9.74%) Developer/Software Engineer
7 15 (9.74%) Graduate
7 15 (9.74%) Graduate Developer
7 15 (9.74%) Graduate Software Engineer
8 13 (8.44%) Process Engineer
9 11 (7.14%) Security Analyst
9 11 (7.14%) Software Developer
10 10 (6.49%) Conversion Specialist
10 10 (6.49%) Data Migration Architect
10 10 (6.49%) Migration Architect
Libraries, Frameworks & Software Standards
1 25 (16.23%) Web Services
2 19 (12.34%) HTML
3 18 (11.69%) CSS
4 12 (7.79%) JSON
4 12 (7.79%) XML
5 10 (6.49%) RESTful
5 10 (6.49%) XSD
6 9 (5.84%) LAMP
7 7 (4.55%) Ajax
8 4 (2.60%) Kafka
8 4 (2.60%) SAP XI
9 2 (1.30%) .NET
9 2 (1.30%) ODBC
10 1 (0.65%) Elastic Stack
10 1 (0.65%) REST
10 1 (0.65%) Sensu
Miscellaneous
1 94 (61.04%) Analytical Skills
2 25 (16.23%) Algorithms
3 12 (7.79%) User Experience
4 11 (7.14%) Analytical Mindset
5 10 (6.49%) Acoustics
5 10 (6.49%) Reference Data
6 7 (4.55%) Fat Client
6 7 (4.55%) Thin Client
7 6 (3.90%) Video\Live Streaming
8 5 (3.25%) PMI
9 4 (2.60%) Self-Motivation
10 3 (1.95%) Driving Licence
11 2 (1.30%) Management Information System
12 1 (0.65%) Cyber-Physical System
12 1 (0.65%) Life Science
12 1 (0.65%) Public Cloud
Operating Systems
1 13 (8.44%) Windows
2 10 (6.49%) Linux
3 7 (4.55%) Windows Server
4 1 (0.65%) Unix
Processes & Methodologies
1 52 (33.77%) Migration
2 50 (32.47%) Data Migration
3 47 (30.52%) Problem-Solving
4 44 (28.57%) Analytics
4 44 (28.57%) Mathematics
5 41 (26.62%) Agile Software Development
6 39 (25.32%) ETL
7 36 (23.38%) Data Science
8 35 (22.73%) Physics
9 33 (21.43%) Master Data Management
10 28 (18.18%) Computer Science
11 27 (17.53%) Software Engineering
12 20 (12.99%) Data Analytics
13 19 (12.34%) Analytical Thinking
13 19 (12.34%) Computational Fluid Dynamics
13 19 (12.34%) Signal Processing
14 18 (11.69%) Web Development
15 15 (9.74%) Business Analysis
15 15 (9.74%) Scaled Agile Framework
16 14 (9.09%) Machine Learning
Programming Languages
1 53 (34.42%) SQL
2 37 (24.03%) C++
3 31 (20.13%) C#
4 21 (13.64%) Java
5 19 (12.34%) MATLAB
5 19 (12.34%) Python
6 18 (11.69%) JavaScript
7 17 (11.04%) T-SQL
8 15 (9.74%) PL/SQL
8 15 (9.74%) VBA
9 10 (6.49%) PHP
10 5 (3.25%) C
10 5 (3.25%) R
11 1 (0.65%) Bash Shell
11 1 (0.65%) Ruby
Qualifications
1 50 (32.47%) Degree
2 39 (25.32%) PhD
3 31 (20.13%) Security Cleared
4 28 (18.18%) SC Cleared
5 6 (3.90%) Computer Science Degree
5 6 (3.90%) Master's Degree
6 5 (3.25%) PMI Certification
7 3 (1.95%) CBAP
7 3 (1.95%) ISEB
8 1 (0.65%) CISA
8 1 (0.65%) CISSP
Quality Assurance & Compliance
1 36 (23.38%) Data Quality
2 3 (1.95%) ISO/IEC 27001
3 1 (0.65%) GDPR
3 1 (0.65%) ISO/IEC 20000
3 1 (0.65%) QA
3 1 (0.65%) SLA
System Software
1 7 (4.55%) Active Directory
Systems Management
1 1 (0.65%) Grafana
1 1 (0.65%) Icinga
1 1 (0.65%) Kibana
1 1 (0.65%) Kubernetes
1 1 (0.65%) logstash
1 1 (0.65%) Nagios
1 1 (0.65%) Prometheus
1 1 (0.65%) ZABBIX
Vendors
1 33 (21.43%) Microsoft
2 15 (9.74%) Talend
3 12 (7.79%) Google
4 11 (7.14%) IBM
4 11 (7.14%) Optimizely
4 11 (7.14%) Oracle
5 5 (3.25%) SAP
5 5 (3.25%) Tableau
6 4 (2.60%) Alteryx
6 4 (2.60%) Hortonworks
7 1 (0.65%) PagerDuty