Period
to 20 October 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 20 October 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
East of England > Hertfordshire
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 84 130 103
Rank change year-on-year +46 -27 +62
Permanent jobs citing Data Analysis 136 90 121
As % of all permanent IT jobs advertised in Hertfordshire 3.40% 2.14% 2.76%
As % of the Processes & Methodologies category 3.79% 2.43% 3.06%
Number of salaries quoted 116 108 107
Hertfordshire median annual salary £48,000 £38,750 £40,000
Median salary % change year-on-year +23.87% -3.13% +14.29%
10th Percentile £25,000 £29,463 £28,750
90th Percentile £92,500 £47,500 £62,500
East of England median annual salary £43,870 £39,000 £40,000
% change year-on-year +12.49% -2.50% +5.26%

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 3,587 3,700 3,951
As % of all permanent IT jobs advertised in Hertfordshire 89.76% 88.14% 89.98%
Number of salaries quoted 2,784 3,141 3,233
Hertfordshire median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £27,500 £27,250 £27,500
90th Percentile £75,000 £71,250 £71,250
East of England median annual salary £47,500 £45,000 £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 20 October 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 20 October 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 +26 53 £47,500 +46.15% 2
Welwyn Garden City -5 26 £61,750 +104.98% 2
Borehamwood -4 14 £40,000 - 1
St Albans - 13 £50,000 -
Hatfield - 6 £60,000 - 1
Stevenage +11 5 £40,000 +23.08% 3
Hemel Hempstead - 4 £72,500 -
Letchworth - 2 - -
Waltham Cross - 2 £65,000 -
Sawbridgeworth - 1 £35,000 -
Hoddesdon - 1 £35,000 -
Data Analysis
East of England

For the 6 months to 20 October 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 70 (51.47%) Analytical Skills
2 55 (40.44%) SQL
3 44 (32.35%) Migration
3 44 (32.35%) Data Migration
4 42 (30.88%) Analytics
5 40 (29.41%) Agile Software Development
6 38 (27.94%) Microsoft
7 36 (26.47%) Physics
8 35 (25.74%) Mathematics
8 35 (25.74%) Degree
9 34 (25.00%) PhD
10 33 (24.26%) Problem-Solving
11 31 (22.79%) C++
11 31 (22.79%) ETL
12 29 (21.32%) Computer Science
12 29 (21.32%) Amazon AWS
12 29 (21.32%) Data Quality
13 26 (19.12%) Master Data Management
14 25 (18.38%) Data Science
15 23 (16.91%) Software Engineering
16 22 (16.18%) JavaScript
16 22 (16.18%) Algorithms
16 22 (16.18%) Security Cleared
17 21 (15.44%) Signal Processing
17 21 (15.44%) HTML
17 21 (15.44%) C#
17 21 (15.44%) Web Services
17 21 (15.44%) Telecoms
18 20 (14.71%) E-Commerce
18 20 (14.71%) CSS

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 (2.94%) Apache Spark
2 2 (1.47%) Apache
2 2 (1.47%) Elasticsearch
2 2 (1.47%) SharePoint Server
3 1 (0.74%) CMS
3 1 (0.74%) Drupal
3 1 (0.74%) SharePoint
3 1 (0.74%) SharePoint 2013
3 1 (0.74%) WordPress
Applications
1 16 (11.76%) Microsoft Excel
2 12 (8.82%) Microsoft Office
3 2 (1.47%) MS Visio
3 2 (1.47%) Photoshop
4 1 (0.74%) Microsoft PowerPoint
Business Applications
1 1 (0.74%) Magento
1 1 (0.74%) Maximo
1 1 (0.74%) SAP HR
Cloud Services
1 29 (21.32%) Amazon AWS
2 17 (12.50%) Microsoft Azure
3 15 (11.03%) Google Analytics
4 4 (2.94%) Azure Data Factory
4 4 (2.94%) Google Cloud Platform
5 1 (0.74%) G Suite
5 1 (0.74%) SaaS
Communications & Networking
1 1 (0.74%) Internet
Database & Business Intelligence
1 14 (10.29%) SQL Server
2 12 (8.82%) Power BI
2 12 (8.82%) SQL Server Reporting Services
3 11 (8.09%) Data Warehouse
3 11 (8.09%) SQL Server Integration Services
4 8 (5.88%) Big Data
5 7 (5.15%) MySQL
6 6 (4.41%) PostgreSQL
7 4 (2.94%) BigQuery
8 3 (2.21%) BusinessObjects
8 3 (2.21%) SQL Server Analysis Services
9 2 (1.47%) Data Mining
9 2 (1.47%) OLAP
10 1 (0.74%) GIS
10 1 (0.74%) MS Access
10 1 (0.74%) Relational Database
Development Applications
1 13 (9.56%) LabVIEW
2 7 (5.15%) ER Studio
3 6 (4.41%) Visual Studio
4 2 (1.47%) Axure RP
4 2 (1.47%) Balsamiq Mockups
General
1 21 (15.44%) Telecoms
2 6 (4.41%) Aerospace
2 6 (4.41%) Finance
2 6 (4.41%) Games
3 4 (2.94%) Pharmaceutical
3 4 (2.94%) Retail
4 3 (2.21%) Back Office
5 2 (1.47%) Marketing
6 1 (0.74%) Financial Institution
6 1 (0.74%) French Language
6 1 (0.74%) German Language
6 1 (0.74%) Publishing
6 1 (0.74%) Spanish Language
6 1 (0.74%) Swedish Language
Job Titles
1 25 (18.38%) Developer
2 21 (15.44%) Analyst
3 17 (12.50%) Architect
3 17 (12.50%) Consultant
3 17 (12.50%) Software Engineer
4 16 (11.76%) Data Architect
4 16 (11.76%) Data Consultant
4 16 (11.76%) Data Migration Consultant
4 16 (11.76%) Data Migration Lead
4 16 (11.76%) Migration Consultant
5 15 (11.03%) Developer/Software Engineer
5 15 (11.03%) Graduate
5 15 (11.03%) Graduate Developer
5 15 (11.03%) Graduate Software Engineer
5 15 (11.03%) Process Engineer
6 10 (7.35%) Conversion Specialist
7 9 (6.62%) Data Analyst
8 7 (5.15%) Data Manager
8 7 (5.15%) MATLAB Engineer
8 7 (5.15%) Service Manager
Libraries, Frameworks & Software Standards
1 21 (15.44%) HTML
1 21 (15.44%) Web Services
2 20 (14.71%) CSS
3 7 (5.15%) Ajax
3 7 (5.15%) LAMP
3 7 (5.15%) XML
4 6 (4.41%) JSON
4 6 (4.41%) RESTful
4 6 (4.41%) XSD
5 4 (2.94%) Kafka
6 3 (2.21%) SAP XI
7 2 (1.47%) Elastic Stack
7 2 (1.47%) Sensu
8 1 (0.74%) REST
Miscellaneous
1 70 (51.47%) Analytical Skills
2 29 (21.32%) Computer Science
3 22 (16.18%) Algorithms
4 15 (11.03%) User Experience
5 8 (5.88%) Acoustics
6 6 (4.41%) Reference Data
6 6 (4.41%) Video\Live Streaming
7 4 (2.94%) Management Information System
7 4 (2.94%) PMI
7 4 (2.94%) Self-Motivation
8 2 (1.47%) Cyber-Physical System
8 2 (1.47%) Driving Licence
9 1 (0.74%) Analytical Mindset
9 1 (0.74%) Public Cloud
Operating Systems
1 13 (9.56%) Windows
2 9 (6.62%) Linux
3 7 (5.15%) Windows Server
4 2 (1.47%) Unix
Processes & Methodologies
1 44 (32.35%) Data Migration
1 44 (32.35%) Migration
2 42 (30.88%) Analytics
3 40 (29.41%) Agile Software Development
4 36 (26.47%) Physics
5 35 (25.74%) Mathematics
6 33 (24.26%) Problem-Solving
7 31 (22.79%) ETL
8 26 (19.12%) Master Data Management
9 25 (18.38%) Data Science
10 23 (16.91%) Software Engineering
11 21 (15.44%) Signal Processing
12 20 (14.71%) E-Commerce
12 20 (14.71%) Web Development
13 19 (13.97%) Data Analytics
14 18 (13.24%) Analytical Thinking
14 18 (13.24%) Business Analysis
15 15 (11.03%) Scaled Agile Framework
15 15 (11.03%) Visualisation
16 14 (10.29%) Machine Learning
Programming Languages
1 55 (40.44%) SQL
2 31 (22.79%) C++
3 22 (16.18%) JavaScript
4 21 (15.44%) C#
5 17 (12.50%) Java
5 17 (12.50%) T-SQL
6 15 (11.03%) MATLAB
6 15 (11.03%) PL/SQL
6 15 (11.03%) Python
7 8 (5.88%) PHP
7 8 (5.88%) VBA
8 2 (1.47%) Bash Shell
8 2 (1.47%) Ruby
9 1 (0.74%) Google Apps Script
Qualifications
1 35 (25.74%) Degree
2 34 (25.00%) PhD
3 22 (16.18%) Security Cleared
4 15 (11.03%) SC Cleared
5 6 (4.41%) Computer Science Degree
6 4 (2.94%) ISEB
6 4 (2.94%) PMI Certification
7 3 (2.21%) Master's Degree
8 2 (1.47%) CBAP
8 2 (1.47%) CISA
8 2 (1.47%) CISSP
Quality Assurance & Compliance
1 29 (21.32%) Data Quality
2 1 (0.74%) PMO
Systems Management
1 2 (1.47%) Grafana
1 2 (1.47%) Icinga
1 2 (1.47%) Kibana
1 2 (1.47%) Kubernetes
1 2 (1.47%) logstash
1 2 (1.47%) Nagios
1 2 (1.47%) Prometheus
1 2 (1.47%) ZABBIX
2 1 (0.74%) Systems Management Server (SMS)
Vendors
1 38 (27.94%) Microsoft
2 17 (12.50%) Google
3 15 (11.03%) Talend
4 14 (10.29%) IBM
5 13 (9.56%) Optimizely
6 9 (6.62%) Oracle
7 6 (4.41%) Tableau
8 4 (2.94%) Alteryx
8 4 (2.94%) Hortonworks
8 4 (2.94%) SAP
9 2 (1.47%) Adobe
9 2 (1.47%) PagerDuty
10 1 (0.74%) ESRI