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

Data Analysis
East of England > Hertfordshire
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 126 125 109
Rank change year-on-year -1 -16 +65
Permanent jobs citing Data Analysis 86 94 115
As % of all permanent IT jobs advertised in Hertfordshire 2.00% 2.27% 2.51%
As % of the Processes & Methodologies category 2.22% 2.53% 2.82%
Number of salaries quoted 70 107 97
Hertfordshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £25,000 £29,750 £28,750
90th Percentile £92,500 £47,500 £57,500
East of England median annual salary £40,000 £39,000 £40,000
% change year-on-year +2.56% -2.50% -

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 3,874 3,717 4,081
As % of all permanent IT jobs advertised in Hertfordshire 90.01% 89.80% 88.99%
Number of salaries quoted 3,027 3,136 3,332
Hertfordshire median annual salary £50,000 £47,000 £47,500
Median salary % change year-on-year +6.38% -1.05% +5.56%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £73,750 £71,250 £70,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +2.27%

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 August 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 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 -19 22 £57,500 +46.50% 3
Watford +2 21 £32,500 - 2
Borehamwood -6 8 £40,000 - 5
St Albans +2 6 £42,500 -22.73%
Hatfield - 6 £60,000 - 1
Stevenage -10 5 £40,000 - 2
Letchworth +25 2 - -
Hoddesdon - 2 £36,250 -
Data Analysis
East of England

For the 6 months to 17 August 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 38 (44.19%) SQL
1 38 (44.19%) Analytical Skills
2 27 (31.40%) Data Migration
2 27 (31.40%) Migration
3 26 (30.23%) Agile Software Development
4 24 (27.91%) Analytics
5 22 (25.58%) Mathematics
5 22 (25.58%) Computer Science
6 21 (24.42%) Microsoft Excel
6 21 (24.42%) PhD
6 21 (24.42%) Physics
7 19 (22.09%) Degree
7 19 (22.09%) Microsoft
8 18 (20.93%) Data Science
9 17 (19.77%) ETL
10 16 (18.60%) Software Engineering
10 16 (18.60%) Algorithms
11 15 (17.44%) Microsoft Office
12 14 (16.28%) Business Analysis
12 14 (16.28%) Amazon AWS
12 14 (16.28%) Problem-Solving
12 14 (16.28%) SDLC
13 13 (15.12%) Signal Processing
13 13 (15.12%) Data Quality
13 13 (15.12%) Telecoms
13 13 (15.12%) C++
13 13 (15.12%) E-Commerce
14 12 (13.95%) Business Intelligence
14 12 (13.95%) LabVIEW
14 12 (13.95%) Data Analytics

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 2 (2.33%) Elasticsearch
2 1 (1.16%) SharePoint
2 1 (1.16%) SharePoint 2013
2 1 (1.16%) SharePoint Server
Applications
1 21 (24.42%) Microsoft Excel
2 15 (17.44%) Microsoft Office
3 4 (4.65%) MS Visio
3 4 (4.65%) Photoshop
Business Applications
1 1 (1.16%) Maximo
1 1 (1.16%) SAP HR
Cloud Services
1 14 (16.28%) Amazon AWS
2 8 (9.30%) Google Analytics
3 6 (6.98%) Microsoft Azure
4 4 (4.65%) Google Cloud Platform
5 1 (1.16%) G Suite
Communications & Networking
1 1 (1.16%) Internet
Database & Business Intelligence
1 7 (8.14%) Power BI
2 6 (6.98%) SQL Server Reporting Services
3 5 (5.81%) Data Warehouse
3 5 (5.81%) SQL Server Integration Services
4 4 (4.65%) Big Data
4 4 (4.65%) BigQuery
5 3 (3.49%) BusinessObjects
5 3 (3.49%) SQL Server Analysis Services
6 2 (2.33%) MS Access
6 2 (2.33%) OLAP
6 2 (2.33%) Relational Database
6 2 (2.33%) SQL Server
7 1 (1.16%) GIS
Development Applications
1 12 (13.95%) LabVIEW
2 4 (4.65%) Axure RP
2 4 (4.65%) Balsamiq Mockups
2 4 (4.65%) Visual Studio
3 2 (2.33%) ER Studio
General
1 13 (15.12%) Telecoms
2 7 (8.14%) Finance
3 6 (6.98%) Back Office
4 4 (4.65%) Aerospace
4 4 (4.65%) Games
4 4 (4.65%) Pharmaceutical
4 4 (4.65%) Retail
Job Titles
1 22 (25.58%) Analyst
2 13 (15.12%) Developer
3 11 (12.79%) Data Analyst
4 10 (11.63%) Software Engineer
5 9 (10.47%) Consultant
5 9 (10.47%) Process Engineer
6 8 (9.30%) Data Consultant
6 8 (9.30%) Data Migration Consultant
6 8 (9.30%) Data Migration Lead
6 8 (9.30%) Developer/Software Engineer
6 8 (9.30%) Graduate
6 8 (9.30%) Graduate Developer
6 8 (9.30%) Graduate Software Engineer
6 8 (9.30%) MATLAB Engineer
6 8 (9.30%) Migration Consultant
7 6 (6.98%) Product Analyst
7 6 (6.98%) Transformation Analyst
8 5 (5.81%) Performance Manager
9 4 (4.65%) Software Project Manager
9 4 (4.65%) UML Business Analyst
Libraries, Frameworks & Software Standards
1 8 (9.30%) Web Services
2 6 (6.98%) CSS
2 6 (6.98%) HTML
3 3 (3.49%) SAP XI
4 2 (2.33%) Elastic Stack
4 2 (2.33%) Sensu
5 1 (1.16%) XML
Miscellaneous
1 38 (44.19%) Analytical Skills
2 22 (25.58%) Computer Science
3 16 (18.60%) Algorithms
4 8 (9.30%) Management Information System
5 7 (8.14%) User Experience
6 5 (5.81%) PMI
6 5 (5.81%) Self-Motivation
7 4 (4.65%) Data Structures
7 4 (4.65%) Video\Live Streaming
8 3 (3.49%) Cyber-Physical System
9 2 (2.33%) Driving Licence
10 1 (1.16%) Acoustics
Operating Systems
1 4 (4.65%) Windows
2 2 (2.33%) Linux
2 2 (2.33%) Unix
Processes & Methodologies
1 27 (31.40%) Data Migration
1 27 (31.40%) Migration
2 26 (30.23%) Agile Software Development
3 24 (27.91%) Analytics
4 22 (25.58%) Mathematics
5 21 (24.42%) Physics
6 18 (20.93%) Data Science
7 17 (19.77%) ETL
8 16 (18.60%) Software Engineering
9 14 (16.28%) Business Analysis
9 14 (16.28%) Problem-Solving
9 14 (16.28%) SDLC
10 13 (15.12%) E-Commerce
10 13 (15.12%) Signal Processing
11 12 (13.95%) Business Intelligence
11 12 (13.95%) Data Acquisition
11 12 (13.95%) Data Analytics
12 11 (12.79%) Decision-Making
12 11 (12.79%) Machine Learning
12 11 (12.79%) Visualisation
Programming Languages
1 38 (44.19%) SQL
2 13 (15.12%) C++
3 10 (11.63%) T-SQL
4 9 (10.47%) Java
4 9 (10.47%) MATLAB
5 8 (9.30%) C#
5 8 (9.30%) JavaScript
5 8 (9.30%) PL/SQL
6 5 (5.81%) Python
7 2 (2.33%) Bash Shell
7 2 (2.33%) Ruby
7 2 (2.33%) VBA
8 1 (1.16%) Google Apps Script
Qualifications
1 21 (24.42%) PhD
2 19 (22.09%) Degree
3 8 (9.30%) Security Cleared
4 6 (6.98%) Computer Science Degree
4 6 (6.98%) ISEB
5 5 (5.81%) PMI Certification
6 3 (3.49%) CISA
6 3 (3.49%) CISSP
7 2 (2.33%) CBAP
8 1 (1.16%) SC Cleared
Quality Assurance & Compliance
1 13 (15.12%) Data Quality
2 2 (2.33%) GDPR
2 2 (2.33%) GxP
3 1 (1.16%) PMO
3 1 (1.16%) QA
3 1 (1.16%) SLA
Systems Management
1 2 (2.33%) Grafana
1 2 (2.33%) Icinga
1 2 (2.33%) Kibana
1 2 (2.33%) Kubernetes
1 2 (2.33%) logstash
1 2 (2.33%) Nagios
1 2 (2.33%) Prometheus
1 2 (2.33%) Systems Management Server (SMS)
1 2 (2.33%) ZABBIX
Vendors
1 19 (22.09%) Microsoft
2 10 (11.63%) Google
3 8 (9.30%) Talend
4 7 (8.14%) IBM
4 7 (8.14%) Oracle
5 6 (6.98%) Optimizely
6 4 (4.65%) Adobe
6 4 (4.65%) SAP
7 3 (3.49%) Tableau
8 2 (2.33%) PagerDuty
9 1 (1.16%) ESRI
9 1 (1.16%) Salesforce.com