Period
to 22 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 22 January 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
England > East of England
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 145 171 236
Rank change year-on-year +26 +65 -49
Permanent jobs citing Data Analysis 235 203 148
As % of all permanent IT jobs advertised in the East of England 1.97% 1.65% 1.00%
As % of the Processes & Methodologies category 2.24% 1.85% 1.15%
Number of salaries quoted 178 175 119
East of England median annual salary £40,000 £40,000 £37,500
Median salary % change year-on-year - +6.67% -6.25%
10th Percentile £29,249 £23,500 £27,500
90th Percentile £57,500 £62,500 £57,750
England median annual salary £45,000 £45,000 £45,000

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 the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 10,514 10,957 12,923
As % of all permanent IT jobs advertised in the East of England 88.01% 88.99% 87.46%
Number of salaries quoted 8,542 9,007 10,587
East of England median annual salary £48,500 £45,344 £45,000
Median salary % change year-on-year +6.96% +0.76% -
10th Percentile £28,500 £27,500 £26,250
90th Percentile £71,250 £70,000 £68,100
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Analysis
Job Vacancy Trend in the East of England

Job postings citing Data Analysis as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Data Analysis in the East of England

Data Analysis
Salary Trend in the East of England

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

Salary trend for Data Analysis in the East of England

Data Analysis
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Analysis in the East of England over the 6 months to 22 January 2018.

Salary histogram for Data Analysis in the East of England

Data Analysis
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the East of England region over the 6 months to 22 January 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
Hertfordshire +12 91 £42,000 +5.00% 7
Cambridgeshire -4 81 £40,000 - 18
Essex +9 29 £50,000 +26.58% 5
Suffolk +12 16 £40,000 -5.88% 1
Bedfordshire +36 14 £46,250 -9.76% 1
Norfolk +18 4 £33,750 +3.05% 5
Data Analysis
England

For the 6 months to 22 January 2018, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the East of England region with a requirement for Data Analysis.

1 87 (37.02%) Degree
2 86 (36.60%) SQL
3 58 (24.68%) Mathematics
4 53 (22.55%) Computer Science
5 43 (18.30%) Python
5 43 (18.30%) Physics
6 38 (16.17%) Business Intelligence
6 38 (16.17%) Machine Learning
7 37 (15.74%) Microsoft Excel
8 36 (15.32%) Analytics
9 35 (14.89%) C++
9 35 (14.89%) Microsoft
10 32 (13.62%) Analytical Skills
11 30 (12.77%) Linux
12 29 (12.34%) Visualisation
13 28 (11.91%) Algorithms
14 27 (11.49%) Relational Database
15 26 (11.06%) Finance
15 26 (11.06%) Agile Software Development
16 25 (10.64%) Telecoms
16 25 (10.64%) Data Modelling
17 23 (9.79%) SQL Server
18 22 (9.36%) PhD
18 22 (9.36%) Data Acquisition
18 22 (9.36%) Signal Processing
19 21 (8.94%) Project Management
19 21 (8.94%) LabVIEW
20 20 (8.51%) Statistics
20 20 (8.51%) ETL
21 19 (8.09%) Java

Data Analysis
Co-occurring IT Skills in the East of England 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 5 (2.13%) OpenStack
1 5 (2.13%) SAS
2 4 (1.70%) SharePoint
2 4 (1.70%) SharePoint Server
3 3 (1.28%) CMS
3 3 (1.28%) Elasticsearch
3 3 (1.28%) MS Exchange
4 2 (0.85%) Umbraco
5 1 (0.43%) Confluence
Applications
1 37 (15.74%) Microsoft Excel
2 12 (5.11%) Microsoft Office
3 8 (3.40%) Microsoft PowerPoint
4 3 (1.28%) Photoshop
5 1 (0.43%) MS Visio
5 1 (0.43%) SPSS
5 1 (0.43%) Weka
Business Applications
1 7 (2.98%) Dynamics NAV
2 3 (1.28%) Orchard Housing
3 2 (0.85%) SAP Hybris
3 2 (0.85%) WebTrends
4 1 (0.43%) Dynamics AX
4 1 (0.43%) NetSuite
Cloud Services
1 6 (2.55%) Dynamics 365
1 6 (2.55%) Google Analytics
2 5 (2.13%) GitHub
3 3 (1.28%) Microsoft Azure
3 3 (1.28%) Office 365
4 2 (0.85%) AdWords
4 2 (0.85%) SaaS
5 1 (0.43%) Adobe Analytics
5 1 (0.43%) Google Cloud Platform
Communications & Networking
1 9 (3.83%) VPN
2 7 (2.98%) Firewall
3 6 (2.55%) MPLS
4 3 (1.28%) DHCP
4 3 (1.28%) DNS
4 3 (1.28%) TCP/IP
4 3 (1.28%) VLAN
4 3 (1.28%) VoIP
5 2 (0.85%) Internet
5 2 (0.85%) SMS
6 1 (0.43%) Network Security
Database & Business Intelligence
1 27 (11.49%) Relational Database
2 23 (9.79%) SQL Server
3 13 (5.53%) Big Data
3 13 (5.53%) RDBMS
4 10 (4.26%) Data Warehouse
5 9 (3.83%) BusinessObjects
5 9 (3.83%) Hadoop
5 9 (3.83%) SQL Server Integration Services
6 5 (2.13%) GIS
6 5 (2.13%) MySQL
6 5 (2.13%) Power BI
7 4 (1.70%) QlikView
8 3 (1.28%) MongoDB
8 3 (1.28%) Oracle Database
8 3 (1.28%) Redis
8 3 (1.28%) SQL Server Analysis Services
8 3 (1.28%) SQL Server Reporting Services
9 2 (0.85%) Crystal Reports
9 2 (0.85%) OLAP
9 2 (0.85%) PostgreSQL
Development Applications
1 21 (8.94%) LabVIEW
2 18 (7.66%) Git (software)
3 15 (6.38%) Visual Studio
4 3 (1.28%) Dreamweaver
4 3 (1.28%) SQL Server Management Studio (SSMS)
5 2 (0.85%) Bitbucket
5 2 (0.85%) JIRA
5 2 (0.85%) Octopus Deploy
5 2 (0.85%) ReSharper
5 2 (0.85%) Team Foundation Server
5 2 (0.85%) TeamCity
6 1 (0.43%) Eclipse
6 1 (0.43%) JIRA Agile
6 1 (0.43%) Rational DOORS
6 1 (0.43%) VersionOne
General
1 26 (11.06%) Finance
2 25 (10.64%) Telecoms
3 18 (7.66%) Marketing
4 12 (5.11%) Games
5 11 (4.68%) Retail
6 9 (3.83%) Manufacturing
7 8 (3.40%) Aerospace
8 7 (2.98%) Automotive
8 7 (2.98%) Pharmaceutical
9 4 (1.70%) Law
9 4 (1.70%) Legal
10 3 (1.28%) Back Office
11 2 (0.85%) Spanish Language
12 1 (0.43%) Electronics
12 1 (0.43%) Military
Job Titles
1 87 (37.02%) Analyst
2 46 (19.57%) Developer
3 42 (17.87%) Data Analyst
4 16 (6.81%) Software Developer
5 15 (6.38%) User Experience Researcher
6 14 (5.96%) Business Analyst
7 13 (5.53%) Data Scientist
7 13 (5.53%) MATLAB Engineer
7 13 (5.53%) Process Engineer
7 13 (5.53%) SQL Analyst
8 11 (4.68%) Business Intelligence Analyst
9 9 (3.83%) C++ Developer
9 9 (3.83%) C++ Software Developer
9 9 (3.83%) Research Analyst
10 8 (3.40%) Statistician
11 7 (2.98%) Senior Analyst
11 7 (2.98%) SQL Data Analyst
11 7 (2.98%) Systems Analyst
12 6 (2.55%) Dynamics NAV Developer
12 6 (2.55%) IT Analyst
Libraries, Frameworks & Software Standards
1 15 (6.38%) HTML
2 8 (3.40%) .NET
2 8 (3.40%) React
3 7 (2.98%) CSS
4 6 (2.55%) AngularJS
4 6 (2.55%) EDI
4 6 (2.55%) HTML5
4 6 (2.55%) jQuery
5 5 (2.13%) CGI
5 5 (2.13%) TensorFlow
6 4 (1.70%) .NET Framework
6 4 (1.70%) ASP.NET
6 4 (1.70%) OpenCV
6 4 (1.70%) Swing
6 4 (1.70%) Theano
6 4 (1.70%) Torch
7 3 (1.28%) ASP.NET MVC
7 3 (1.28%) Entity Framework
7 3 (1.28%) Flask
7 3 (1.28%) Pandas
Miscellaneous
1 53 (22.55%) Computer Science
2 32 (13.62%) Analytical Skills
3 28 (11.91%) Algorithms
4 19 (8.09%) User Experience
5 15 (6.38%) Life Science
6 11 (4.68%) Management Information System
7 9 (3.83%) 3D Graphics
7 9 (3.83%) Linux Command Line
8 8 (3.40%) Video\Live Streaming
9 7 (2.98%) Replication
10 6 (2.55%) Optoelectronics
11 5 (2.13%) Private Cloud
12 4 (1.70%) Data Centre
13 3 (1.28%) FMCG
14 2 (0.85%) Analytical Mindset
14 2 (0.85%) NHS
14 2 (0.85%) Social Media
15 1 (0.43%) CMDB
15 1 (0.43%) Data Structures
15 1 (0.43%) Robotics
Operating Systems
1 30 (12.77%) Linux
2 17 (7.23%) Windows
3 3 (1.28%) Windows Server
3 3 (1.28%) Windows XP
4 2 (0.85%) VMS
5 1 (0.43%) Unix
Processes & Methodologies
1 58 (24.68%) Mathematics
2 43 (18.30%) Physics
3 38 (16.17%) Business Intelligence
3 38 (16.17%) Machine Learning
4 36 (15.32%) Analytics
5 29 (12.34%) Visualisation
6 26 (11.06%) Agile Software Development
7 25 (10.64%) Data Modelling
8 22 (9.36%) Data Acquisition
8 22 (9.36%) Signal Processing
9 21 (8.94%) Project Management
10 20 (8.51%) ETL
10 20 (8.51%) Statistics
11 18 (7.66%) Data Visualisation
12 16 (6.81%) OO
13 15 (6.38%) Data Management
14 14 (5.96%) Bioinformatics
14 14 (5.96%) E-Commerce
14 14 (5.96%) SDLC
14 14 (5.96%) Software Engineering
Programming Languages
1 86 (36.60%) SQL
2 43 (18.30%) Python
3 35 (14.89%) C++
4 19 (8.09%) Java
4 19 (8.09%) JavaScript
5 17 (7.23%) R
6 14 (5.96%) MATLAB
6 14 (5.96%) T-SQL
7 13 (5.53%) C
8 8 (3.40%) Scala
9 7 (2.98%) C#
9 7 (2.98%) PL/SQL
9 7 (2.98%) Ruby
10 6 (2.55%) VBA
11 5 (2.13%) GraphQL
12 1 (0.43%) Cython
12 1 (0.43%) Data Analysis Expressions (DAX)
12 1 (0.43%) Perl
12 1 (0.43%) VB
12 1 (0.43%) VBScript
Qualifications
1 87 (37.02%) Degree
2 22 (9.36%) PhD
3 15 (6.38%) Computer Science Degree
4 8 (3.40%) Numerate Degree
5 7 (2.98%) VMware Certified Professional (VCP)
6 2 (0.85%) ITIL Certification
7 1 (0.43%) CCIE
7 1 (0.43%) CCNA
7 1 (0.43%) CCNP
7 1 (0.43%) CEH
7 1 (0.43%) CISA
7 1 (0.43%) Cisco Certification
7 1 (0.43%) CISM
7 1 (0.43%) CISSP
7 1 (0.43%) GIAC
7 1 (0.43%) ISEB
7 1 (0.43%) ISTQB
7 1 (0.43%) MBA
7 1 (0.43%) Microsoft Certification
7 1 (0.43%) PRINCE2 Certification
Quality Assurance & Compliance
1 8 (3.40%) Data Quality
1 8 (3.40%) QA
2 6 (2.55%) ISO 9001
3 3 (1.28%) GxP
4 2 (0.85%) GDPR
5 1 (0.43%) GAMP
5 1 (0.43%) PMO
System Software
1 9 (3.83%) Docker
2 7 (2.98%) Active Directory
3 4 (1.70%) VMware Infrastructure
3 4 (1.70%) vSphere
4 3 (1.28%) Hyper-V
Systems Management
1 2 (0.85%) Systems Management Server (SMS)
2 1 (0.43%) Oozie
2 1 (0.43%) SCCM
Vendors
1 35 (14.89%) Microsoft
2 15 (6.38%) Oracle
2 15 (6.38%) Tableau
3 7 (2.98%) Google
3 7 (2.98%) Veeam
3 7 (2.98%) VMware
4 6 (2.55%) SAP
5 4 (1.70%) Adobe
5 4 (1.70%) Sybase
6 3 (1.28%) IBM
6 3 (1.28%) Orchard
6 3 (1.28%) Salesforce.com
6 3 (1.28%) Talend
7 2 (0.85%) Avaya
7 2 (0.85%) Hootsuite
7 2 (0.85%) hybris
7 2 (0.85%) IFS
7 2 (0.85%) New Relic
7 2 (0.85%) Omniture
8 1 (0.43%) BMC