Period
to 19 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for Data Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mining over the 6 months to 19 January 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > East of England
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 296 326 331
Rank change year-on-year +30 +5 -35
Permanent jobs citing Data Mining 54 35 45
As % of all permanent IT jobs advertised in the East of England 0.45% 0.28% 0.30%
As % of the Database & Business Intelligence category 1.59% 1.02% 1.09%
Number of salaries quoted 52 31 42
East of England median annual salary £50,000 £57,825 £41,250
Median salary % change year-on-year -13.53% +40.18% -8.33%
10th Percentile £31,250 £36,250 £32,500
90th Percentile £87,500 £70,000 £85,025
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +11.11%

Data Mining is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
East of England
Permanent vacancies with a requirement for database or business intelligence skills 3,386 3,445 4,121
As % of all permanent IT jobs advertised in the East of England 28.50% 27.78% 27.80%
Number of salaries quoted 2,835 2,884 3,538
East of England median annual salary £46,500 £45,000 £45,000
Median salary % change year-on-year +3.33% - +5.88%
10th Percentile £31,250 £28,750 £26,425
90th Percentile £68,750 £66,250 £65,000
England median annual salary £50,000 £47,500 £46,000
% change year-on-year +5.26% +3.26% +2.22%

Data Mining
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Mining in the East of England

Data Mining
Salary Trend in the East of England

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

Salary trend for Data Mining in the East of England

Data Mining
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Mining in the East of England over the 6 months to 19 January 2018.

Salary histogram for Data Mining in the East of England

Data Mining
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 Mining within the East of England region over the 6 months to 19 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
Cambridgeshire -10 33 £49,000 -14.78% 3
Essex +16 11 £85,000 +33.33% 2
Hertfordshire 0 8 £39,000 -8.24%
Bedfordshire +38 2 £34,000 -
Data Mining
England

For the 6 months to 19 January 2018, IT jobs citing Data Mining 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 Mining.

1 32 (59.26%) Degree
2 25 (46.30%) Computer Science
3 23 (42.59%) Python
4 19 (35.19%) Java
4 19 (35.19%) Machine Learning
5 17 (31.48%) JavaScript
5 17 (31.48%) SQL
6 16 (29.63%) Agile Software Development
7 15 (27.78%) Mathematics
7 15 (27.78%) Analytics
8 14 (25.93%) PhD
9 13 (24.07%) Tableau
10 12 (22.22%) Perl
10 12 (22.22%) Finance
10 12 (22.22%) Life Science
11 11 (20.37%) Data Modelling
12 10 (18.52%) C++
12 10 (18.52%) Benchmarking
12 10 (18.52%) Software Engineering
12 10 (18.52%) Computer Science Degree
13 9 (16.67%) Algorithms
13 9 (16.67%) Statistics
13 9 (16.67%) Hadoop
13 9 (16.67%) Linux
14 8 (14.81%) ETL
14 8 (14.81%) Visualisation
14 8 (14.81%) Apache Spark
14 8 (14.81%) Data Visualisation
14 8 (14.81%) Relational Database
15 7 (12.96%) Weka

Data Mining
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 8 (14.81%) Apache Spark
2 4 (7.41%) JBoss
2 4 (7.41%) Tomcat
2 4 (7.41%) WebLogic
2 4 (7.41%) WebSphere
3 1 (1.85%) Jupyter
3 1 (1.85%) SAS
3 1 (1.85%) SharePoint
Applications
1 7 (12.96%) Weka
2 2 (3.70%) Microsoft Excel
Business Applications
1 2 (3.70%) BASE24
1 2 (3.70%) Postilion
Cloud Services
1 5 (9.26%) Microsoft Azure
1 5 (9.26%) PaaS
2 2 (3.70%) Amazon AWS
3 1 (1.85%) Google Analytics
Communications & Networking
1 6 (11.11%) HTTP
2 5 (9.26%) Internet
Database & Business Intelligence
1 9 (16.67%) Hadoop
2 8 (14.81%) Relational Database
3 7 (12.96%) Text Mining
4 5 (9.26%) Data Warehouse
5 4 (7.41%) BusinessObjects
5 4 (7.41%) MySQL
5 4 (7.41%) NoSQL
5 4 (7.41%) Oracle Database
5 4 (7.41%) PostgreSQL
5 4 (7.41%) SQL Server
6 3 (5.56%) Big Data
6 3 (5.56%) KNIME
7 1 (1.85%) Apache Hive
7 1 (1.85%) Impala
7 1 (1.85%) OLAP
7 1 (1.85%) RDBMS
7 1 (1.85%) SQL Server Analysis Services
Development Applications
1 4 (7.41%) Ant
1 4 (7.41%) Gradle
1 4 (7.41%) Maven
General
1 12 (22.22%) Finance
2 7 (12.96%) Marketing
3 2 (3.70%) Banking
3 2 (3.70%) Games
3 2 (3.70%) Retail
4 1 (1.85%) Advertising
4 1 (1.85%) Legal
4 1 (1.85%) Pharmaceutical
Job Titles
1 16 (29.63%) Developer
2 10 (18.52%) Data Scientist
3 6 (11.11%) Architect
3 6 (11.11%) Full Stack Developer
3 6 (11.11%) JavaScript Developer
4 5 (9.26%) .NET Developer
4 5 (9.26%) Java Developer
4 5 (9.26%) Systems Engineer
5 4 (7.41%) Data Architect
5 4 (7.41%) Data Manager
5 4 (7.41%) Oracle Developer
5 4 (7.41%) Tableau Architect
6 3 (5.56%) Analyst
6 3 (5.56%) C# .NET Developer
6 3 (5.56%) C# Developer
6 3 (5.56%) Senior Software Engineer
6 3 (5.56%) Software Engineer
6 3 (5.56%) Test Engineer
7 2 (3.70%) Database Developer
7 2 (3.70%) Solutions Architect
Libraries, Frameworks & Software Standards
1 6 (11.11%) Natural Language Processing
2 5 (9.26%) .NET
2 5 (9.26%) Apache Cordova
2 5 (9.26%) JSON
2 5 (9.26%) JSON Schema
3 4 (7.41%) Hibernate
3 4 (7.41%) JMS
3 4 (7.41%) Swing
3 4 (7.41%) XML
4 3 (5.56%) NumPy
5 2 (3.70%) Java EE
5 2 (3.70%) JSP
5 2 (3.70%) Servlets
5 2 (3.70%) Spring
5 2 (3.70%) Spring MVC
6 1 (1.85%) D3.js
6 1 (1.85%) TensorFlow
Miscellaneous
1 25 (46.30%) Computer Science
2 12 (22.22%) Life Science
3 9 (16.67%) Algorithms
4 7 (12.96%) Analytical Skills
5 5 (9.26%) Blog
5 5 (9.26%) Virtual Team
6 2 (3.70%) Client/Server
Operating Systems
1 9 (16.67%) Linux
2 2 (3.70%) Apple iOS
Processes & Methodologies
1 19 (35.19%) Machine Learning
2 16 (29.63%) Agile Software Development
3 15 (27.78%) Analytics
3 15 (27.78%) Mathematics
4 11 (20.37%) Data Modelling
5 10 (18.52%) Benchmarking
5 10 (18.52%) Software Engineering
6 9 (16.67%) Statistics
7 8 (14.81%) Data Visualisation
7 8 (14.81%) ETL
7 8 (14.81%) Visualisation
8 7 (12.96%) B2B
8 7 (12.96%) Scrum
9 6 (11.11%) Biology
9 6 (11.11%) Chemistry
9 6 (11.11%) Data Management
9 6 (11.11%) Deep Learning
9 6 (11.11%) E-Commerce
9 6 (11.11%) Software Testing
9 6 (11.11%) Test Automation
Programming Languages
1 23 (42.59%) Python
2 19 (35.19%) Java
3 17 (31.48%) JavaScript
3 17 (31.48%) SQL
4 12 (22.22%) Perl
5 10 (18.52%) C++
6 7 (12.96%) MATLAB
6 7 (12.96%) R
7 5 (9.26%) Bash Shell
7 5 (9.26%) C
7 5 (9.26%) C#
7 5 (9.26%) PowerShell
7 5 (9.26%) Shell Script
8 4 (7.41%) PL/SQL
8 4 (7.41%) Scala
9 2 (3.70%) Ruby
10 1 (1.85%) T-SQL
Qualifications
1 32 (59.26%) Degree
2 14 (25.93%) PhD
3 10 (18.52%) Computer Science Degree
4 7 (12.96%) Master's Degree
System Software
1 5 (9.26%) Docker
Systems Management
1 5 (9.26%) Cobbler
1 5 (9.26%) Puppet
2 1 (1.85%) Oozie
Vendors
1 13 (24.07%) Tableau
2 5 (9.26%) IBM
2 5 (9.26%) Intel
2 5 (9.26%) Microsoft
2 5 (9.26%) NVIDIA
2 5 (9.26%) Salesforce.com
2 5 (9.26%) Xamarin
3 4 (7.41%) Oracle
4 3 (5.56%) Google
5 1 (1.85%) Cloudera
5 1 (1.85%) Hortonworks