Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
East of England > Cambridgeshire
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 176 174 173
Rank change year-on-year -2 -1 -4
Permanent jobs citing Data Mining 30 8 24
As % of all permanent IT jobs advertised in Cambridgeshire 0.71% 0.23% 0.58%
As % of the Database & Business Intelligence category 2.97% 0.92% 2.04%
Number of salaries quoted 29 7 24
Cambridgeshire median annual salary £49,000 £40,000 £45,000
Median salary % change year-on-year +22.50% -11.11% -25.00%
10th Percentile £30,200 £34,550 £42,500
90th Percentile £77,500 £80,000 £87,250
East of England median annual salary £39,000 £45,000 £45,000
% change year-on-year -13.33% - -

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 Cambridgeshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridgeshire
Permanent vacancies with a requirement for database or business intelligence skills 1009 872 1175
As % of all permanent IT jobs advertised in Cambridgeshire 23.90% 25.18% 28.48%
Number of salaries quoted 815 747 1087
Cambridgeshire median annual salary £45,000 £42,500 £41,500
Median salary % change year-on-year +5.88% +2.41% +3.75%
10th Percentile £31,250 £27,500 £29,000
90th Percentile £67,500 £62,500 £60,000
East of England median annual salary £45,000 £45,000 £45,000

Data Mining
Job Vacancy Trend in Cambridgeshire

Job postings citing Data Mining as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Data Mining in Cambridgeshire

Data Mining
Salary Trend in Cambridgeshire

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

Salary trend for Data Mining in Cambridgeshire

Data Mining
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Mining in Cambridgeshire over the 6 months to 24 November 2017.

Salary histogram for Data Mining in Cambridgeshire

Data Mining
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Cambridgeshire region over the 6 months to 24 November 2017. 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
Cambridge -15 26 £47,500 +18.75% 2
Huntingdon - 3 £50,000 -
Data Mining
East of England

For the 6 months to 24 November 2017, 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 Cambridgeshire region with a requirement for Data Mining.

1 20 (66.67%) Degree
2 18 (60.00%) SQL
3 17 (56.67%) JavaScript
4 15 (50.00%) Computer Science
5 13 (43.33%) Mathematics
5 13 (43.33%) Java
5 13 (43.33%) Data Modelling
5 13 (43.33%) Analytics
6 12 (40.00%) Python
7 11 (36.67%) Statistics
8 10 (33.33%) ETL
8 10 (33.33%) Finance
8 10 (33.33%) Analytical Skills
8 10 (33.33%) Machine Learning
9 9 (30.00%) Tableau
9 9 (30.00%) Life Science
9 9 (30.00%) Agile Software Development
10 8 (26.67%) BusinessObjects
10 8 (26.67%) XML
11 7 (23.33%) Perl
12 6 (20.00%) PhD
12 6 (20.00%) HTTP
12 6 (20.00%) Software Testing
12 6 (20.00%) Text Mining
12 6 (20.00%) Software Engineering
12 6 (20.00%) Chemistry
12 6 (20.00%) Biology
12 6 (20.00%) Test Automation
13 5 (16.67%) C++
13 5 (16.67%) Natural Language Processing

Data Mining
Co-occurring IT Skills in Cambridgeshire 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 1 (3.33%) Apache Spark
1 1 (3.33%) Jupyter
1 1 (3.33%) SAS
Applications
1 1 (3.33%) Microsoft Excel
Cloud Services
1 3 (10.00%) Microsoft Azure
1 3 (10.00%) PaaS
2 2 (6.67%) Amazon AWS
Communications & Networking
1 6 (20.00%) HTTP
Database & Business Intelligence
1 8 (26.67%) BusinessObjects
2 6 (20.00%) Text Mining
3 3 (10.00%) Hadoop
3 3 (10.00%) Relational Database
4 2 (6.67%) Big Data
4 2 (6.67%) Data Warehouse
5 1 (3.33%) Oracle BI EE
General
1 10 (33.33%) Finance
2 2 (6.67%) Games
3 1 (3.33%) Advertising
3 1 (3.33%) Marketing
3 1 (3.33%) Pharmaceutical
Job Titles
1 9 (30.00%) Data Manager
2 6 (20.00%) Developer
3 3 (10.00%) .NET Developer
3 3 (10.00%) Full Stack Developer
3 3 (10.00%) JavaScript Developer
3 3 (10.00%) Senior Software Engineer
3 3 (10.00%) Software Engineer
3 3 (10.00%) Test Engineer
4 2 (6.67%) Azure Developer
4 2 (6.67%) Data Engineer
4 2 (6.67%) Data Scientist
4 2 (6.67%) Senior Data Engineer
5 1 (3.33%) Analytics Manager
5 1 (3.33%) C# .NET Developer
5 1 (3.33%) C# Developer
5 1 (3.33%) Cloud Developer
5 1 (3.33%) Data Analytics Manager
Libraries, Frameworks & Software Standards
1 8 (26.67%) XML
2 5 (16.67%) Natural Language Processing
3 3 (10.00%) .NET
3 3 (10.00%) Apache Cordova
3 3 (10.00%) JSON
3 3 (10.00%) JSON Schema
4 1 (3.33%) D3.js
Miscellaneous
1 15 (50.00%) Computer Science
2 10 (33.33%) Analytical Skills
3 9 (30.00%) Life Science
4 3 (10.00%) Virtual Team
5 2 (6.67%) Algorithms
Operating Systems
1 2 (6.67%) Linux
Processes & Methodologies
1 13 (43.33%) Analytics
1 13 (43.33%) Data Modelling
1 13 (43.33%) Mathematics
2 11 (36.67%) Statistics
3 10 (33.33%) ETL
3 10 (33.33%) Machine Learning
4 9 (30.00%) Agile Software Development
5 6 (20.00%) Biology
5 6 (20.00%) Chemistry
5 6 (20.00%) Software Engineering
5 6 (20.00%) Software Testing
5 6 (20.00%) Test Automation
6 5 (16.67%) Deep Learning
7 3 (10.00%) Data Privacy
7 3 (10.00%) DevOps
7 3 (10.00%) Front End Development
7 3 (10.00%) Microservices
7 3 (10.00%) Mobile Development
7 3 (10.00%) SDLC
7 3 (10.00%) Service Design
Programming Languages
1 18 (60.00%) SQL
2 17 (56.67%) JavaScript
3 13 (43.33%) Java
4 12 (40.00%) Python
5 7 (23.33%) Perl
6 5 (16.67%) C++
7 3 (10.00%) C#
7 3 (10.00%) PowerShell
7 3 (10.00%) Scala
8 2 (6.67%) Ruby
9 1 (3.33%) R
9 1 (3.33%) VBA
Qualifications
1 20 (66.67%) Degree
2 6 (20.00%) PhD
3 3 (10.00%) Computer Science Degree
4 1 (3.33%) Numerate Degree
System Software
1 3 (10.00%) Docker
Vendors
1 9 (30.00%) Tableau
2 3 (10.00%) Microsoft
2 3 (10.00%) Salesforce.com
2 3 (10.00%) Xamarin
3 2 (6.67%) Google
4 1 (3.33%) Cloudera
4 1 (3.33%) Hortonworks