Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
Cambridgeshire > Cambridge
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 157 141 152
Rank change year-on-year -16 +11 +19
Permanent jobs citing Data Mining 26 6 7
As % of all permanent IT jobs advertised in Cambridge 0.83% 0.26% 0.25%
As % of the Database & Business Intelligence category 3.59% 1.03% 0.93%
Number of salaries quoted 25 5 7
Cambridge median annual salary £47,500 £40,000 £45,000
Median salary % change year-on-year +18.75% -11.11% +42.07%
10th Percentile £28,100 £34,200 £42,500
90th Percentile £77,500 £85,000 £54,000
Cambridgeshire median annual salary £49,000 £40,000 £45,000
% change year-on-year +22.50% -11.11% -25.00%

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 Cambridge with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridge
Permanent vacancies with a requirement for database or business intelligence skills 724 584 751
As % of all permanent IT jobs advertised in Cambridge 23.11% 25.74% 26.39%
Number of salaries quoted 566 476 690
Cambridge median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +3.66%
10th Percentile £30,000 £27,500 £30,000
90th Percentile £67,500 £65,000 £55,000
Cambridgeshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

Data Mining
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Data Mining in Cambridge

Data Mining
Salary Trend in Cambridge

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

Salary trend for Data Mining in Cambridge

Data Mining
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Mining in Cambridge over the 6 months to 21 November 2017.

Salary histogram for Data Mining in Cambridge

For the 6 months to 21 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 Cambridge region with a requirement for Data Mining.

1 17 (65.38%) JavaScript
1 17 (65.38%) SQL
1 17 (65.38%) Degree
2 13 (50.00%) Java
2 13 (50.00%) Mathematics
3 12 (46.15%) Computer Science
3 12 (46.15%) Analytics
4 11 (42.31%) Python
5 10 (38.46%) Data Modelling
5 10 (38.46%) ETL
5 10 (38.46%) Statistics
5 10 (38.46%) Analytical Skills
6 9 (34.62%) Machine Learning
6 9 (34.62%) Life Science
6 9 (34.62%) Finance
7 8 (30.77%) BusinessObjects
7 8 (30.77%) XML
7 8 (30.77%) Tableau
8 7 (26.92%) Perl
9 6 (23.08%) HTTP
9 6 (23.08%) PhD
9 6 (23.08%) Agile Software Development
9 6 (23.08%) Text Mining
9 6 (23.08%) Software Testing
9 6 (23.08%) Chemistry
9 6 (23.08%) Biology
9 6 (23.08%) Test Automation
10 5 (19.23%) Deep Learning
10 5 (19.23%) Natural Language Processing
10 5 (19.23%) C++

Data Mining
Co-occurring IT Skills in Cambridge 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 (3.85%) Jupyter
Applications
1 1 (3.85%) Microsoft Excel
Cloud Services
1 2 (7.69%) Amazon AWS
Communications & Networking
1 6 (23.08%) HTTP
Database & Business Intelligence
1 8 (30.77%) BusinessObjects
2 6 (23.08%) Text Mining
3 2 (7.69%) Big Data
3 2 (7.69%) Data Warehouse
3 2 (7.69%) Hadoop
4 1 (3.85%) Oracle BI EE
General
1 9 (34.62%) Finance
2 2 (7.69%) Games
3 1 (3.85%) Marketing
3 1 (3.85%) Pharmaceutical
Job Titles
1 9 (34.62%) Data Manager
2 3 (11.54%) Developer
2 3 (11.54%) Full Stack Developer
2 3 (11.54%) JavaScript Developer
2 3 (11.54%) Senior Software Engineer
2 3 (11.54%) Software Engineer
2 3 (11.54%) Test Engineer
3 2 (7.69%) Data Engineer
3 2 (7.69%) Senior Data Engineer
4 1 (3.85%) Analytics Manager
4 1 (3.85%) Data Analytics Manager
4 1 (3.85%) Data Scientist
Libraries, Frameworks & Software Standards
1 8 (30.77%) XML
2 5 (19.23%) Natural Language Processing
Miscellaneous
1 12 (46.15%) Computer Science
2 10 (38.46%) Analytical Skills
3 9 (34.62%) Life Science
4 2 (7.69%) Algorithms
Operating Systems
1 2 (7.69%) Linux
Processes & Methodologies
1 13 (50.00%) Mathematics
2 12 (46.15%) Analytics
3 10 (38.46%) Data Modelling
3 10 (38.46%) ETL
3 10 (38.46%) Statistics
4 9 (34.62%) Machine Learning
5 6 (23.08%) Agile Software Development
5 6 (23.08%) Biology
5 6 (23.08%) Chemistry
5 6 (23.08%) Software Testing
5 6 (23.08%) Test Automation
6 5 (19.23%) Deep Learning
7 3 (11.54%) Front End Development
7 3 (11.54%) Software Engineering
8 2 (7.69%) Data Engineering
8 2 (7.69%) Predictive Analytics
9 1 (3.85%) Data Analytics
9 1 (3.85%) Informatics
9 1 (3.85%) Predictive Modelling
9 1 (3.85%) Statistical Modelling
Programming Languages
1 17 (65.38%) JavaScript
1 17 (65.38%) SQL
2 13 (50.00%) Java
3 11 (42.31%) Python
4 7 (26.92%) Perl
5 5 (19.23%) C++
6 2 (7.69%) Ruby
6 2 (7.69%) Scala
7 1 (3.85%) VBA
Qualifications
1 17 (65.38%) Degree
2 6 (23.08%) PhD
3 1 (3.85%) Numerate Degree
Vendors
1 8 (30.77%) Tableau
2 2 (7.69%) Google