Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
South East > Oxfordshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 136 155 162
Rank change year-on-year +19 +7 +12
Permanent jobs citing Data Mining 32 21 26
As % of all permanent IT jobs advertised in Oxfordshire 1.08% 0.72% 0.77%
As % of the Database & Business Intelligence category 3.55% 2.35% 2.25%
Number of salaries quoted 27 19 14
Oxfordshire median annual salary £73,000 £50,000 £57,500
Median salary % change year-on-year +46.00% -13.04% -12.21%
10th Percentile £42,500 £38,750 £47,150
90th Percentile £87,500 £86,250 £73,750
South East median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +6.38%

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 Oxfordshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Oxfordshire
Permanent vacancies with a requirement for database or business intelligence skills 901 893 1158
As % of all permanent IT jobs advertised in Oxfordshire 30.46% 30.44% 34.46%
Number of salaries quoted 742 797 930
Oxfordshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £72,500 £60,500 £61,250
South East median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% +3.61%

Data Mining
Job Vacancy Trend in Oxfordshire

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

Job vacancy trend for Data Mining in Oxfordshire

Data Mining
Salary Trend in Oxfordshire

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

Salary trend for Data Mining in Oxfordshire

Data Mining
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Data Mining in Oxfordshire over the 6 months to 18 November 2017.

Salary histogram for Data Mining in Oxfordshire

Data Mining
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Oxfordshire region over the 6 months to 18 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
Oxford +5 12 £83,750 +67.50%
Abingdon +6 5 £35,000 - 1
Data Mining
South East

For the 6 months to 18 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 Oxfordshire region with a requirement for Data Mining.

1 26 (81.25%) Big Data
2 24 (75.00%) Python
3 21 (65.63%) Machine Learning
4 19 (59.38%) Java
5 17 (53.13%) Apache Spark
6 16 (50.00%) Agile Software Development
7 14 (43.75%) PhD
7 14 (43.75%) R
8 13 (40.63%) Scala
9 12 (37.50%) TDD
10 11 (34.38%) C++
10 11 (34.38%) Hadoop
11 10 (31.25%) Visualisation
12 9 (28.13%) Bayesian Methods
12 9 (28.13%) Data Analysis
13 8 (25.00%) Statistical Analysis
13 8 (25.00%) Finance
13 8 (25.00%) C
13 8 (25.00%) Data Modelling
13 8 (25.00%) Degree
13 8 (25.00%) Data Visualisation
13 8 (25.00%) Pandas
13 8 (25.00%) Analytical Skills
13 8 (25.00%) scikit-learn
13 8 (25.00%) Seaborn
14 7 (21.88%) Continuous Deployment
14 7 (21.88%) Information Retrieval
14 7 (21.88%) Elasticsearch
14 7 (21.88%) Kafka
14 7 (21.88%) Natural Language Processing

Data Mining
Co-occurring IT Skills in Oxfordshire 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 17 (53.13%) Apache Spark
2 7 (21.88%) Apache
2 7 (21.88%) Apache Solr
2 7 (21.88%) Elasticsearch
Cloud Services
1 6 (18.75%) Amazon AWS
2 5 (15.63%) Amazon EC2
2 5 (15.63%) Amazon S3
3 1 (3.13%) IaaS
3 1 (3.13%) Microsoft Azure
Database & Business Intelligence
1 26 (81.25%) Big Data
2 11 (34.38%) Hadoop
3 7 (21.88%) Text Mining
4 5 (15.63%) Apache Hive
4 5 (15.63%) Data Lake
4 5 (15.63%) NoSQL
Development Applications
1 4 (12.50%) JIRA
1 4 (12.50%) TestRail
2 1 (3.13%) TestLink
General
1 8 (25.00%) Finance
2 2 (6.25%) Games
2 2 (6.25%) Marketing
Job Titles
1 10 (31.25%) Data Engineer
1 10 (31.25%) Data Scientist
2 9 (28.13%) Big Data Engineer
3 7 (21.88%) Development Manager
3 7 (21.88%) Software Development Manager
3 7 (21.88%) Software Manager
4 4 (12.50%) Java Engineer
5 3 (9.38%) Machine Learning Scientist
5 3 (9.38%) QA Leader
6 2 (6.25%) Analyst
6 2 (6.25%) Big Data Manager
6 2 (6.25%) Business Intelligence Analyst
6 2 (6.25%) Senior Data Scientist
7 1 (3.13%) Java Development Manager
7 1 (3.13%) Machine Learning Engineer
7 1 (3.13%) QA Engineer
Libraries, Frameworks & Software Standards
1 8 (25.00%) Pandas
1 8 (25.00%) scikit-learn
1 8 (25.00%) Seaborn
2 7 (21.88%) .NET
2 7 (21.88%) Kafka
2 7 (21.88%) Lucene
2 7 (21.88%) Natural Language Processing
Miscellaneous
1 8 (25.00%) Analytical Skills
2 5 (15.63%) Data Structures
2 5 (15.63%) Fintech
3 2 (6.25%) Mobile Games
4 1 (3.13%) Algorithms
4 1 (3.13%) Greenfield Project
Operating Systems
1 4 (12.50%) Linux
1 4 (12.50%) Windows
Processes & Methodologies
1 21 (65.63%) Machine Learning
2 16 (50.00%) Agile Software Development
3 12 (37.50%) TDD
4 10 (31.25%) Visualisation
5 9 (28.13%) Bayesian Methods
5 9 (28.13%) Data Analysis
6 8 (25.00%) Data Modelling
6 8 (25.00%) Data Visualisation
6 8 (25.00%) Statistical Analysis
7 7 (21.88%) Artificial Intelligence
7 7 (21.88%) Continuous Deployment
7 7 (21.88%) Continuous Integration
7 7 (21.88%) Information Retrieval
7 7 (21.88%) Multithreading
7 7 (21.88%) Software Engineering
8 6 (18.75%) Deep Learning
9 5 (15.63%) Continuous Delivery
9 5 (15.63%) OO
9 5 (15.63%) Pair Programming
9 5 (15.63%) Scrum
Programming Languages
1 24 (75.00%) Python
2 19 (59.38%) Java
3 14 (43.75%) R
4 13 (40.63%) Scala
5 11 (34.38%) C++
6 8 (25.00%) C
7 1 (3.13%) JavaScript
7 1 (3.13%) MATLAB
Qualifications
1 14 (43.75%) PhD
2 8 (25.00%) Degree
Quality Assurance & Compliance
1 4 (12.50%) QA
System Software
1 5 (15.63%) Docker
2 3 (9.38%) Hyper-V
2 3 (9.38%) VMware ESXi
Systems Management
1 5 (15.63%) Mesos
Vendors
1 4 (12.50%) Sophos
2 3 (9.38%) Cadence
3 1 (3.13%) Microsoft