Period
to 25 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the South West 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 25 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > South West
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 264 293 306
Rank change year-on-year +29 +13 +18
Permanent jobs citing Data Mining 68 44 45
As % of all permanent IT jobs advertised in the South West 0.67% 0.40% 0.38%
As % of the Database & Business Intelligence category 2.07% 1.32% 1.16%
Number of salaries quoted 59 39 48
South West median annual salary £55,000 £50,000 £32,000
Median salary % change year-on-year +10.00% +56.25% -8.57%
10th Percentile £32,350 £27,050 £28,000
90th Percentile £70,000 £60,000 £51,250
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +5.26%

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 South West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
South West
Permanent vacancies with a requirement for database or business intelligence skills 3290 3340 3871
As % of all permanent IT jobs advertised in the South West 32.27% 30.63% 32.64%
Number of salaries quoted 2796 2854 3335
South West median annual salary £40,000 £40,750 £39,000
Median salary % change year-on-year -1.84% +4.49% +4.00%
10th Percentile £26,250 £27,000 £25,750
90th Percentile £60,000 £62,500 £58,750
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Data Mining
Job Vacancy Trend in the South West

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

Job vacancy trend for Data Mining in the South West

Data Mining
Salary Trend in the South West

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

Salary trend for Data Mining in the South West

Data Mining
Salary Histogram in the South West

The salary distribution of IT jobs citing Data Mining in the South West over the 6 months to 25 November 2017.

Salary histogram for Data Mining in the South West

Data Mining
Job Locations in the South West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the South West region over the 6 months to 25 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
Bristol +10 38 £55,000 +83.33% 1
Somerset +10 18 £35,000 +9.38% 1
Wiltshire +9 6 £43,000 +50.88%
Gloucestershire +5 4 £23,500 -53.00% 1
Devon +14 2 £110,000 +272.88%
Data Mining
England

For the 6 months to 25 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 South West region with a requirement for Data Mining.

1 48 (70.59%) Business Intelligence
2 43 (63.24%) Machine Learning
3 40 (58.82%) Python
4 39 (57.35%) Degree
5 37 (54.41%) Computer Science
6 36 (52.94%) Algorithms
7 34 (50.00%) Ruby
8 33 (48.53%) Mobile App
8 33 (48.53%) Shell Script
9 31 (45.59%) PhD
9 31 (45.59%) Finance
10 30 (44.12%) Computer Science Degree
11 27 (39.71%) Electronics
11 27 (39.71%) Telecoms
11 27 (39.71%) Manufacturing
11 27 (39.71%) Programme Management
11 27 (39.71%) SAP
11 27 (39.71%) Marketing
11 27 (39.71%) Digital Marketing
12 20 (29.41%) SQL
13 19 (27.94%) Data Modelling
14 17 (25.00%) ETL
15 15 (22.06%) SQL Server
15 15 (22.06%) Data Warehouse
16 14 (20.59%) QA
17 13 (19.12%) SQL Server Analysis Services
17 13 (19.12%) SQL Server Integration Services
17 13 (19.12%) SQL Server Reporting Services
18 12 (17.65%) Stakeholder Management
18 12 (17.65%) T-SQL

Data Mining
Co-occurring IT Skills in the South West 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 (1.47%) Apache Spark
Applications
1 4 (5.88%) SPSS
1 4 (5.88%) SPSS Modeler
2 3 (4.41%) Microsoft Excel
Cloud Services
1 2 (2.94%) Microsoft Azure
2 1 (1.47%) Azure Data Factory
Communications & Networking
1 2 (2.94%) 3G
2 1 (1.47%) Intrusion Detection
Database & Business Intelligence
1 15 (22.06%) Data Warehouse
1 15 (22.06%) SQL Server
2 13 (19.12%) SQL Server Analysis Services
2 13 (19.12%) SQL Server Integration Services
2 13 (19.12%) SQL Server Reporting Services
3 12 (17.65%) BusinessObjects
3 12 (17.65%) BusinessObjects Dashboards
4 9 (13.24%) Big Data
5 5 (7.35%) Geospatial Data
5 5 (7.35%) NoSQL
6 3 (4.41%) Relational Database
7 1 (1.47%) Data Lake
7 1 (1.47%) Hadoop
7 1 (1.47%) HDInsight
7 1 (1.47%) MySQL
7 1 (1.47%) OLAP
7 1 (1.47%) Power BI
7 1 (1.47%) PowerPivot
Development Applications
1 4 (5.88%) RStudio
2 1 (1.47%) Talend Open Studio
General
1 31 (45.59%) Finance
2 27 (39.71%) Electronics
2 27 (39.71%) Manufacturing
2 27 (39.71%) Marketing
2 27 (39.71%) Telecoms
3 4 (5.88%) Retail
4 3 (4.41%) Games
5 2 (2.94%) Military
6 1 (1.47%) Law
6 1 (1.47%) Legal
Job Titles
1 31 (45.59%) Machine Learning Researcher
2 13 (19.12%) Developer
3 12 (17.65%) Business Developer
3 12 (17.65%) Business Intelligence Developer
4 8 (11.76%) Analyst
5 6 (8.82%) Data Scientist
6 5 (7.35%) Architect
6 5 (7.35%) Big Data Architect
6 5 (7.35%) Data Architect
6 5 (7.35%) NoSQL Architect
6 5 (7.35%) Senior Architect
6 5 (7.35%) Senior Data Architect
7 4 (5.88%) Business Analyst
8 3 (4.41%) Data Analyst
8 3 (4.41%) Machine Learning Scientist
8 3 (4.41%) Senior Data Scientist
8 3 (4.41%) Software Engineer
9 2 (2.94%) Logistics Analyst
9 2 (2.94%) SQL Analyst
9 2 (2.94%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 5 (7.35%) XML
2 2 (2.94%) Tapestry
3 1 (1.47%) MDX
Miscellaneous
1 37 (54.41%) Computer Science
2 36 (52.94%) Algorithms
3 33 (48.53%) Mobile App
4 8 (11.76%) Analytical Skills
5 4 (5.88%) Management Information System
6 1 (1.47%) CMDB
Operating Systems
1 1 (1.47%) Linux
1 1 (1.47%) VMS
Processes & Methodologies
1 48 (70.59%) Business Intelligence
2 43 (63.24%) Machine Learning
3 27 (39.71%) Digital Marketing
3 27 (39.71%) Programme Management
4 19 (27.94%) Data Modelling
5 17 (25.00%) ETL
6 12 (17.65%) SDLC
6 12 (17.65%) Stakeholder Engagement
6 12 (17.65%) Stakeholder Management
7 10 (14.71%) Data Management
8 8 (11.76%) Software Engineering
9 7 (10.29%) Analytics
9 7 (10.29%) Business Analysis
9 7 (10.29%) Change Management
10 6 (8.82%) Agile Software Development
10 6 (8.82%) Master Data Management
10 6 (8.82%) Project Management
10 6 (8.82%) TOGAF
11 5 (7.35%) Resource Management
11 5 (7.35%) SOA
Programming Languages
1 40 (58.82%) Python
2 34 (50.00%) Ruby
3 33 (48.53%) Shell Script
4 20 (29.41%) SQL
5 12 (17.65%) T-SQL
6 4 (5.88%) R
7 3 (4.41%) C++
7 3 (4.41%) Java
8 1 (1.47%) C
8 1 (1.47%) C#
8 1 (1.47%) Scala
Qualifications
1 39 (57.35%) Degree
2 31 (45.59%) PhD
3 30 (44.12%) Computer Science Degree
4 2 (2.94%) Numerate Degree
5 1 (1.47%) APMP
Quality Assurance & Compliance
1 14 (20.59%) QA
2 1 (1.47%) Data Quality
System Software
1 1 (1.47%) Virtual Machines
Vendors
1 27 (39.71%) SAP
2 5 (7.35%) Microsoft
3 2 (2.94%) IBM
4 1 (1.47%) Hortonworks
4 1 (1.47%) IDERA
4 1 (1.47%) Tableau
4 1 (1.47%) Talend