Period
to 17 December 2018

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 17 December 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > South West
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 283 273 313
Rank change year-on-year -10 +40 -1
Permanent jobs citing Data Mining 35 64 42
As % of all permanent IT jobs advertised in the South West 0.35% 0.63% 0.39%
As % of the Database & Business Intelligence category 1.25% 1.91% 1.29%
Number of salaries quoted 21 55 38
South West median annual salary £47,500 £55,000 £50,000
Median salary % change year-on-year -13.64% +10.00% +51.52%
10th Percentile £24,250 £31,850 £26,950
90th Percentile £62,500 £70,000 £60,000
England median annual salary £57,500 £55,000 £50,000
% change year-on-year +4.55% +10.00% -

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 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 2,795 3,346 3,264
As % of all permanent IT jobs advertised in the South West 27.86% 32.93% 30.35%
Number of salaries quoted 2,391 2,842 2,792
South West median annual salary £45,000 £40,000 £41,500
Median salary % change year-on-year +12.50% -3.61% +6.41%
10th Percentile £27,500 £26,750 £27,500
90th Percentile £67,500 £60,000 £62,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +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 17 December 2018.

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 17 December 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
Bristol -6 11 £55,000 -
Gloucestershire +16 7 £50,000 +112.77% 1
Devon +9 6 £29,500 -73.18% 4
Wiltshire -8 6 - -
Dorset - 3 £60,000 - 1
Somerset +3 2 £42,500 +21.43%
Data Mining
England

For the 6 months to 17 December 2018, IT jobs citing Data Mining also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the South West region with a requirement for Data Mining.

1 27 (77.14%) Degree
2 21 (60.00%) Data Analysis
3 20 (57.14%) Machine Learning
4 18 (51.43%) Data Science
5 17 (48.57%) Algorithms
5 17 (48.57%) Python
6 14 (40.00%) Business Intelligence
6 14 (40.00%) Marketing
7 13 (37.14%) Electronics
7 13 (37.14%) Finance
8 12 (34.29%) SQL
8 12 (34.29%) Analytical Skills
9 11 (31.43%) Data Structures
9 11 (31.43%) Manufacturing
10 10 (28.57%) Telecoms
10 10 (28.57%) Programme Management
10 10 (28.57%) Ruby
10 10 (28.57%) Computer Science
10 10 (28.57%) Digital Marketing
10 10 (28.57%) SAP
10 10 (28.57%) PhD
10 10 (28.57%) Shell Script
10 10 (28.57%) Mobile App
10 10 (28.57%) Analytics
10 10 (28.57%) Computer Science Degree
11 9 (25.71%) Problem-Solving
11 9 (25.71%) Statistics
12 8 (22.86%) Mathematics
12 8 (22.86%) Linux
12 8 (22.86%) Apache Spark

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 8 (22.86%) Apache Spark
2 5 (14.29%) Apache Pig
3 3 (8.57%) SAS
4 1 (2.86%) Jupyter
Applications
1 3 (8.57%) Microsoft Excel
Communications & Networking
1 1 (2.86%) Network Security
1 1 (2.86%) SSH
1 1 (2.86%) WAN
Database & Business Intelligence
1 7 (20.00%) Apache Hive
1 7 (20.00%) Big Data
1 7 (20.00%) Hadoop
2 6 (17.14%) MySQL
3 5 (14.29%) Text Mining
4 3 (8.57%) Geospatial Data
4 3 (8.57%) GIS
4 3 (8.57%) SQL Server
4 3 (8.57%) SQL Server Reporting Services
5 2 (5.71%) Data Warehouse
5 2 (5.71%) QlikView
5 2 (5.71%) Spotfire
6 1 (2.86%) Apache Zeppelin
6 1 (2.86%) HBase
6 1 (2.86%) NoSQL
6 1 (2.86%) Presto
Development Applications
1 6 (17.14%) Git (software)
General
1 14 (40.00%) Marketing
2 13 (37.14%) Electronics
2 13 (37.14%) Finance
3 11 (31.43%) Manufacturing
4 10 (28.57%) Telecoms
5 2 (5.71%) Retail
6 1 (2.86%) Legal
Job Titles
1 10 (28.57%) Machine Learning Researcher
2 7 (20.00%) Data Scientist
3 6 (17.14%) Data Engineer
4 4 (11.43%) Analyst
4 4 (11.43%) Analytics Manager
4 4 (11.43%) Data Analyst
5 2 (5.71%) Customer Analytics Manager
5 2 (5.71%) Data Manager
5 2 (5.71%) IT Manager
6 1 (2.86%) Business Developer
6 1 (2.86%) Business Intelligence Developer
6 1 (2.86%) Data Analytics Manager
6 1 (2.86%) Data Analytics Specialist
6 1 (2.86%) Developer
6 1 (2.86%) Report Developer
6 1 (2.86%) SQL BI Developer
6 1 (2.86%) SQL Developer
6 1 (2.86%) SQL Server BI Developer
6 1 (2.86%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 2 (5.71%) .NET
1 2 (5.71%) ASP.NET Web Forms
1 2 (5.71%) CGI
2 1 (2.86%) D3.js
2 1 (2.86%) ggplot2
2 1 (2.86%) JDBC
2 1 (2.86%) Kafka
2 1 (2.86%) Keras
2 1 (2.86%) NumPy
2 1 (2.86%) ODBC
2 1 (2.86%) OLE DB
2 1 (2.86%) Pandas
2 1 (2.86%) PySpark
2 1 (2.86%) Regular Expression
2 1 (2.86%) scikit-learn
Miscellaneous
1 17 (48.57%) Algorithms
2 12 (34.29%) Analytical Skills
3 11 (31.43%) Data Structures
4 10 (28.57%) Mobile App
5 7 (20.00%) Social Media
6 5 (14.29%) Management Information System
7 3 (8.57%) Acoustics
Operating Systems
1 8 (22.86%) Linux
2 1 (2.86%) Red Hat Enterprise Linux
Processes & Methodologies
1 21 (60.00%) Data Analysis
2 20 (57.14%) Machine Learning
3 18 (51.43%) Data Science
4 14 (40.00%) Business Intelligence
5 10 (28.57%) Analytics
5 10 (28.57%) Computer Science
5 10 (28.57%) Digital Marketing
5 10 (28.57%) Programme Management
6 9 (25.71%) Problem-Solving
6 9 (25.71%) Statistics
7 8 (22.86%) Data Analytics
7 8 (22.86%) Decision-Making
7 8 (22.86%) Mathematics
8 7 (20.00%) Agile Software Development
8 7 (20.00%) Visualisation
9 6 (17.14%) Data Migration
9 6 (17.14%) Migration
9 6 (17.14%) Project Management
10 5 (14.29%) MapReduce
10 5 (14.29%) Web Application Development
Programming Languages
1 17 (48.57%) Python
2 12 (34.29%) SQL
3 10 (28.57%) Ruby
3 10 (28.57%) Shell Script
4 3 (8.57%) C
4 3 (8.57%) R
4 3 (8.57%) T-SQL
5 2 (5.71%) Scala
6 1 (2.86%) Bash Shell
6 1 (2.86%) JavaScript
Qualifications
1 27 (77.14%) Degree
2 10 (28.57%) Computer Science Degree
2 10 (28.57%) PhD
3 7 (20.00%) Security Cleared
4 3 (8.57%) SC Cleared
5 2 (5.71%) DV Cleared
Quality Assurance & Compliance
1 1 (2.86%) Data Quality
System Software
1 2 (5.71%) HDFS
Systems Management
1 1 (2.86%) Oozie
Vendors
1 10 (28.57%) SAP
2 5 (14.29%) Microsoft
3 2 (5.71%) Sage
3 2 (5.71%) Tableau
4 1 (2.86%) Red Hat
4 1 (2.86%) Splunk