Period
to 13 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 13 November 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > South East
6 months to
13 Nov 2018
Same period 2017 Same period 2016
Rank 471 440 465
Rank change year-on-year -31 +25 -31
Permanent jobs citing Data Mining 66 117 132
As % of all permanent IT jobs advertised in the South East 0.23% 0.39% 0.38%
As % of the Database & Business Intelligence category 0.79% 1.23% 1.29%
Number of salaries quoted 54 96 127
South East median annual salary £56,250 £55,000 £50,000
Median salary % change year-on-year +2.27% +10.00% -
10th Percentile £25,750 £34,375 £30,500
90th Percentile £84,475 £83,750 £82,500
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +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 East with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
South East
Permanent vacancies with a requirement for database or business intelligence skills 8,382 9,534 10,247
As % of all permanent IT jobs advertised in the South East 29.14% 31.39% 29.37%
Number of salaries quoted 7,011 8,202 8,992
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +4.65%
10th Percentile £30,000 £27,500 £28,000
90th Percentile £72,000 £66,250 £65,000
England median annual salary £51,000 £50,000 £47,500
% change year-on-year +2.00% +5.26% +5.56%

Data Mining
Job Vacancy Trend in the South East

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

Job vacancy trend for Data Mining in the South East

Data Mining
Salary Trend in the South East

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

Salary trend for Data Mining in the South East

Data Mining
Salary Histogram in the South East

The salary distribution of IT jobs citing Data Mining in the South East over the 6 months to 13 November 2018.

Salary histogram for Data Mining in the South East

Data Mining
Job Locations in the South East

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 East region over the 6 months to 13 November 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
Thames Valley -16 51 £50,000 -23.08% 3
Oxfordshire +6 29 £65,000 -10.96% 1
Berkshire -5 21 £45,000 -30.77% 1
Surrey +30 7 £62,500 +56.25%
Sussex - 4 £95,000 -
Kent +12 2 £95,000 +123.53%
West Sussex -24 2 £46,250 -26.00%
Middlesex - 2 £75,000 -
Buckinghamshire +5 1 £112,500 +221.43% 1
Data Mining
England

For the 6 months to 13 November 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 East region with a requirement for Data Mining.

1 36 (54.55%) Machine Learning
2 35 (53.03%) Analytics
2 35 (53.03%) SQL
3 32 (48.48%) Algorithms
4 31 (46.97%) Python
4 31 (46.97%) Data Science
5 30 (45.45%) Agile Software Development
6 29 (43.94%) Mathematics
7 26 (39.39%) Data Analytics
7 26 (39.39%) Visualisation
8 25 (37.88%) R
8 25 (37.88%) Tableau
8 25 (37.88%) Data Management
9 24 (36.36%) Java
9 24 (36.36%) Data Visualisation
9 24 (36.36%) Git (software)
9 24 (36.36%) Hadoop
10 23 (34.85%) Apache Hive
10 23 (34.85%) C++
11 22 (33.33%) Regression Testing
11 22 (33.33%) Test Automation
12 21 (31.82%) Delphi
12 21 (31.82%) Google Analytics
12 21 (31.82%) Google
13 20 (30.30%) Spotfire
13 20 (30.30%) Retail
13 20 (30.30%) Predictive Analysis
14 19 (28.79%) Microsoft Excel
15 17 (25.76%) Analytical Skills
16 16 (24.24%) Degree

Data Mining
Co-occurring IT Skills in the South East 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 6 (9.09%) Apache Spark
2 4 (6.06%) Apache
2 4 (6.06%) CMS
2 4 (6.06%) Hyperledger
3 3 (4.55%) SAS
Applications
1 19 (28.79%) Microsoft Excel
2 11 (16.67%) Microsoft PowerPoint
3 2 (3.03%) Spreadsheet
Business Applications
1 1 (1.52%) Oracle CRM
Cloud Services
1 21 (31.82%) Google Analytics
2 1 (1.52%) Amazon AWS
2 1 (1.52%) Microsoft Azure
Database & Business Intelligence
1 24 (36.36%) Hadoop
2 23 (34.85%) Apache Hive
3 20 (30.30%) Spotfire
4 8 (12.12%) Power BI
5 7 (10.61%) Data Warehouse
6 5 (7.58%) Big Data
7 4 (6.06%) Blockchain
8 3 (4.55%) SQL Server
9 2 (3.03%) Data Lake
9 2 (3.03%) Relational Database
9 2 (3.03%) SQL Server Integration Services
10 1 (1.52%) HBase
10 1 (1.52%) NoSQL
10 1 (1.52%) Oracle Reports
10 1 (1.52%) QlikView
10 1 (1.52%) SQL Server 2016
10 1 (1.52%) SQL Server Analysis Services
10 1 (1.52%) SQL Server Reporting Services
10 1 (1.52%) Sqoop
10 1 (1.52%) STATISTICA
Development Applications
1 24 (36.36%) Git (software)
2 2 (3.03%) Subversion
3 1 (1.52%) CMake
General
1 20 (30.30%) Retail
2 14 (21.21%) Finance
3 5 (7.58%) Manufacturing
4 2 (3.03%) Marketing
4 2 (3.03%) Telecoms
5 1 (1.52%) Automotive
5 1 (1.52%) Banking
5 1 (1.52%) Games
5 1 (1.52%) Local Government
5 1 (1.52%) Multimedia
5 1 (1.52%) Publishing
Job Titles
1 29 (43.94%) Data Scientist
2 25 (37.88%) Analyst
3 11 (16.67%) Service Analyst
4 9 (13.64%) Data Analyst
5 6 (9.09%) Developer
6 5 (7.58%) Systems Analyst
7 4 (6.06%) Architect
8 3 (4.55%) Product Architect
8 3 (4.55%) Senior Analyst
8 3 (4.55%) Senior Developer
9 2 (3.03%) Business Intelligence Analyst
9 2 (3.03%) Business Intelligence Data Analyst
9 2 (3.03%) Senior Data Scientist
9 2 (3.03%) Senior WPF Developer
9 2 (3.03%) WPF Developer
10 1 (1.52%) Business Intelligence Developer
10 1 (1.52%) C Developer
10 1 (1.52%) Oracle Analyst
10 1 (1.52%) Senior SAS Analyst
10 1 (1.52%) Service Management Analyst
Libraries, Frameworks & Software Standards
1 6 (9.09%) Pandas
2 5 (7.58%) Natural Language Processing
2 5 (7.58%) NumPy
2 5 (7.58%) scikit-learn
2 5 (7.58%) SciPy
2 5 (7.58%) TensorFlow
3 4 (6.06%) AngularJS
3 4 (6.06%) Express
3 4 (6.06%) Kafka
3 4 (6.06%) Middleware
3 4 (6.06%) Node.js
3 4 (6.06%) React
4 3 (4.55%) RESTful
5 2 (3.03%) .NET
5 2 (3.03%) ASP.NET Web API
5 2 (3.03%) Boost C++ Libraries
5 2 (3.03%) D3.js
5 2 (3.03%) STL
5 2 (3.03%) WPF
5 2 (3.03%) ZeroMQ
Miscellaneous
1 32 (48.48%) Algorithms
2 17 (25.76%) Analytical Skills
3 16 (24.24%) Computer Science
4 10 (15.15%) EPoS
4 10 (15.15%) Handset
4 10 (15.15%) Self-Motivation
5 5 (7.58%) Life Science
6 4 (6.06%) Enterprise Software
7 2 (3.03%) CMDB
7 2 (3.03%) Data Structures
7 2 (3.03%) Fintech
7 2 (3.03%) Management Information System
8 1 (1.52%) Credit Risk
8 1 (1.52%) CUDA
8 1 (1.52%) Embedded Systems
8 1 (1.52%) GPGPU
8 1 (1.52%) Hedge funds
8 1 (1.52%) Robotics
8 1 (1.52%) User Experience
8 1 (1.52%) Wiki
Operating Systems
1 10 (15.15%) Linux
2 1 (1.52%) Mac OS
Processes & Methodologies
1 36 (54.55%) Machine Learning
2 35 (53.03%) Analytics
3 31 (46.97%) Data Science
4 30 (45.45%) Agile Software Development
5 29 (43.94%) Mathematics
6 26 (39.39%) Data Analytics
6 26 (39.39%) Visualisation
7 25 (37.88%) Data Management
8 24 (36.36%) Data Visualisation
9 22 (33.33%) Regression Testing
9 22 (33.33%) Test Automation
10 20 (30.30%) Predictive Analysis
11 15 (22.73%) Business Intelligence
12 12 (18.18%) Statistics
13 11 (16.67%) Service Management
14 10 (15.15%) Business Development
14 10 (15.15%) Hardware Maintenance
14 10 (15.15%) Service Delivery
14 10 (15.15%) Service Delivery Management
14 10 (15.15%) Trend Analysis
Programming Languages
1 35 (53.03%) SQL
2 31 (46.97%) Python
3 25 (37.88%) R
4 24 (36.36%) Java
5 23 (34.85%) C++
6 21 (31.82%) Delphi
7 4 (6.06%) Go
7 4 (6.06%) JavaScript
8 3 (4.55%) VBA
9 2 (3.03%) C#
9 2 (3.03%) MATLAB
10 1 (1.52%) C
10 1 (1.52%) PL/SQL
10 1 (1.52%) T-SQL
Qualifications
1 16 (24.24%) Degree
2 10 (15.15%) Master's Degree
3 3 (4.55%) Computer Science Degree
4 2 (3.03%) PhD
5 1 (1.52%) Microsoft Certification
5 1 (1.52%) Numerate Degree
Quality Assurance & Compliance
1 10 (15.15%) SLA
2 3 (4.55%) Data Quality
3 1 (1.52%) GDPR
3 1 (1.52%) IFRS
3 1 (1.52%) IFRS 9
System Software
1 1 (1.52%) HDFS
Systems Management
1 1 (1.52%) Hadoop YARN
1 1 (1.52%) Systems Management Server (SMS)
Vendors
1 25 (37.88%) Tableau
2 21 (31.82%) Google
3 10 (15.15%) ServiceNow
4 9 (13.64%) Microsoft
5 2 (3.03%) Alteryx
5 2 (3.03%) Oracle
5 2 (3.03%) Talend
6 1 (1.52%) Northgate
6 1 (1.52%) Salesforce.com