Period
to 17 October 2017

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 17 October 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > South East
6 months to
17 Oct 2017
Same period 2016 Same period 2015
Rank 422 455 477
Rank change year-on-year +33 +22 +76
Permanent jobs citing Data Mining 111 154 179
As % of all permanent IT jobs advertised in the South East 0.38% 0.43% 0.43%
As % of the Database & Business Intelligence category 1.23% 1.44% 1.32%
Number of salaries quoted 93 143 144
South East median annual salary £57,500 £50,000 £45,000
Median salary % change year-on-year +15.00% +11.11% -10.00%
10th Percentile £32,500 £30,650 £31,975
90th Percentile £83,750 £82,500 £62,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +4.17%

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 9009 10697 13535
As % of all permanent IT jobs advertised in the South East 31.12% 30.01% 32.16%
Number of salaries quoted 7717 9411 11588
South East median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +2.41%
10th Percentile £28,000 £28,000 £27,500
90th Percentile £66,250 £65,000 £62,500
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 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 17 October 2017.

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 17 October 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
Thames Valley +48 63 £70,000 +27.27% 4
Oxfordshire +16 27 £73,000 +46.00% 2
Berkshire +36 23 £62,500 -3.85%
West Sussex +29 23 £62,500 +111.86% 1
Buckinghamshire +7 13 £35,000 - 2
Surrey -17 11 £65,000 +8.33% 1
Hampshire +4 9 £42,500 +17.24%
Kent +30 3 £42,500 -15.00%
East Sussex +3 3 £55,750 +88.98%
Data Mining
England

For the 6 months to 17 October 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 East region with a requirement for Data Mining.

1 46 (41.44%) SQL
2 43 (38.74%) Big Data
3 42 (37.84%) Analytics
4 41 (36.94%) Analytical Skills
5 36 (32.43%) Machine Learning
5 36 (32.43%) Python
5 36 (32.43%) Data Modelling
6 35 (31.53%) Agile Software Development
7 30 (27.03%) Degree
8 29 (26.13%) Finance
8 29 (26.13%) Java
9 25 (22.52%) C++
10 24 (21.62%) Mathematics
11 23 (20.72%) Apache Spark
12 22 (19.82%) Computer Science
12 22 (19.82%) PhD
13 21 (18.92%) Scrum
13 21 (18.92%) Scala
14 20 (18.02%) Business Intelligence
14 20 (18.02%) Relational Database
15 19 (17.12%) ETL
15 19 (17.12%) Visualisation
15 19 (17.12%) R
16 18 (16.22%) Statistics
16 18 (16.22%) C
17 17 (15.32%) Oracle
17 17 (15.32%) Linux
17 17 (15.32%) SAS
17 17 (15.32%) Microsoft
17 17 (15.32%) Data Visualisation

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 23 (20.72%) Apache Spark
2 17 (15.32%) SAS
3 9 (8.11%) Apache
3 9 (8.11%) Apache Solr
3 9 (8.11%) Elasticsearch
4 7 (6.31%) SharePoint
5 5 (4.50%) BizTalk Server
5 5 (4.50%) SharePoint Server
6 2 (1.80%) Apache Pig
Applications
1 7 (6.31%) Microsoft Project
2 5 (4.50%) Microsoft Excel
3 1 (0.90%) Microsoft Office
3 1 (0.90%) MS Visio
Business Applications
1 2 (1.80%) Dynamics CRM
1 2 (1.80%) Eloqua
1 2 (1.80%) FastStats
1 2 (1.80%) SAP CO
1 2 (1.80%) SAP FI
1 2 (1.80%) SAP FI/CO
1 2 (1.80%) SAP FSCM
1 2 (1.80%) SAP MM
1 2 (1.80%) SAP PS
1 2 (1.80%) SAP SD
Cloud Services
1 5 (4.50%) Amazon AWS
1 5 (4.50%) Amazon EC2
1 5 (4.50%) Amazon S3
2 2 (1.80%) Cortana Intelligence Suite
2 2 (1.80%) Google Analytics
2 2 (1.80%) Microsoft Azure
Communications & Networking
1 2 (1.80%) Extranet
1 2 (1.80%) Internet
2 1 (0.90%) SMS
Database & Business Intelligence
1 43 (38.74%) Big Data
2 20 (18.02%) Relational Database
3 16 (14.41%) Data Warehouse
4 13 (11.71%) Hadoop
4 13 (11.71%) SQL Server
5 12 (10.81%) NoSQL
6 10 (9.01%) Text Mining
7 9 (8.11%) SQL Server Analysis Services
7 9 (8.11%) SQL Server Integration Services
7 9 (8.11%) SQL Server Reporting Services
8 7 (6.31%) Data Lake
9 6 (5.41%) Apache Cassandra
9 6 (5.41%) Redis
10 5 (4.50%) OLAP
10 5 (4.50%) SQL Server 2014
10 5 (4.50%) SQL Server 2016
11 4 (3.60%) Apache Hive
11 4 (3.60%) BusinessObjects
11 4 (3.60%) Microsoft Analysis Services
11 4 (3.60%) Oracle Database 11g
Development Applications
1 2 (1.80%) Visual Studio
General
1 29 (26.13%) Finance
2 11 (9.91%) Marketing
3 9 (8.11%) Telecoms
4 8 (7.21%) Retail
5 6 (5.41%) French Language
5 6 (5.41%) German Language
5 6 (5.41%) Italian Language
5 6 (5.41%) Portuguese Language
5 6 (5.41%) Spanish Language
6 3 (2.70%) Games
7 1 (0.90%) Advertising
7 1 (0.90%) Automotive
Job Titles
1 31 (27.93%) Analyst
2 25 (22.52%) Developer
3 17 (15.32%) Data Scientist
4 12 (10.81%) Data Engineer
5 9 (8.11%) Business Intelligence Analyst
5 9 (8.11%) Development Manager
5 9 (8.11%) Software Development Manager
5 9 (8.11%) Software Manager
6 7 (6.31%) Big Data Engineer
6 7 (6.31%) Data Analyst
6 7 (6.31%) Database Developer
6 7 (6.31%) SQL Developer
7 6 (5.41%) Digital Project Manager
7 6 (5.41%) Java Developer
7 6 (5.41%) Project Manager
8 5 (4.50%) Business Intelligence Developer
8 5 (4.50%) Senior Developer
8 5 (4.50%) Software Developer
8 5 (4.50%) Technical Manager
8 5 (4.50%) Technical Project Manager
Libraries, Frameworks & Software Standards
1 15 (13.51%) Kafka
2 14 (12.61%) .NET
3 12 (10.81%) Natural Language Processing
4 10 (9.01%) XML
5 9 (8.11%) Lucene
6 8 (7.21%) Pandas
6 8 (7.21%) scikit-learn
6 8 (7.21%) Seaborn
7 6 (5.41%) AngularJS
7 6 (5.41%) JMS
7 6 (5.41%) Node.js
7 6 (5.41%) REST
7 6 (5.41%) SOAP
7 6 (5.41%) Spring
7 6 (5.41%) Web Services
8 4 (3.60%) HTML
9 2 (1.80%) Ajax
9 2 (1.80%) CSS
9 2 (1.80%) jQuery
9 2 (1.80%) MDX
Miscellaneous
1 41 (36.94%) Analytical Skills
2 22 (19.82%) Computer Science
3 16 (14.41%) Algorithms
4 15 (13.51%) Data Structures
5 8 (7.21%) Client/Server
6 6 (5.41%) Cloud Native
6 6 (5.41%) Management Information System
6 6 (5.41%) Mobile App
7 5 (4.50%) Data Centre
7 5 (4.50%) Virtual Team
8 3 (2.70%) Linux Command Line
8 3 (2.70%) User Experience
9 2 (1.80%) Credit Risk
9 2 (1.80%) Enterprise Software
9 2 (1.80%) Fintech
9 2 (1.80%) Greenfield Project
9 2 (1.80%) Mobile Games
9 2 (1.80%) RIA
9 2 (1.80%) Smartphone
10 1 (0.90%) Driving Licence
Operating Systems
1 17 (15.32%) Linux
2 13 (11.71%) Unix
3 6 (5.41%) Android
3 6 (5.41%) Apple iOS
Processes & Methodologies
1 42 (37.84%) Analytics
2 36 (32.43%) Data Modelling
2 36 (32.43%) Machine Learning
3 35 (31.53%) Agile Software Development
4 24 (21.62%) Mathematics
5 21 (18.92%) Scrum
6 20 (18.02%) Business Intelligence
7 19 (17.12%) ETL
7 19 (17.12%) Visualisation
8 18 (16.22%) Statistics
9 17 (15.32%) Data Visualisation
10 15 (13.51%) Data Analytics
10 15 (13.51%) Data Management
10 15 (13.51%) Multithreading
10 15 (13.51%) Statistical Analysis
11 14 (12.61%) Data Analysis
11 14 (12.61%) TDD
12 12 (10.81%) Artificial Intelligence
13 11 (9.91%) Kanban
14 10 (9.01%) Physics
Programming Languages
1 46 (41.44%) SQL
2 36 (32.43%) Python
3 29 (26.13%) Java
4 25 (22.52%) C++
5 21 (18.92%) Scala
6 19 (17.12%) R
7 18 (16.22%) C
8 10 (9.01%) PL/SQL
9 6 (5.41%) C#
9 6 (5.41%) Groovy
10 5 (4.50%) Perl
11 4 (3.60%) T-SQL
12 3 (2.70%) JavaScript
12 3 (2.70%) MATLAB
13 1 (0.90%) VBA
Qualifications
1 30 (27.03%) Degree
2 22 (19.82%) PhD
3 2 (1.80%) Computer Science Degree
3 2 (1.80%) Numerate Degree
3 2 (1.80%) SC Cleared
3 2 (1.80%) Security Cleared
Quality Assurance & Compliance
1 12 (10.81%) Data Quality
2 7 (6.31%) QA
3 1 (0.90%) IFRS
3 1 (0.90%) IFRS 9
3 1 (0.90%) PMO
System Software
1 6 (5.41%) Active Directory
2 5 (4.50%) Docker
3 4 (3.60%) Oracle RAC
Systems Management
1 5 (4.50%) Mesos
Vendors
1 17 (15.32%) Microsoft
1 17 (15.32%) Oracle
2 7 (6.31%) Intel
3 4 (3.60%) Perforce
3 4 (3.60%) SAP
4 3 (2.70%) Tableau
5 2 (1.80%) Adobe
5 2 (1.80%) Alterian
5 2 (1.80%) Google
5 2 (1.80%) HubSpot
5 2 (1.80%) Marketo
5 2 (1.80%) Pardot
5 2 (1.80%) Siebel
5 2 (1.80%) Teradata
6 1 (0.90%) Informatica