Period
to 22 November 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 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > South East
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 435 468 431
Rank change year-on-year +33 -37 +143
Permanent jobs citing Data Mining 120 130 221
As % of all permanent IT jobs advertised in the South East 0.39% 0.37% 0.52%
As % of the Database & Business Intelligence category 1.24% 1.26% 1.60%
Number of salaries quoted 97 126 177
South East median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +8.70%
10th Percentile £34,000 £30,500 £31,550
90th Percentile £75,000 £80,000 £67,500
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 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 9687 10335 13788
As % of all permanent IT jobs advertised in the South East 31.48% 29.36% 32.65%
Number of salaries quoted 8336 9079 11774
South East median annual salary £45,000 £45,000 £43,000
Median salary % change year-on-year - +4.65% +3.61%
10th Percentile £27,500 £28,000 £27,500
90th Percentile £65,000 £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 22 November 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 22 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
Thames Valley +58 73 £55,000 +10.00% 7
Oxfordshire +6 33 £65,000 +30.00% 4
Berkshire +39 29 £65,000 +13.04% 3
West Sussex +22 23 £62,500 +111.86%
Hampshire -3 13 £45,000 +12.50% 3
Buckinghamshire +18 11 £35,000 +66.67%
Surrey -31 6 £38,750 -40.38% 3
East Sussex +1 4 £57,500 +94.92%
Kent +19 2 £42,500 -8.11%
Data Mining
England

For the 6 months to 22 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 East region with a requirement for Data Mining.

1 59 (49.17%) SQL
2 50 (41.67%) Analytical Skills
3 42 (35.00%) Python
4 41 (34.17%) Degree
5 40 (33.33%) Big Data
5 40 (33.33%) Analytics
6 37 (30.83%) Data Modelling
7 36 (30.00%) Machine Learning
8 35 (29.17%) Agile Software Development
9 31 (25.83%) Finance
10 29 (24.17%) R
11 28 (23.33%) C++
11 28 (23.33%) Java
12 26 (21.67%) Oracle
12 26 (21.67%) Business Intelligence
12 26 (21.67%) Computer Science
13 23 (19.17%) Mathematics
14 22 (18.33%) SAS
15 21 (17.50%) ETL
15 21 (17.50%) Apache Spark
15 21 (17.50%) Algorithms
16 20 (16.67%) Linux
17 19 (15.83%) PhD
17 19 (15.83%) C
17 19 (15.83%) Statistics
17 19 (15.83%) Data Analysis
17 19 (15.83%) Relational Database
18 18 (15.00%) Data Structures
18 18 (15.00%) Unix
19 17 (14.17%) PL/SQL

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 22 (18.33%) SAS
2 21 (17.50%) Apache Spark
3 8 (6.67%) SharePoint
4 7 (5.83%) BizTalk Server
4 7 (5.83%) SharePoint Server
5 6 (5.00%) Apache
5 6 (5.00%) Apache Solr
5 6 (5.00%) Elasticsearch
6 2 (1.67%) Apache Pig
Applications
1 7 (5.83%) Microsoft Excel
2 2 (1.67%) Microsoft Office
2 2 (1.67%) Microsoft PowerPoint
2 2 (1.67%) Microsoft Project
3 1 (0.83%) MS Visio
Business Applications
1 3 (2.50%) Unica
2 2 (1.67%) Dynamics CRM
2 2 (1.67%) Eloqua
2 2 (1.67%) FastStats
Cloud Services
1 7 (5.83%) Amazon AWS
2 6 (5.00%) Amazon S3
3 5 (4.17%) Amazon EC2
4 2 (1.67%) Google Analytics
4 2 (1.67%) Microsoft Azure
5 1 (0.83%) Adobe Analytics
5 1 (0.83%) Cortana Intelligence Suite
5 1 (0.83%) IaaS
Communications & Networking
1 4 (3.33%) SMS
2 1 (0.83%) Extranet
2 1 (0.83%) Internet
Database & Business Intelligence
1 40 (33.33%) Big Data
2 19 (15.83%) Relational Database
3 17 (14.17%) Hadoop
3 17 (14.17%) SQL Server
4 11 (9.17%) Data Warehouse
4 11 (9.17%) NoSQL
4 11 (9.17%) SQL Server Integration Services
5 10 (8.33%) SQL Server Analysis Services
5 10 (8.33%) SQL Server Reporting Services
6 8 (6.67%) Apache Hive
7 7 (5.83%) SQL Server 2014
7 7 (5.83%) SQL Server 2016
8 6 (5.00%) Data Lake
8 6 (5.00%) Oracle Database
8 6 (5.00%) Oracle Database 11g
8 6 (5.00%) Text Mining
9 5 (4.17%) BusinessObjects
9 5 (4.17%) BusinessObjects Business Intelligence
10 4 (3.33%) MySQL
11 3 (2.50%) OLAP
Development Applications
1 5 (4.17%) JIRA
1 5 (4.17%) TestRail
2 2 (1.67%) Visual Studio
3 1 (0.83%) TestLink
General
1 31 (25.83%) Finance
2 12 (10.00%) Retail
2 12 (10.00%) Telecoms
3 10 (8.33%) Marketing
4 6 (5.00%) French Language
4 6 (5.00%) German Language
4 6 (5.00%) Italian Language
4 6 (5.00%) Portuguese Language
4 6 (5.00%) Spanish Language
5 2 (1.67%) Games
6 1 (0.83%) Automotive
Job Titles
1 35 (29.17%) Analyst
2 30 (25.00%) Developer
3 25 (20.83%) Data Scientist
4 14 (11.67%) Data Engineer
5 12 (10.00%) Business Intelligence Developer
6 9 (7.50%) Big Data Engineer
6 9 (7.50%) Business Developer
6 9 (7.50%) Business Intelligence Analyst
6 9 (7.50%) Database Developer
6 9 (7.50%) SQL Developer
7 8 (6.67%) Insight Analyst
8 7 (5.83%) Senior Business Intelligence Developer
8 7 (5.83%) Senior Developer
8 7 (5.83%) Senior SQL Developer
8 7 (5.83%) SQL BI Developer
9 6 (5.00%) Development Manager
9 6 (5.00%) Oracle Developer
9 6 (5.00%) Software Development Manager
9 6 (5.00%) Software Manager
10 5 (4.17%) SAP BI Developer
Libraries, Frameworks & Software Standards
1 13 (10.83%) .NET
2 12 (10.00%) XML
3 9 (7.50%) Natural Language Processing
4 8 (6.67%) Kafka
4 8 (6.67%) Pandas
4 8 (6.67%) scikit-learn
4 8 (6.67%) Seaborn
5 6 (5.00%) Lucene
6 4 (3.33%) HTML
7 2 (1.67%) Ajax
7 2 (1.67%) CSS
7 2 (1.67%) CSS3
7 2 (1.67%) HTML5
7 2 (1.67%) jQuery
7 2 (1.67%) MDX
7 2 (1.67%) Node.js
7 2 (1.67%) REST
7 2 (1.67%) SOAP
7 2 (1.67%) Spring
7 2 (1.67%) Web Services
Miscellaneous
1 50 (41.67%) Analytical Skills
2 26 (21.67%) Computer Science
3 21 (17.50%) Algorithms
4 18 (15.00%) Data Structures
5 8 (6.67%) Management Information System
6 7 (5.83%) Client/Server
7 6 (5.00%) Fintech
8 5 (4.17%) Data Centre
8 5 (4.17%) Virtual Team
9 3 (2.50%) Linux Command Line
9 3 (2.50%) User Experience
10 2 (1.67%) Cloud Native
10 2 (1.67%) Credit Risk
10 2 (1.67%) Enterprise Software
10 2 (1.67%) Greenfield Project
10 2 (1.67%) Mobile App
10 2 (1.67%) Mobile Games
10 2 (1.67%) RIA
10 2 (1.67%) Smartphone
11 1 (0.83%) Handset
Operating Systems
1 20 (16.67%) Linux
2 18 (15.00%) Unix
3 10 (8.33%) Windows
4 5 (4.17%) Windows Server
5 2 (1.67%) Android
5 2 (1.67%) Apple iOS
Processes & Methodologies
1 40 (33.33%) Analytics
2 37 (30.83%) Data Modelling
3 36 (30.00%) Machine Learning
4 35 (29.17%) Agile Software Development
5 26 (21.67%) Business Intelligence
6 23 (19.17%) Mathematics
7 21 (17.50%) ETL
8 19 (15.83%) Data Analysis
8 19 (15.83%) Statistics
9 17 (14.17%) Scrum
9 17 (14.17%) Visualisation
10 15 (12.50%) Data Analytics
11 14 (11.67%) Data Visualisation
11 14 (11.67%) Statistical Analysis
12 11 (9.17%) Data Management
12 11 (9.17%) Predictive Analytics
12 11 (9.17%) TDD
13 10 (8.33%) Data Architecture
13 10 (8.33%) Data Governance
14 9 (7.50%) Artificial Intelligence
Programming Languages
1 59 (49.17%) SQL
2 42 (35.00%) Python
3 29 (24.17%) R
4 28 (23.33%) C++
4 28 (23.33%) Java
5 19 (15.83%) C
6 17 (14.17%) PL/SQL
7 16 (13.33%) Scala
8 7 (5.83%) T-SQL
9 6 (5.00%) Perl
10 5 (4.17%) C#
10 5 (4.17%) MATLAB
11 3 (2.50%) JavaScript
11 3 (2.50%) Shell Script
12 2 (1.67%) Groovy
13 1 (0.83%) VBA
Qualifications
1 41 (34.17%) Degree
2 19 (15.83%) PhD
3 6 (5.00%) Computer Science Degree
4 5 (4.17%) Numerate Degree
5 1 (0.83%) SC Cleared
5 1 (0.83%) Security Cleared
Quality Assurance & Compliance
1 12 (10.00%) Data Quality
2 8 (6.67%) QA
3 1 (0.83%) IFRS
3 1 (0.83%) IFRS 9
3 1 (0.83%) PMO
3 1 (0.83%) SLA
System Software
1 6 (5.00%) Active Directory
1 6 (5.00%) Oracle RAC
2 5 (4.17%) Docker
3 4 (3.33%) Hyper-V
3 4 (3.33%) VMware ESXi
Systems Management
1 5 (4.17%) Mesos
Vendors
1 26 (21.67%) Oracle
2 14 (11.67%) Microsoft
3 7 (5.83%) Intel
3 7 (5.83%) SAP
4 6 (5.00%) Perforce
5 5 (4.17%) Sophos
5 5 (4.17%) Teradata
6 4 (3.33%) Cadence
6 4 (3.33%) Tableau
7 3 (2.50%) Adobe
8 2 (1.67%) Alterian
8 2 (1.67%) Google
8 2 (1.67%) HubSpot
8 2 (1.67%) Marketo
8 2 (1.67%) Pardot
8 2 (1.67%) Siebel
9 1 (0.83%) IBM
9 1 (0.83%) Informatica
9 1 (0.83%) ServiceNow