Period
to 19 February 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 19 February 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > South East
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 428 460 419
Rank change year-on-year +32 -41 +103
Permanent jobs citing Data Mining 119 103 240
As % of all permanent IT jobs advertised in the South East 0.38% 0.33% 0.58%
As % of the Database & Business Intelligence category 1.20% 1.15% 1.77%
Number of salaries quoted 95 94 182
South East median annual salary £50,000 £46,500 £50,000
Median salary % change year-on-year +7.53% -7.00% +17.65%
10th Percentile £35,800 £31,250 £34,691
90th Percentile £74,500 £72,200 £73,500
England median annual salary £55,000 £52,500 £50,500
% change year-on-year +4.76% +3.96% +6.32%

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 9,952 8,936 13,564
As % of all permanent IT jobs advertised in the South East 31.62% 28.78% 32.88%
Number of salaries quoted 8,585 7,753 11,729
South East median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £28,000 £27,500
90th Percentile £65,000 £66,250 £63,750
England median annual salary £50,000 £47,500 £47,500
% 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 19 February 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 19 February 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 +72 75 £50,000 - 6
Berkshire +26 37 £50,000 -6.98%
Oxfordshire +16 33 £55,000 +10.00% 6
West Sussex +5 16 £54,000 +13.68% 5
Surrey -15 13 £73,750 +13.46% 1
Hampshire -48 7 £45,000 +12.50% 2
East Sussex - 6 £54,000 - 1
Buckinghamshire +6 5 £35,000 -44.00%
Kent +19 3 £47,500 +6.15%
Data Mining
England

For the 6 months to 19 February 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 59 (49.58%) SQL
2 46 (38.66%) Analytical Skills
3 45 (37.82%) Python
4 42 (35.29%) Analytics
5 39 (32.77%) Finance
6 35 (29.41%) Big Data
7 34 (28.57%) Degree
8 33 (27.73%) Data Modelling
9 32 (26.89%) R
9 32 (26.89%) Data Science
10 29 (24.37%) Machine Learning
11 28 (23.53%) Data Analysis
12 27 (22.69%) Hadoop
13 26 (21.85%) Oracle
14 25 (21.01%) C++
15 24 (20.17%) SQL Server
16 23 (19.33%) Agile Software Development
17 22 (18.49%) Windows
18 21 (17.65%) Mentoring
19 20 (16.81%) Apache Hive
19 20 (16.81%) Retail
20 18 (15.13%) Linux
20 18 (15.13%) Statistics
21 17 (14.29%) Java
21 17 (14.29%) PL/SQL
21 17 (14.29%) Algorithms
22 16 (13.45%) EPoS
22 16 (13.45%) Business Analysis
22 16 (13.45%) Service Management
22 16 (13.45%) Computer Science

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 13 (10.92%) Apache Spark
1 13 (10.92%) SAS
2 3 (2.52%) SharePoint
3 2 (1.68%) Apache Pig
3 2 (1.68%) BizTalk Server
3 2 (1.68%) SharePoint Server
Applications
1 9 (7.56%) Microsoft Excel
2 4 (3.36%) Microsoft PowerPoint
3 3 (2.52%) Microsoft Office
4 1 (0.84%) Microsoft Project
4 1 (0.84%) MS Visio
4 1 (0.84%) Spreadsheet
4 1 (0.84%) SPSS
Business Applications
1 4 (3.36%) SAP HR
2 3 (2.52%) Unica
3 1 (0.84%) FastStats
Cloud Services
1 6 (5.04%) Amazon AWS
1 6 (5.04%) SaaS
2 4 (3.36%) Microsoft Azure
2 4 (3.36%) SuccessFactors
3 2 (1.68%) Amazon S3
4 1 (0.84%) Adobe Analytics
4 1 (0.84%) IaaS
Communications & Networking
1 3 (2.52%) SMS
Database & Business Intelligence
1 35 (29.41%) Big Data
2 27 (22.69%) Hadoop
3 24 (20.17%) SQL Server
4 20 (16.81%) Apache Hive
5 11 (9.24%) Relational Database
6 9 (7.56%) SQL Server Integration Services
7 8 (6.72%) Data Lake
8 7 (5.88%) NoSQL
9 6 (5.04%) SQL Server 2016
10 5 (4.20%) BusinessObjects Business Intelligence
10 5 (4.20%) Data Warehouse
11 4 (3.36%) BusinessObjects
11 4 (3.36%) Oracle Database
11 4 (3.36%) Oracle Database 11g
11 4 (3.36%) SQL Server Analysis Services
11 4 (3.36%) SQL Server Reporting Services
12 3 (2.52%) HBase
12 3 (2.52%) MongoDB
12 3 (2.52%) MySQL
12 3 (2.52%) SAP BW
Development Applications
1 10 (8.40%) JIRA
1 10 (8.40%) TestRail
2 2 (1.68%) Visual Studio
3 1 (0.84%) TestLink
General
1 39 (32.77%) Finance
2 20 (16.81%) Retail
3 9 (7.56%) Marketing
4 5 (4.20%) Telecoms
5 3 (2.52%) French Language
5 3 (2.52%) German Language
5 3 (2.52%) Italian Language
5 3 (2.52%) Portuguese Language
5 3 (2.52%) Spanish Language
6 2 (1.68%) Law
7 1 (0.84%) Games
7 1 (0.84%) Publishing
Job Titles
1 43 (36.13%) Analyst
2 27 (22.69%) Data Scientist
3 20 (16.81%) Developer
4 10 (8.40%) Data Analyst
5 9 (7.56%) QA Leader
6 8 (6.72%) Service Analyst
6 8 (6.72%) SQL Analyst
6 8 (6.72%) Technical Analyst
7 7 (5.88%) Architect
7 7 (5.88%) Big Data Architect
7 7 (5.88%) Business Developer
7 7 (5.88%) Business Intelligence Developer
7 7 (5.88%) Data Architect
7 7 (5.88%) Data Engineer
7 7 (5.88%) Database Developer
7 7 (5.88%) Senior Data Scientist
7 7 (5.88%) SQL Data Analyst
8 6 (5.04%) Machine Learning Scientist
8 6 (5.04%) Systems Analyst
9 5 (4.20%) Big Data Solutions Architect
Libraries, Frameworks & Software Standards
1 9 (7.56%) scikit-learn
2 8 (6.72%) Pandas
2 8 (6.72%) Seaborn
2 8 (6.72%) XML
3 4 (3.36%) SAP Fiori
4 3 (2.52%) .NET
4 3 (2.52%) TensorFlow
5 2 (1.68%) Ajax
5 2 (1.68%) CSS
5 2 (1.68%) CSS3
5 2 (1.68%) D3.js
5 2 (1.68%) HTML
5 2 (1.68%) HTML5
5 2 (1.68%) jQuery
5 2 (1.68%) MDX
5 2 (1.68%) Vue (Vue.js)
6 1 (0.84%) ASP.NET Web API
6 1 (0.84%) MLlib
6 1 (0.84%) WCF
6 1 (0.84%) WPF
Miscellaneous
1 46 (38.66%) Analytical Skills
2 17 (14.29%) Algorithms
3 16 (13.45%) Computer Science
3 16 (13.45%) EPoS
4 14 (11.76%) Data Structures
5 10 (8.40%) Handset
6 7 (5.88%) Fintech
7 6 (5.04%) Management Information System
8 4 (3.36%) Client/Server
9 3 (2.52%) Data Centre
9 3 (2.52%) Virtual Team
10 2 (1.68%) Enterprise Software
10 2 (1.68%) Smartphone
10 2 (1.68%) User Experience
11 1 (0.84%) Driving Licence
11 1 (0.84%) Greenfield Project
11 1 (0.84%) Linux Command Line
11 1 (0.84%) Mobile Games
Operating Systems
1 22 (18.49%) Windows
2 18 (15.13%) Linux
3 12 (10.08%) Unix
4 5 (4.20%) Windows Server
Processes & Methodologies
1 42 (35.29%) Analytics
2 33 (27.73%) Data Modelling
3 32 (26.89%) Data Science
4 29 (24.37%) Machine Learning
5 28 (23.53%) Data Analysis
6 23 (19.33%) Agile Software Development
7 21 (17.65%) Mentoring
8 18 (15.13%) Statistics
9 16 (13.45%) Business Analysis
9 16 (13.45%) Service Management
10 15 (12.61%) Business Intelligence
11 14 (11.76%) Coaching
11 14 (11.76%) Data Analytics
11 14 (11.76%) Visualisation
12 13 (10.92%) Business Development
12 13 (10.92%) ETL
12 13 (10.92%) Mathematics
12 13 (10.92%) Service Delivery
13 11 (9.24%) Data Visualisation
13 11 (9.24%) Statistical Analysis
Programming Languages
1 59 (49.58%) SQL
2 45 (37.82%) Python
3 32 (26.89%) R
4 25 (21.01%) C++
5 17 (14.29%) Java
5 17 (14.29%) PL/SQL
6 14 (11.76%) C
7 11 (9.24%) T-SQL
8 7 (5.88%) Scala
9 5 (4.20%) C#
10 4 (3.36%) Perl
11 3 (2.52%) JavaScript
11 3 (2.52%) MATLAB
11 3 (2.52%) Shell Script
Qualifications
1 34 (28.57%) Degree
2 12 (10.08%) PhD
3 5 (4.20%) Computer Science Degree
3 5 (4.20%) Numerate Degree
4 1 (0.84%) Postgraduate
Quality Assurance & Compliance
1 12 (10.08%) Data Quality
2 11 (9.24%) QA
3 3 (2.52%) SLA
4 2 (1.68%) PMO
5 1 (0.84%) GDPR
System Software
1 9 (7.56%) Hyper-V
1 9 (7.56%) VMware ESXi
2 4 (3.36%) Oracle RAC
3 3 (2.52%) Active Directory
Systems Management
1 6 (5.04%) SCCM
2 1 (0.84%) MOM
Vendors
1 26 (21.85%) Oracle
2 10 (8.40%) SAP
2 10 (8.40%) ServiceNow
2 10 (8.40%) Sophos
3 9 (7.56%) Cadence
3 9 (7.56%) Microsoft
3 9 (7.56%) Tableau
4 5 (4.20%) Teradata
5 4 (3.36%) Perforce
6 3 (2.52%) Adobe
6 3 (2.52%) Capita
7 1 (0.84%) Alterian
7 1 (0.84%) IBM
7 1 (0.84%) Informatica