Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
South East > Berkshire
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 228 283 300
Rank change year-on-year +55 +17 +19
Permanent jobs citing Data Mining 28 28 37
As % of all permanent IT jobs advertised in Berkshire 0.45% 0.32% 0.33%
As % of the Database & Business Intelligence category 1.55% 1.29% 1.19%
Number of salaries quoted 19 27 32
Berkshire median annual salary £65,000 £62,500 £45,000
Median salary % change year-on-year +4.00% +38.89% -10.00%
10th Percentile £40,400 £39,600 £37,750
90th Percentile £75,000 £83,750 £61,675
South East median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +6.38%

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 Berkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Berkshire
Permanent vacancies with a requirement for database or business intelligence skills 1808 2175 3100
As % of all permanent IT jobs advertised in Berkshire 29.00% 25.12% 28.05%
Number of salaries quoted 1560 1865 2576
Berkshire median annual salary £47,500 £48,500 £47,500
Median salary % change year-on-year -2.06% +2.11% +9.20%
10th Percentile £28,500 £30,500 £31,250
90th Percentile £71,000 £68,750 £67,500
South East median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% +3.61%

Data Mining
Job Vacancy Trend in Berkshire

Job postings citing Data Mining as a percentage of all IT jobs advertised in Berkshire.

Job vacancy trend for Data Mining in Berkshire

Data Mining
Salary Trend in Berkshire

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

Salary trend for Data Mining in Berkshire

Data Mining
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Data Mining in Berkshire over the 6 months to 19 November 2017.

Salary histogram for Data Mining in Berkshire

Data Mining
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Berkshire region over the 6 months to 19 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
Newbury - 6 £42,500 -
Reading +30 5 £75,000 +66.67%
Maidenhead +25 4 - -
Slough +2 4 £65,000 -13.33%
Windsor +17 2 £50,000 +38.89%
Data Mining
South East

For the 6 months to 19 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 Berkshire region with a requirement for Data Mining.

1 23 (82.14%) SQL
2 17 (60.71%) SAS
3 15 (53.57%) Finance
4 13 (46.43%) Analytics
5 12 (42.86%) Business Intelligence
6 11 (39.29%) Telecoms
6 11 (39.29%) Retail
6 11 (39.29%) Predictive Analytics
7 10 (35.71%) Mathematics
7 10 (35.71%) Statistics
7 10 (35.71%) Python
7 10 (35.71%) Machine Learning
7 10 (35.71%) Algorithms
8 9 (32.14%) Analytical Skills
9 8 (28.57%) Actionable Insight
9 8 (28.57%) R
10 7 (25.00%) Big Data
10 7 (25.00%) Intel
10 7 (25.00%) Degree
11 6 (21.43%) Unix
11 6 (21.43%) Data Structures
12 5 (17.86%) Complexity Analysis
12 5 (17.86%) Decision Tree
12 5 (17.86%) Perl
12 5 (17.86%) PhD
12 5 (17.86%) C#
12 5 (17.86%) C++
12 5 (17.86%) Java
12 5 (17.86%) Operations Research
12 5 (17.86%) Neural Network

Data Mining
Co-occurring IT Skills in Berkshire 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 17 (60.71%) SAS
2 2 (7.14%) Apache Pig
3 1 (3.57%) Apache Spark
3 1 (3.57%) SharePoint
Business Applications
1 3 (10.71%) Unica
Cloud Services
1 1 (3.57%) Amazon AWS
1 1 (3.57%) Amazon S3
1 1 (3.57%) Cortana Intelligence Suite
1 1 (3.57%) Microsoft Azure
Communications & Networking
1 3 (10.71%) SMS
Database & Business Intelligence
1 7 (25.00%) Big Data
2 4 (14.29%) Hadoop
2 4 (14.29%) MySQL
3 3 (10.71%) Data Warehouse
3 3 (10.71%) KNIME
3 3 (10.71%) Microsoft Analysis Services
3 3 (10.71%) SQL Server
3 3 (10.71%) SQL Server Analysis Services
3 3 (10.71%) SQL Server Integration Services
3 3 (10.71%) SQL Server Reporting Services
4 2 (7.14%) Apache Hive
4 2 (7.14%) Data Mart
4 2 (7.14%) Relational Database
5 1 (3.57%) Azure SQL Database
5 1 (3.57%) Data Lake
5 1 (3.57%) MongoDB
5 1 (3.57%) PostgreSQL
5 1 (3.57%) Power BI
5 1 (3.57%) RDBMS
Development Applications
1 2 (7.14%) Visual Studio
General
1 15 (53.57%) Finance
2 11 (39.29%) Retail
2 11 (39.29%) Telecoms
3 3 (10.71%) Marketing
4 1 (3.57%) Automotive
Job Titles
1 11 (39.29%) Analyst
2 10 (35.71%) Data Scientist
3 7 (25.00%) Business Intelligence Analyst
4 4 (14.29%) Data Insight Analyst
4 4 (14.29%) Developer
4 4 (14.29%) Insight Analyst
4 4 (14.29%) Insight Data Analyst
5 3 (10.71%) Development Specialist
6 2 (7.14%) Front End Developer (Client-Side Developer)
6 2 (7.14%) JavaScript Developer
6 2 (7.14%) SQL Server Developer
7 1 (3.57%) Business Consultant
7 1 (3.57%) Business Intelligence Business Analyst
7 1 (3.57%) Business Intelligence Specialist
7 1 (3.57%) CRM Specialist
7 1 (3.57%) Data Engineer
7 1 (3.57%) Development Analyst
7 1 (3.57%) Microsoft BI Consultant
7 1 (3.57%) Operations Analyst
7 1 (3.57%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 2 (7.14%) Ajax
1 2 (7.14%) CSS
1 2 (7.14%) CSS3
1 2 (7.14%) D3.js
1 2 (7.14%) HTML
1 2 (7.14%) HTML5
1 2 (7.14%) jQuery
1 2 (7.14%) MDX
1 2 (7.14%) Vue (Vue.js)
2 1 (3.57%) WAP
Miscellaneous
1 10 (35.71%) Algorithms
2 9 (32.14%) Analytical Skills
3 6 (21.43%) Data Structures
4 5 (17.86%) Computer Science
5 3 (10.71%) Linux Command Line
6 2 (7.14%) Enterprise Software
6 2 (7.14%) Smartphone
6 2 (7.14%) User Experience
Operating Systems
1 6 (21.43%) Unix
Processes & Methodologies
1 13 (46.43%) Analytics
2 12 (42.86%) Business Intelligence
3 11 (39.29%) Predictive Analytics
4 10 (35.71%) Machine Learning
4 10 (35.71%) Mathematics
4 10 (35.71%) Statistics
5 8 (28.57%) Actionable Insight
6 5 (17.86%) Cluster Analysis
6 5 (17.86%) Complexity Analysis
6 5 (17.86%) Decision Tree
6 5 (17.86%) Logistic Regression
6 5 (17.86%) Neural Network
6 5 (17.86%) Operations Research
7 4 (14.29%) Agile Software Development
7 4 (14.29%) ETL
7 4 (14.29%) Predictive Modelling
8 3 (10.71%) CRM
8 3 (10.71%) Data Modelling
8 3 (10.71%) Mentoring
9 2 (7.14%) Scrum
Programming Languages
1 23 (82.14%) SQL
2 10 (35.71%) Python
3 8 (28.57%) R
4 5 (17.86%) C#
4 5 (17.86%) C++
4 5 (17.86%) Java
4 5 (17.86%) Perl
5 3 (10.71%) MATLAB
5 3 (10.71%) Shell Script
6 2 (7.14%) JavaScript
6 2 (7.14%) T-SQL
7 1 (3.57%) Scala
Qualifications
1 7 (25.00%) Degree
2 5 (17.86%) PhD
3 4 (14.29%) Numerate Degree
4 1 (3.57%) SC Cleared
4 1 (3.57%) Security Cleared
Quality Assurance & Compliance
1 2 (7.14%) Data Quality
Vendors
1 7 (25.00%) Intel
2 4 (14.29%) Oracle
3 3 (10.71%) Microsoft
3 3 (10.71%) Teradata
4 1 (3.57%) IBM
4 1 (3.57%) Informatica
4 1 (3.57%) Tableau