Period
to 23 October 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 23 October 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
23 Oct 2017
Same period 2016 Same period 2015
Rank 301 271 308
Rank change year-on-year -30 +37 -14
Permanent jobs citing Data Mining 55 95 63
As % of all permanent IT jobs advertised in the North West 0.43% 0.78% 0.48%
As % of the Database & Business Intelligence category 1.26% 2.32% 1.37%
Number of salaries quoted 49 70 34
North West median annual salary £40,000 £40,000 £44,500
Median salary % change year-on-year - -10.11% +18.67%
10th Percentile £29,750 £27,500 £31,800
90th Percentile £68,000 £63,750 £66,250
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 North West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North West
Permanent vacancies with a requirement for database or business intelligence skills 4350 4094 4584
As % of all permanent IT jobs advertised in the North West 33.77% 33.73% 35.05%
Number of salaries quoted 3672 3543 3913
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £61,250 £58,750 £55,000
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 North West

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

Job vacancy trend for Data Mining in the North West

Data Mining
Salary Trend in the North West

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

Salary trend for Data Mining in the North West

Data Mining
Salary Histogram in the North West

The salary distribution of IT jobs citing Data Mining in the North West over the 6 months to 23 October 2017.

Salary histogram for Data Mining in the North West

Data Mining
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the North West region over the 6 months to 23 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
Manchester -41 31 £40,500 +1.25% 3
Cheshire -32 12 £45,000 +38.46% 1
Merseyside +10 9 £31,500 -10.00%
Lancashire -5 2 £36,000 -72.31%
Data Mining
England

For the 6 months to 23 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 North West region with a requirement for Data Mining.

1 39 (70.91%) SQL
2 33 (60.00%) Analytics
3 24 (43.64%) Big Data
4 23 (41.82%) Data Analysis
5 20 (36.36%) SAS
5 20 (36.36%) Hadoop
5 20 (36.36%) Analytical Skills
6 19 (34.55%) R
6 19 (34.55%) Machine Learning
6 19 (34.55%) Data Analytics
6 19 (34.55%) Python
7 18 (32.73%) Business Intelligence
8 17 (30.91%) SQL Server
9 15 (27.27%) Mathematics
10 14 (25.45%) Apache Hive
10 14 (25.45%) Microsoft Excel
11 13 (23.64%) SQL Server Reporting Services
11 13 (23.64%) Statistics
12 11 (20.00%) Cluster Analysis
12 11 (20.00%) Data Modelling
12 11 (20.00%) Microsoft
12 11 (20.00%) Relational Database
12 11 (20.00%) Apache Spark
13 10 (18.18%) Open Source
13 10 (18.18%) SPSS
13 10 (18.18%) Degree
14 9 (16.36%) Marketing
14 9 (16.36%) Neural Network
14 9 (16.36%) ETL
14 9 (16.36%) Data Warehouse

Data Mining
Co-occurring IT Skills in the North West 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 20 (36.36%) SAS
2 11 (20.00%) Apache Spark
3 5 (9.09%) Apache Pig
4 1 (1.82%) Tomcat
Applications
1 14 (25.45%) Microsoft Excel
2 10 (18.18%) SPSS
3 8 (14.55%) Spreadsheet
4 4 (7.27%) S-PLUS
4 4 (7.27%) Stata
5 3 (5.45%) Microsoft PowerPoint
6 1 (1.82%) Microsoft Office
Cloud Services
1 1 (1.82%) Adobe Analytics
1 1 (1.82%) Amazon AWS
1 1 (1.82%) Amazon S3
1 1 (1.82%) Cloud Computing
1 1 (1.82%) Google Analytics
1 1 (1.82%) Google Cloud Platform
Database & Business Intelligence
1 24 (43.64%) Big Data
2 20 (36.36%) Hadoop
3 17 (30.91%) SQL Server
4 14 (25.45%) Apache Hive
5 13 (23.64%) SQL Server Reporting Services
6 11 (20.00%) Relational Database
7 9 (16.36%) Data Warehouse
7 9 (16.36%) MySQL
8 6 (10.91%) Text Mining
9 4 (7.27%) Apache Cassandra
9 4 (7.27%) HBase
9 4 (7.27%) NoSQL
9 4 (7.27%) RDBMS
10 2 (3.64%) Impala
10 2 (3.64%) MongoDB
10 2 (3.64%) SQL Server Analysis Services
11 1 (1.82%) BigQuery
11 1 (1.82%) KNIME
11 1 (1.82%) PowerPivot
11 1 (1.82%) SQL Server 2016
Development Applications
1 3 (5.45%) Eclipse
1 3 (5.45%) JUnit
2 1 (1.82%) SQL Server Management Studio (SSMS)
2 1 (1.82%) Talend Open Studio
General
1 9 (16.36%) Marketing
2 8 (14.55%) Finance
3 7 (12.73%) Retail
4 4 (7.27%) Automotive
5 2 (3.64%) Banking
5 2 (3.64%) Investment Banking
6 1 (1.82%) Advertising
6 1 (1.82%) Electronics
Job Titles
1 19 (34.55%) Analyst
2 18 (32.73%) Data Scientist
3 11 (20.00%) Developer
4 9 (16.36%) Data Analyst
5 7 (12.73%) SQL Developer
6 4 (7.27%) Business Intelligence Analyst
6 4 (7.27%) SQL Analyst
6 4 (7.27%) SQL Data Analyst
7 3 (5.45%) Business Intelligence Developer
7 3 (5.45%) Data Engineer
7 3 (5.45%) Insight Analyst
7 3 (5.45%) Java Engineer
7 3 (5.45%) Java Software Engineer
7 3 (5.45%) Junior
7 3 (5.45%) Junior Java Software Engineer
7 3 (5.45%) Junior Software Engineer
7 3 (5.45%) Machine Learning Scientist
7 3 (5.45%) Report Developer
7 3 (5.45%) Software Engineer
8 2 (3.64%) DBA
Libraries, Frameworks & Software Standards
1 6 (10.91%) Natural Language Processing
2 4 (7.27%) CSS
3 3 (5.45%) AngularJS
3 3 (5.45%) AWT
3 3 (5.45%) DOM
3 3 (5.45%) HTML
3 3 (5.45%) HTML5
3 3 (5.45%) Java SE
3 3 (5.45%) OSGi
3 3 (5.45%) REST
3 3 (5.45%) SAX
3 3 (5.45%) Swing
3 3 (5.45%) SWT
3 3 (5.45%) Web Services
3 3 (5.45%) XML
3 3 (5.45%) XSLT
4 1 (1.82%) Hibernate
4 1 (1.82%) JSON
4 1 (1.82%) Spring
4 1 (1.82%) Spring MVC
Miscellaneous
1 20 (36.36%) Analytical Skills
2 8 (14.55%) Management Information System
3 6 (10.91%) Algorithms
3 6 (10.91%) Computer Science
4 3 (5.45%) Augmented Reality
5 1 (1.82%) Clustering
5 1 (1.82%) Data Structures
5 1 (1.82%) Linux Command Line
5 1 (1.82%) Social Media
Operating Systems
1 3 (5.45%) Linux
Processes & Methodologies
1 33 (60.00%) Analytics
2 23 (41.82%) Data Analysis
3 19 (34.55%) Data Analytics
3 19 (34.55%) Machine Learning
4 18 (32.73%) Business Intelligence
5 15 (27.27%) Mathematics
6 13 (23.64%) Statistics
7 11 (20.00%) Cluster Analysis
7 11 (20.00%) Data Modelling
8 10 (18.18%) Open Source
9 9 (16.36%) CRM
9 9 (16.36%) ETL
9 9 (16.36%) Neural Network
10 8 (14.55%) B2B
10 8 (14.55%) Logistic Regression
11 7 (12.73%) Agile Software Development
11 7 (12.73%) Predictive Modelling
11 7 (12.73%) Visualisation
12 6 (10.91%) Stakeholder Management
12 6 (10.91%) Statistical Analysis
Programming Languages
1 39 (70.91%) SQL
2 19 (34.55%) Python
2 19 (34.55%) R
3 8 (14.55%) MATLAB
3 8 (14.55%) VB
4 7 (12.73%) Java
5 4 (7.27%) JavaScript
6 3 (5.45%) T-SQL
7 2 (3.64%) C++
7 2 (3.64%) Scala
7 2 (3.64%) Shell Script
8 1 (1.82%) C
8 1 (1.82%) PL/SQL
8 1 (1.82%) Ruby
Qualifications
1 10 (18.18%) Degree
2 5 (9.09%) PhD
3 1 (1.82%) Master's Degree
3 1 (1.82%) Microsoft Certification
3 1 (1.82%) Numerate Degree
Quality Assurance & Compliance
1 3 (5.45%) Data Quality
2 1 (1.82%) Actionable Recommendations
System Software
1 1 (1.82%) Oracle RAC
Vendors
1 11 (20.00%) Microsoft
2 8 (14.55%) Tableau
3 4 (7.27%) Splunk
4 2 (3.64%) Google
4 2 (3.64%) Oracle
4 2 (3.64%) Teradata
5 1 (1.82%) Adobe
5 1 (1.82%) Cognos
5 1 (1.82%) ParAccel
5 1 (1.82%) Talend
5 1 (1.82%) Vertica