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 3 months to 23 April 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England / North West
3 months to
23 Apr 2017
Same period 2016 Same period 2015
Rank 230 224 245
Rank change year-on-year -6 +21  
Permanent jobs citing Data Mining 21 16 13
As % of all permanent IT jobs advertised in the North West 0.33% 0.28% 0.20%
As % of the Database & Business Intelligence category 0.96% 0.88% 0.57%
Number of salaries quoted 14 15 12
Median salary £37,500 £37,500 £40,000
Median salary % change year-on-year - -6.25%  
90% offered a salary of more than £30,000 £30,000 £22,000
10% offered a salary of more than £66,250 £56,000 £104,500
UK excluding London median salary £45,000 £41,000 £40,000
% change year-on-year +9.75% +2.50%  

Data Mining is in the database and business intelligence skills category. The next 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 and business intelligence skills.

Database & Business Intelligence Skills
North West
Permanent job vacancies with a requirement for database and business intelligence skills 2186 1813 2299
As % of all permanent IT job vacancies advertised in the North West 34.41% 31.64% 34.93%
Number of salaries quoted 1852 1558 1941
Median salary £40,000 £40,000 £40,000
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £60,000 £52,400 £52,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Data Mining
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing Data Mining as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

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 3 months to 23 April 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 3 months to 23 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -21 13 £43,750 +11.46% 5
Merseyside - 4 £31,500 -
Cheshire -7 3 - - 1
Data Mining
England

For the 6 months to 23 April 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 32 (59.26%) SQL
2 27 (50.00%) Analytics
3 23 (42.59%) Data Analytics
4 22 (40.74%) SQL Server
5 21 (38.89%) Python
6 20 (37.04%) SAS
6 20 (37.04%) Machine Learning
7 19 (35.19%) Business Intelligence
8 18 (33.33%) ETL
8 18 (33.33%) Statistics
8 18 (33.33%) Mathematics
8 18 (33.33%) R
9 17 (31.48%) Data Analysis
10 16 (29.63%) SQL Server Reporting Services
10 16 (29.63%) Computer Science
10 16 (29.63%) Microsoft Excel
11 15 (27.78%) Data Modelling
12 14 (25.93%) SQL Server Integration Services
12 14 (25.93%) Analytical Skills
13 13 (24.07%) Statistical Modelling
14 12 (22.22%) Stata
14 12 (22.22%) Cluster Analysis
14 12 (22.22%) VBA
14 12 (22.22%) Power BI
15 11 (20.37%) Data Warehouse
15 11 (20.37%) Neural Network
16 10 (18.52%) T-SQL
16 10 (18.52%) Bayesian Methods
16 10 (18.52%) Tableau
17 9 (16.67%) Stochastic Modelling

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 (37.04%) SAS
2 5 (9.26%) SharePoint
3 4 (7.41%) Apache Pig
3 4 (7.41%) Apache Spark
3 4 (7.41%) IIS
4 1 (1.85%) Tomcat
Applications
1 16 (29.63%) Microsoft Excel
2 12 (22.22%) Stata
3 4 (7.41%) SPSS
4 3 (5.56%) S-PLUS
4 3 (5.56%) Spreadsheet
Business Applications
1 2 (3.70%) Cognos Business Intelligence
Cloud Services
1 1 (1.85%) Microsoft Azure
1 1 (1.85%) Office 365
Database & Business Intelligence
1 22 (40.74%) SQL Server
2 16 (29.63%) SQL Server Reporting Services
3 14 (25.93%) SQL Server Integration Services
4 12 (22.22%) Power BI
5 11 (20.37%) Data Warehouse
6 9 (16.67%) Relational Database
7 6 (11.11%) Apache Hive
7 6 (11.11%) Hadoop
7 6 (11.11%) MySQL
8 5 (9.26%) Big Data
9 3 (5.56%) Apache Cassandra
9 3 (5.56%) HBase
9 3 (5.56%) MongoDB
9 3 (5.56%) MS Access
9 3 (5.56%) NoSQL
9 3 (5.56%) PostgreSQL
9 3 (5.56%) RDBMS
10 2 (3.70%) Impala
11 1 (1.85%) Enterprise Data Warehouse
11 1 (1.85%) KNIME
Development Applications
1 3 (5.56%) Talend Open Studio
General
1 9 (16.67%) Finance
2 4 (7.41%) Banking
3 2 (3.70%) Advertising
3 2 (3.70%) Investment Banking
3 2 (3.70%) Legal
3 2 (3.70%) Marketing
3 2 (3.70%) Retail
4 1 (1.85%) Automotive
Job Titles
1 22 (40.74%) Data Scientist
2 18 (33.33%) Analyst
3 14 (25.93%) SQL Analyst
4 13 (24.07%) Data Analyst
4 13 (24.07%) SQL Data Analyst
5 9 (16.67%) SQL Server Analyst
6 8 (14.81%) SSIS Analyst
6 8 (14.81%) SSRS Analyst
7 5 (9.26%) Developer
8 4 (7.41%) Architect
8 4 (7.41%) Business Architect
8 4 (7.41%) Senior Data Scientist
8 4 (7.41%) Systems Architect
9 3 (5.56%) Data Engineer
10 2 (3.70%) Business Intelligence Analyst
10 2 (3.70%) Data Warehouse Developer
10 2 (3.70%) ETL Analyst
10 2 (3.70%) Information Architect
10 2 (3.70%) Information Systems Architect
10 2 (3.70%) Report Analyst
Libraries, Frameworks & Software Standards
1 9 (16.67%) MDX
2 4 (7.41%) Web Services
3 3 (5.56%) Natural Language Processing
4 1 (1.85%) CSS
4 1 (1.85%) CSS3
4 1 (1.85%) HTML
4 1 (1.85%) HTML5
4 1 (1.85%) Node.js
4 1 (1.85%) POSIX
4 1 (1.85%) XML
Miscellaneous
1 16 (29.63%) Computer Science
2 14 (25.93%) Analytical Skills
3 5 (9.26%) Management Information System
4 3 (5.56%) Algorithms
5 1 (1.85%) User Experience
Operating Systems
1 5 (9.26%) Linux
2 2 (3.70%) Unix
3 1 (1.85%) Debian
3 1 (1.85%) Windows
Processes & Methodologies
1 27 (50.00%) Analytics
2 23 (42.59%) Data Analytics
3 20 (37.04%) Machine Learning
4 19 (35.19%) Business Intelligence
5 18 (33.33%) ETL
5 18 (33.33%) Mathematics
5 18 (33.33%) Statistics
6 17 (31.48%) Data Analysis
7 15 (27.78%) Data Modelling
8 13 (24.07%) Statistical Modelling
9 12 (22.22%) Cluster Analysis
10 11 (20.37%) Neural Network
11 10 (18.52%) Bayesian Methods
12 9 (16.67%) Neuroscience
12 9 (16.67%) Stochastic Modelling
13 7 (12.96%) Visualisation
14 5 (9.26%) Agile Software Development
14 5 (9.26%) E-Commerce
15 4 (7.41%) CRM
15 4 (7.41%) PRINCE2
Programming Languages
1 32 (59.26%) SQL
2 21 (38.89%) Python
3 18 (33.33%) R
4 12 (22.22%) VBA
5 10 (18.52%) T-SQL
6 6 (11.11%) MATLAB
7 4 (7.41%) C#
8 3 (5.56%) Java
8 3 (5.56%) VB
9 2 (3.70%) C++
9 2 (3.70%) JavaScript
10 1 (1.85%) Delphi
10 1 (1.85%) Shell Script
Qualifications
1 9 (16.67%) PhD
2 4 (7.41%) Degree
Quality Assurance & Compliance
1 4 (7.41%) Data Quality
Vendors
1 10 (18.52%) Tableau
2 5 (9.26%) Microsoft
3 4 (7.41%) JD Edwards
4 3 (5.56%) Informatica
4 3 (5.56%) Splunk
4 3 (5.56%) Talend
4 3 (5.56%) Teradata
4 3 (5.56%) Vertica
5 2 (3.70%) Cognos
5 2 (3.70%) Google
5 2 (3.70%) IBM
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