Period
to 25 July 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 25 July 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
25 Jul 2017
Same period 2016 Same period 2015
Rank 314 284 305
Rank change year-on-year -30 +21 +30
Permanent jobs citing Data Mining 60 54 60
As % of all permanent IT jobs advertised in the North West 0.46% 0.47% 0.45%
As % of the Database & Business Intelligence category 1.33% 1.48% 1.29%
Number of salaries quoted 49 40 33
North West median annual salary £42,500 £38,750 £45,000
Median salary % change year-on-year +9.68% -13.89% +36.36%
10th Percentile £29,000 £27,500 £23,300
90th Percentile £72,500 £51,375 £106,500
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

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 4516 3660 4647
As % of all permanent IT job vacancies advertised in the North West 34.51% 31.65% 35.11%
Number of salaries quoted 3848 3149 3926
North West median annual salary £40,000 £40,000 £40,000
10th Percentile £27,500 £26,250 £25,750
90th Percentile £61,250 £57,500 £53,375
England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +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 25 July 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 25 July 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 -33 38 £50,000 +25.00% 6
Cheshire -18 12 £44,250 +32.09% 7
Merseyside +3 8 £31,500 -10.00% 1
Data Mining
England

For the 6 months to 25 July 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 47 (78.33%) SQL
2 34 (56.67%) Analytics
3 26 (43.33%) SAS
4 24 (40.00%) Machine Learning
5 23 (38.33%) Big Data
5 23 (38.33%) Analytical Skills
5 23 (38.33%) Python
6 22 (36.67%) Hadoop
7 21 (35.00%) R
8 19 (31.67%) Data Analytics
9 18 (30.00%) Data Analysis
9 18 (30.00%) Mathematics
10 16 (26.67%) Business Intelligence
10 16 (26.67%) Data Modelling
10 16 (26.67%) Apache Hive
11 15 (25.00%) ETL
12 14 (23.33%) SQL Server
12 14 (23.33%) Statistics
13 13 (21.67%) Relational Database
14 12 (20.00%) Data Warehouse
15 11 (18.33%) Microsoft Excel
15 11 (18.33%) SPSS
15 11 (18.33%) Cluster Analysis
15 11 (18.33%) Apache Spark
16 10 (16.67%) Logistic Regression
16 10 (16.67%) SQL Server Reporting Services
16 10 (16.67%) Degree
16 10 (16.67%) Computer Science
16 10 (16.67%) Neural Network
16 10 (16.67%) MATLAB

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 26 (43.33%) SAS
2 11 (18.33%) Apache Spark
3 5 (8.33%) Apache Pig
4 2 (3.33%) Tomcat
5 1 (1.67%) SharePoint
Applications
1 11 (18.33%) Microsoft Excel
1 11 (18.33%) SPSS
2 5 (8.33%) Spreadsheet
3 4 (6.67%) S-PLUS
3 4 (6.67%) Stata
4 3 (5.00%) Microsoft PowerPoint
Cloud Services
1 1 (1.67%) Amazon AWS
1 1 (1.67%) Amazon S3
1 1 (1.67%) Google Cloud Platform
1 1 (1.67%) Office 365
Database & Business Intelligence
1 23 (38.33%) Big Data
2 22 (36.67%) Hadoop
3 16 (26.67%) Apache Hive
4 14 (23.33%) SQL Server
5 13 (21.67%) Relational Database
6 12 (20.00%) Data Warehouse
7 10 (16.67%) SQL Server Reporting Services
8 7 (11.67%) MySQL
9 6 (10.00%) Text Mining
10 4 (6.67%) Apache Cassandra
10 4 (6.67%) HBase
10 4 (6.67%) Impala
10 4 (6.67%) NoSQL
10 4 (6.67%) RDBMS
11 3 (5.00%) MongoDB
11 3 (5.00%) PostgreSQL
12 2 (3.33%) MS Access
12 2 (3.33%) SAS Enterprise Miner
12 2 (3.33%) SQL Server Analysis Services
12 2 (3.33%) SQL Server Integration Services
Development Applications
1 2 (3.33%) Talend Open Studio
2 1 (1.67%) Eclipse
2 1 (1.67%) JUnit
General
1 9 (15.00%) Marketing
2 8 (13.33%) Finance
3 6 (10.00%) Banking
4 5 (8.33%) Retail
5 4 (6.67%) Investment Banking
6 3 (5.00%) Advertising
7 2 (3.33%) Automotive
7 2 (3.33%) Legal
Job Titles
1 23 (38.33%) Data Scientist
2 17 (28.33%) Analyst
3 10 (16.67%) Developer
4 5 (8.33%) Business Intelligence Analyst
4 5 (8.33%) Data Analyst
5 4 (6.67%) Data Engineer
5 4 (6.67%) Insight Analyst
5 4 (6.67%) Senior Data Scientist
5 4 (6.67%) SQL Analyst
5 4 (6.67%) SQL Developer
6 3 (5.00%) Data Analytics Scientist
6 3 (5.00%) Data Warehouse Developer
6 3 (5.00%) Machine Learning Scientist
6 3 (5.00%) SQL Data Analyst
7 2 (3.33%) Java Developer
8 1 (1.67%) Analyst Developer
8 1 (1.67%) Database Developer
8 1 (1.67%) Java Software Engineer
8 1 (1.67%) Oracle DBA
8 1 (1.67%) Report Analyst
Libraries, Frameworks & Software Standards
1 6 (10.00%) Natural Language Processing
2 4 (6.67%) Web Services
3 3 (5.00%) CSS
4 2 (3.33%) HTML
4 2 (3.33%) HTML5
4 2 (3.33%) XML
5 1 (1.67%) AngularJS
5 1 (1.67%) AWT
5 1 (1.67%) CSS3
5 1 (1.67%) DOM
5 1 (1.67%) JAXB
5 1 (1.67%) JSON
5 1 (1.67%) JSP
5 1 (1.67%) Node.js
5 1 (1.67%) OSGi
5 1 (1.67%) POSIX
5 1 (1.67%) REST
5 1 (1.67%) SAX
5 1 (1.67%) Swing
5 1 (1.67%) XSLT
Miscellaneous
1 23 (38.33%) Analytical Skills
2 10 (16.67%) Computer Science
3 8 (13.33%) Algorithms
4 6 (10.00%) Management Information System
5 1 (1.67%) Augmented Reality
5 1 (1.67%) Clustering
5 1 (1.67%) Data Structures
5 1 (1.67%) Linux Command Line
5 1 (1.67%) Social Media
5 1 (1.67%) User Experience
Operating Systems
1 5 (8.33%) Linux
2 1 (1.67%) Debian
2 1 (1.67%) Unix
2 1 (1.67%) Windows
Processes & Methodologies
1 34 (56.67%) Analytics
2 24 (40.00%) Machine Learning
3 19 (31.67%) Data Analytics
4 18 (30.00%) Data Analysis
4 18 (30.00%) Mathematics
5 16 (26.67%) Business Intelligence
5 16 (26.67%) Data Modelling
6 15 (25.00%) ETL
7 14 (23.33%) Statistics
8 11 (18.33%) Cluster Analysis
9 10 (16.67%) Logistic Regression
9 10 (16.67%) Neural Network
10 9 (15.00%) Open Source
10 9 (15.00%) Predictive Modelling
10 9 (15.00%) Visualisation
11 8 (13.33%) Statistical Analysis
12 6 (10.00%) Agile Software Development
12 6 (10.00%) CHAID
12 6 (10.00%) Data Management
12 6 (10.00%) Stakeholder Management
Programming Languages
1 47 (78.33%) SQL
2 23 (38.33%) Python
3 21 (35.00%) R
4 10 (16.67%) MATLAB
5 5 (8.33%) Java
5 5 (8.33%) VB
6 4 (6.67%) JavaScript
7 3 (5.00%) C++
7 3 (5.00%) T-SQL
8 2 (3.33%) C#
8 2 (3.33%) Scala
9 1 (1.67%) C
9 1 (1.67%) Delphi
9 1 (1.67%) PL/SQL
9 1 (1.67%) Ruby
9 1 (1.67%) Shell Script
Qualifications
1 10 (16.67%) Degree
1 10 (16.67%) PhD
2 3 (5.00%) Master's Degree
3 2 (3.33%) Computer Science Degree
4 1 (1.67%) Microsoft Certification
4 1 (1.67%) Numerate Degree
Quality Assurance & Compliance
1 6 (10.00%) Data Quality
2 1 (1.67%) Actionable Recommendations
System Software
1 1 (1.67%) Oracle RAC
Vendors
1 8 (13.33%) Microsoft
2 5 (8.33%) Tableau
3 4 (6.67%) Splunk
3 4 (6.67%) Teradata
4 3 (5.00%) Google
5 2 (3.33%) Informatica
5 2 (3.33%) Oracle
5 2 (3.33%) Talend
5 2 (3.33%) Vertica
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Salary: £28000 - £35000 per annum + Benefits
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Cheshire
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