Period
to 21 January 2018

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 21 January 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
21 Jan 2018
Same period 2017 Same period 2016
Rank 316 270 321
Rank change year-on-year -46 +51 -18
Permanent jobs citing Data Mining 51 92 41
As % of all permanent IT jobs advertised in the North West 0.41% 0.75% 0.34%
As % of the Database & Business Intelligence category 1.25% 2.13% 1.02%
Number of salaries quoted 44 76 30
North West median annual salary £40,518 £40,000 £37,500
Median salary % change year-on-year +1.30% +6.67% -6.25%
10th Percentile £29,750 £27,500 £29,000
90th Percentile £85,750 £65,625 £45,800
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +11.11%

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 4,078 4,319 4,036
As % of all permanent IT jobs advertised in the North West 32.48% 35.20% 33.37%
Number of salaries quoted 3,420 3,763 3,508
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +4.63%
10th Percentile £27,725 £26,250 £26,675
90th Percentile £62,500 £59,500 £56,250
England median annual salary £50,000 £47,500 £46,000
% change year-on-year +5.26% +3.26% +2.22%

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 21 January 2018.

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 21 January 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
Manchester -33 22 £41,750 +4.38% 11
Cheshire -36 14 £47,500 +18.75% 1
Merseyside +30 9 £31,500 -10.00% 3
Lancashire -2 3 £33,500 +1.52%
Cumbria - 2 £40,036 -
Data Mining
England

For the 6 months to 21 January 2018, 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 (62.75%) SQL
2 24 (47.06%) Analytics
3 22 (43.14%) SQL Server
4 21 (41.18%) Python
4 21 (41.18%) Business Intelligence
5 20 (39.22%) Analytical Skills
6 19 (37.25%) Data Analysis
6 19 (37.25%) Degree
7 17 (33.33%) R
7 17 (33.33%) Machine Learning
8 16 (31.37%) Tableau
8 16 (31.37%) Big Data
8 16 (31.37%) Statistics
8 16 (31.37%) SQL Server Reporting Services
9 15 (29.41%) Mathematics
9 15 (29.41%) Data Warehouse
10 13 (25.49%) Agile Software Development
11 11 (21.57%) Finance
11 11 (21.57%) Microsoft Excel
11 11 (21.57%) Java
12 10 (19.61%) Hadoop
12 10 (19.61%) Visualisation
12 10 (19.61%) Power BI
12 10 (19.61%) ETL
13 9 (17.65%) SQL Server Integration Services
13 9 (17.65%) CRM
13 9 (17.65%) Apache Spark
13 9 (17.65%) Data Analytics
13 9 (17.65%) MongoDB
14 8 (15.69%) Data Visualisation

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 9 (17.65%) Apache Spark
2 8 (15.69%) SAS
3 3 (5.88%) Jupyter
4 2 (3.92%) Apache Pig
4 2 (3.92%) Confluence
Applications
1 11 (21.57%) Microsoft Excel
2 5 (9.80%) Spreadsheet
3 2 (3.92%) Microsoft Office
3 2 (3.92%) S-PLUS
3 2 (3.92%) SPSS
3 2 (3.92%) Stata
4 1 (1.96%) Chatbot
4 1 (1.96%) Microsoft PowerPoint
Business Applications
1 1 (1.96%) SAP InfiniteInsight
Cloud Services
1 7 (13.73%) Amazon AWS
2 6 (11.76%) Google Analytics
3 4 (7.84%) Amazon S3
4 2 (3.92%) Cloud Computing
5 1 (1.96%) Adobe Analytics
5 1 (1.96%) Google Cloud Platform
Database & Business Intelligence
1 22 (43.14%) SQL Server
2 16 (31.37%) Big Data
2 16 (31.37%) SQL Server Reporting Services
3 15 (29.41%) Data Warehouse
4 10 (19.61%) Hadoop
4 10 (19.61%) Power BI
5 9 (17.65%) MongoDB
5 9 (17.65%) SQL Server Integration Services
6 7 (13.73%) MySQL
6 7 (13.73%) QlikView
6 7 (13.73%) SQL Server Analysis Services
7 6 (11.76%) NoSQL
7 6 (11.76%) SQL Server 2016
8 5 (9.80%) Apache Cassandra
8 5 (9.80%) HBase
8 5 (9.80%) Qlik Sense
8 5 (9.80%) Snowflake Schema
9 4 (7.84%) Relational Database
10 3 (5.88%) Apache Zeppelin
10 3 (5.88%) Oracle BI EE
Development Applications
1 2 (3.92%) Eclipse
1 2 (3.92%) JIRA
1 2 (3.92%) JUnit
2 1 (1.96%) Oracle APEX
2 1 (1.96%) SQL Server Management Studio (SSMS)
General
1 11 (21.57%) Finance
2 6 (11.76%) Marketing
3 4 (7.84%) Banking
4 3 (5.88%) Automotive
4 3 (5.88%) Investment Banking
4 3 (5.88%) Law
5 2 (3.92%) Games
6 1 (1.96%) Electronics
6 1 (1.96%) Retail
Job Titles
1 15 (29.41%) Developer
2 13 (25.49%) Analyst
3 11 (21.57%) Data Scientist
4 10 (19.61%) Business Intelligence Developer
5 7 (13.73%) Data Analyst
6 5 (9.80%) SQL Analyst
7 4 (7.84%) Business Intelligence Lead
7 4 (7.84%) Lead Developer
7 4 (7.84%) SQL Data Analyst
8 3 (5.88%) DBA
8 3 (5.88%) Java Engineer
8 3 (5.88%) Java Software Engineer
8 3 (5.88%) Senior Business Intelligence Developer
8 3 (5.88%) Senior Data Scientist
8 3 (5.88%) Senior Developer
8 3 (5.88%) Software Engineer
8 3 (5.88%) SQL DBA
8 3 (5.88%) SQL Developer
8 3 (5.88%) SQL Server DBA
8 3 (5.88%) Teradata Developer
Libraries, Frameworks & Software Standards
1 4 (7.84%) REST
2 3 (5.88%) Natural Language Processing
3 2 (3.92%) AngularJS
3 2 (3.92%) AWT
3 2 (3.92%) CSS
3 2 (3.92%) DOM
3 2 (3.92%) HTML
3 2 (3.92%) HTML5
3 2 (3.92%) Java SE
3 2 (3.92%) Middleware
3 2 (3.92%) OSGi
3 2 (3.92%) SAX
3 2 (3.92%) Swing
3 2 (3.92%) SWT
3 2 (3.92%) Web Services
3 2 (3.92%) XML
3 2 (3.92%) XSLT
4 1 (1.96%) Apache Flex
Miscellaneous
1 20 (39.22%) Analytical Skills
2 7 (13.73%) Algorithms
3 5 (9.80%) Computer Science
3 5 (9.80%) Management Information System
4 3 (5.88%) Analytical Mindset
5 2 (3.92%) Augmented Reality
6 1 (1.96%) Mobile App
6 1 (1.96%) Online Games
6 1 (1.96%) Social Gaming
Operating Systems
1 4 (7.84%) Linux
2 3 (5.88%) Unix
3 2 (3.92%) Windows
Processes & Methodologies
1 24 (47.06%) Analytics
2 21 (41.18%) Business Intelligence
3 19 (37.25%) Data Analysis
4 17 (33.33%) Machine Learning
5 16 (31.37%) Statistics
6 15 (29.41%) Mathematics
7 13 (25.49%) Agile Software Development
8 10 (19.61%) ETL
8 10 (19.61%) Visualisation
9 9 (17.65%) CRM
9 9 (17.65%) Data Analytics
10 8 (15.69%) Data Modelling
10 8 (15.69%) Data Visualisation
10 8 (15.69%) Migration
11 7 (13.73%) Cluster Analysis
12 6 (11.76%) Data Migration
13 5 (9.80%) B2B
13 5 (9.80%) OO
13 5 (9.80%) Predictive Analytics
13 5 (9.80%) Stakeholder Engagement
Programming Languages
1 32 (62.75%) SQL
2 21 (41.18%) Python
3 17 (33.33%) R
4 11 (21.57%) Java
5 8 (15.69%) Scala
6 5 (9.80%) VB
7 4 (7.84%) MATLAB
7 4 (7.84%) Shell Script
8 3 (5.88%) C
9 2 (3.92%) C++
9 2 (3.92%) JavaScript
Qualifications
1 19 (37.25%) Degree
2 5 (9.80%) PhD
3 3 (5.88%) SC Cleared
3 3 (5.88%) Security Cleared
4 1 (1.96%) SAS Certification
Systems Management
1 3 (5.88%) Oozie
2 2 (3.92%) Nagios
Vendors
1 16 (31.37%) Tableau
2 8 (15.69%) Google
3 7 (13.73%) Microsoft
4 5 (9.80%) Salesforce.com
5 3 (5.88%) Cloudera
5 3 (5.88%) Cognos
5 3 (5.88%) MicroStrategy
5 3 (5.88%) SAP
5 3 (5.88%) Teradata
6 2 (3.92%) CA Agile Central
6 2 (3.92%) ParAccel
6 2 (3.92%) Splunk
6 2 (3.92%) Talend
6 2 (3.92%) Twitter
6 2 (3.92%) Vertica
7 1 (1.96%) Adobe
7 1 (1.96%) Apple
7 1 (1.96%) Oracle