Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 323 311 263
Rank change year-on-year -12 -48 +45
Permanent jobs citing Data Mining 33 55 94
As % of all permanent IT jobs advertised in the North West 0.28% 0.43% 0.77%
As % of the Database & Business Intelligence category 0.93% 1.28% 2.29%
Number of salaries quoted 28 49 69
North West median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -10.11%
10th Percentile £30,800 £29,600 £27,500
90th Percentile £61,125 £68,000 £63,750
England median annual salary £54,000 £55,000 £50,000
% change year-on-year -1.82% +10.00% -

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 3,543 4,306 4,098
As % of all permanent IT jobs advertised in the North West 30.12% 33.69% 33.62%
Number of salaries quoted 3,072 3,632 3,540
North West median annual salary £45,000 £42,081 £40,000
Median salary % change year-on-year +6.94% +5.20% -
10th Percentile £28,250 £27,500 £26,250
90th Percentile £67,500 £62,500 £58,750
England median annual salary £50,000 £50,000 £47,500
% 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 18 October 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 18 October 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 -18 20 £45,000 +12.50% 3
Cheshire -1 6 £45,000 - 3
Merseyside +5 5 £35,000 +11.11%
Lancashire +9 1 £30,000 -16.67% 1
Data Mining
England

For the 6 months to 18 October 2018, IT jobs citing Data Mining also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North West region with a requirement for Data Mining.

1 22 (66.67%) SQL
2 19 (57.58%) Business Intelligence
3 17 (51.52%) Analytics
4 11 (33.33%) Visualisation
4 11 (33.33%) Tableau
4 11 (33.33%) SQL Server Integration Services
5 10 (30.30%) SQL Server Reporting Services
5 10 (30.30%) Data Science
6 9 (27.27%) Data Warehouse
6 9 (27.27%) T-SQL
6 9 (27.27%) Python
6 9 (27.27%) Statistics
6 9 (27.27%) QlikView
7 8 (24.24%) Data Visualisation
7 8 (24.24%) Predictive Modelling
7 8 (24.24%) Microsoft
7 8 (24.24%) Data Analysis
7 8 (24.24%) Power BI
8 7 (21.21%) Analytical Skills
8 7 (21.21%) Agile Software Development
8 7 (21.21%) Stakeholder Management
8 7 (21.21%) ETL
8 7 (21.21%) R
8 7 (21.21%) Degree
8 7 (21.21%) Mathematics
8 7 (21.21%) Google
9 6 (18.18%) Machine Learning
9 6 (18.18%) Microsoft Excel
9 6 (18.18%) SQL Server
10 5 (15.15%) Java

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 3 (9.09%) SAS
2 1 (3.03%) Apache Spark
Applications
1 6 (18.18%) Microsoft Excel
2 3 (9.09%) SPSS
3 1 (3.03%) Microsoft Office
3 1 (3.03%) Microsoft PowerPoint
3 1 (3.03%) Microsoft Project
3 1 (3.03%) MS Visio
3 1 (3.03%) SPSS Modeler
Business Applications
1 1 (3.03%) Oracle Receivables
Cloud Services
1 2 (6.06%) Google Analytics
1 2 (6.06%) Google Tag Manager
2 1 (3.03%) Amazon AWS
Communications & Networking
1 2 (6.06%) DHCP
1 2 (6.06%) DNS
1 2 (6.06%) LAN
1 2 (6.06%) WAN
1 2 (6.06%) Wi-Fi
Database & Business Intelligence
1 11 (33.33%) SQL Server Integration Services
2 10 (30.30%) SQL Server Reporting Services
3 9 (27.27%) Data Warehouse
3 9 (27.27%) QlikView
4 8 (24.24%) Power BI
5 6 (18.18%) SQL Server
6 5 (15.15%) Hadoop
7 4 (12.12%) BusinessObjects
7 4 (12.12%) BusinessObjects Business Intelligence
7 4 (12.12%) Qlik Sense
8 3 (9.09%) Big Data
8 3 (9.09%) NoSQL
8 3 (9.09%) Relational Database
9 2 (6.06%) MongoDB
10 1 (3.03%) Amazon RDS
10 1 (3.03%) Data Lake
10 1 (3.03%) PostgreSQL
10 1 (3.03%) PowerPivot
10 1 (3.03%) SAS EBI
10 1 (3.03%) Spotfire
Development Applications
1 3 (9.09%) Visual Studio
2 1 (3.03%) Git (software)
2 1 (3.03%) Subversion
General
1 4 (12.12%) Finance
1 4 (12.12%) Local Government
2 2 (6.06%) Advertising
2 2 (6.06%) Games
3 1 (3.03%) Banking
3 1 (3.03%) Investment Banking
3 1 (3.03%) Law
3 1 (3.03%) Legal
3 1 (3.03%) Marketing
3 1 (3.03%) Retail
Job Titles
1 11 (33.33%) Analyst
2 8 (24.24%) Data Scientist
3 5 (15.15%) Consultant
3 5 (15.15%) Data Analyst
3 5 (15.15%) Insight Analyst
4 4 (12.12%) Business Consultant
4 4 (12.12%) Business Intelligence Consultant
4 4 (12.12%) Developer
4 4 (12.12%) Senior Data Scientist
5 3 (9.09%) Analytics Manager
5 3 (9.09%) Business Intelligence Analyst
5 3 (9.09%) Data Insight Analyst
5 3 (9.09%) Insight Data Analyst
5 3 (9.09%) Senior Analyst
5 3 (9.09%) Senior Insight Analyst
6 2 (6.06%) SQL Developer
7 1 (3.03%) ETL Developer
7 1 (3.03%) Report Analyst
7 1 (3.03%) Risk Analyst
7 1 (3.03%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 1 (3.03%) CSS
1 1 (3.03%) HTML
1 1 (3.03%) jQuery
1 1 (3.03%) Natural Language Processing
1 1 (3.03%) Web Services
Miscellaneous
1 7 (21.21%) Analytical Skills
2 3 (9.09%) Computer Science
3 1 (3.03%) Fintech
3 1 (3.03%) Mobile App
3 1 (3.03%) Replication
3 1 (3.03%) Self-Motivation
3 1 (3.03%) Social Gaming
3 1 (3.03%) User Experience
Operating Systems
1 2 (6.06%) Windows
Processes & Methodologies
1 19 (57.58%) Business Intelligence
2 17 (51.52%) Analytics
3 11 (33.33%) Visualisation
4 10 (30.30%) Data Science
5 9 (27.27%) Statistics
6 8 (24.24%) Data Analysis
6 8 (24.24%) Data Visualisation
6 8 (24.24%) Predictive Modelling
7 7 (21.21%) Agile Software Development
7 7 (21.21%) ETL
7 7 (21.21%) Mathematics
7 7 (21.21%) Stakeholder Management
8 6 (18.18%) Machine Learning
9 4 (12.12%) Actionable Insight
9 4 (12.12%) Data Analytics
9 4 (12.12%) Decision-Making
9 4 (12.12%) PRINCE
10 3 (9.09%) Data Management
10 3 (9.09%) Economics
10 3 (9.09%) Scrum
Programming Languages
1 22 (66.67%) SQL
2 9 (27.27%) Python
2 9 (27.27%) T-SQL
3 7 (21.21%) R
4 5 (15.15%) Java
5 4 (12.12%) Scala
6 1 (3.03%) JavaScript
6 1 (3.03%) VBA
Qualifications
1 7 (21.21%) Degree
2 3 (9.09%) PhD
3 1 (3.03%) Master's Degree
Vendors
1 11 (33.33%) Tableau
2 8 (24.24%) Microsoft
3 7 (21.21%) Google
4 4 (12.12%) SAP
5 3 (9.09%) Oracle
6 2 (6.06%) Twitter
7 1 (3.03%) Alteryx
7 1 (3.03%) Cognos
7 1 (3.03%) Lavastorm
7 1 (3.03%) WorldPay