Period
to 19 June 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 19 June 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
19 Jun 2018
Same period 2017 Same period 2016
Rank 317 307 294
Rank change year-on-year -10 -13 +37
Permanent jobs citing Data Mining 51 56 46
As % of all permanent IT jobs advertised in the North West 0.42% 0.44% 0.41%
As % of the Database & Business Intelligence category 1.22% 1.26% 1.29%
Number of salaries quoted 41 44 30
North West median annual salary £45,000 £40,000 £38,750
Median salary % change year-on-year +12.50% +3.23% -13.89%
10th Percentile £31,750 £29,000 £29,000
90th Percentile £60,000 £72,125 £53,000
England median annual salary £55,000 £55,000 £55,000

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 4,167 4,429 3,573
As % of all permanent IT jobs advertised in the North West 33.97% 34.65% 31.84%
Number of salaries quoted 3,550 3,781 3,105
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £65,000 £60,000 £57,500
England median annual salary £50,000 £47,500 £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 19 June 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 19 June 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 +17 30 £45,000 - 3
Cheshire -24 10 £48,750 +10.17% 3
Merseyside +15 9 £40,000 +26.98% 1
Lancashire -2 1 £33,500 +1.52%
Data Mining
England

For the 6 months to 19 June 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 36 (70.59%) SQL
2 22 (43.14%) Business Intelligence
3 18 (35.29%) Machine Learning
3 18 (35.29%) Analytical Skills
4 17 (33.33%) Data Science
4 17 (33.33%) Data Analysis
5 16 (31.37%) Python
5 16 (31.37%) Analytics
5 16 (31.37%) Tableau
6 14 (27.45%) Agile Software Development
7 13 (25.49%) Statistics
8 12 (23.53%) Visualisation
8 12 (23.53%) Mathematics
9 11 (21.57%) R
10 10 (19.61%) Data Visualisation
10 10 (19.61%) Data Analytics
10 10 (19.61%) Problem-Solving
10 10 (19.61%) SQL Server
11 9 (17.65%) Oracle
11 9 (17.65%) Microsoft Excel
11 9 (17.65%) Data Modelling
11 9 (17.65%) Microsoft
11 9 (17.65%) QlikView
12 8 (15.69%) Degree
12 8 (15.69%) SQL Server Reporting Services
12 8 (15.69%) Cognos
12 8 (15.69%) Teradata
13 7 (13.73%) Finance
13 7 (13.73%) Data Warehouse
13 7 (13.73%) Data Management

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 5 (9.80%) SAS
2 3 (5.88%) Apache Spark
3 2 (3.92%) Jupyter
4 1 (1.96%) Apache Pig
Applications
1 9 (17.65%) Microsoft Excel
2 2 (3.92%) Microsoft Office
2 2 (3.92%) Microsoft PowerPoint
2 2 (3.92%) Spreadsheet
3 1 (1.96%) SPSS
3 1 (1.96%) SPSS Modeler
Business Applications
1 2 (3.92%) SAP InfiniteInsight
2 1 (1.96%) Oracle Receivables
Cloud Services
1 7 (13.73%) Amazon AWS
2 4 (7.84%) SaaS
3 3 (5.88%) Google Analytics
4 1 (1.96%) Google Tag Manager
Database & Business Intelligence
1 10 (19.61%) SQL Server
2 9 (17.65%) QlikView
3 8 (15.69%) SQL Server Reporting Services
4 7 (13.73%) Data Warehouse
4 7 (13.73%) Hadoop
5 6 (11.76%) Big Data
5 6 (11.76%) Power BI
6 5 (9.80%) SQL Server Integration Services
7 4 (7.84%) Apache Cassandra
7 4 (7.84%) NoSQL
7 4 (7.84%) SQL Server Analysis Services
8 3 (5.88%) Enterprise Data Warehouse
8 3 (5.88%) HBase
8 3 (5.88%) MongoDB
8 3 (5.88%) SQL Server 2008
9 2 (3.92%) GIS
9 2 (3.92%) Oracle BI EE
9 2 (3.92%) SAS Enterprise Miner
9 2 (3.92%) SQL Server 2005
9 2 (3.92%) Text Mining
Development Applications
1 1 (1.96%) Git (software)
1 1 (1.96%) Oracle APEX
1 1 (1.96%) Subversion
General
1 7 (13.73%) Finance
2 6 (11.76%) Banking
3 3 (5.88%) Games
4 2 (3.92%) Advertising
4 2 (3.92%) Automotive
4 2 (3.92%) Electronics
4 2 (3.92%) Investment Banking
4 2 (3.92%) Law
5 1 (1.96%) Legal
5 1 (1.96%) Marketing
5 1 (1.96%) Retail
5 1 (1.96%) Telecoms
Job Titles
1 16 (31.37%) Analyst
2 13 (25.49%) Data Scientist
3 12 (23.53%) Developer
4 7 (13.73%) Senior Developer
5 4 (7.84%) Insight Analyst
5 4 (7.84%) PHP Developer
5 4 (7.84%) Report Analyst
5 4 (7.84%) Senior Data Scientist
5 4 (7.84%) Senior PHP Developer
6 3 (5.88%) Banking Analyst
6 3 (5.88%) Business Intelligence Analyst
6 3 (5.88%) Business Intelligence Developer
6 3 (5.88%) Customer Analyst
6 3 (5.88%) Customer Insight Analyst
6 3 (5.88%) Data Analyst
6 3 (5.88%) Senior Business Intelligence Developer
6 3 (5.88%) Teradata Developer
7 2 (3.92%) Support Analyst
7 2 (3.92%) Systems Support
7 2 (3.92%) Systems Support Analyst
Libraries, Frameworks & Software Standards
1 4 (7.84%) jQuery
1 4 (7.84%) Laravel
1 4 (7.84%) Node.js
1 4 (7.84%) React
2 2 (3.92%) .NET
2 2 (3.92%) Natural Language Processing
3 1 (1.96%) Kafka
3 1 (1.96%) NumPy
3 1 (1.96%) Pandas
3 1 (1.96%) SciPy
3 1 (1.96%) SQLAlchemy
3 1 (1.96%) Web Services
Miscellaneous
1 18 (35.29%) Analytical Skills
2 6 (11.76%) Algorithms
3 5 (9.80%) Management Information System
4 4 (7.84%) Greenfield Project
5 3 (5.88%) Computer Science
6 2 (3.92%) Analytical Mindset
6 2 (3.92%) Mobile App
6 2 (3.92%) Social Gaming
7 1 (1.96%) Replication
7 1 (1.96%) Self-Motivation
Operating Systems
1 2 (3.92%) Linux
1 2 (3.92%) Unix
Processes & Methodologies
1 22 (43.14%) Business Intelligence
2 18 (35.29%) Machine Learning
3 17 (33.33%) Data Analysis
3 17 (33.33%) Data Science
4 16 (31.37%) Analytics
5 14 (27.45%) Agile Software Development
6 13 (25.49%) Statistics
7 12 (23.53%) Mathematics
7 12 (23.53%) Visualisation
8 10 (19.61%) Data Analytics
8 10 (19.61%) Data Visualisation
8 10 (19.61%) Problem-Solving
9 9 (17.65%) Data Modelling
10 7 (13.73%) Data Management
10 7 (13.73%) Statistical Modelling
11 5 (9.80%) DevOps
11 5 (9.80%) Stakeholder Management
11 5 (9.80%) Waterfall
12 4 (7.84%) Neural Network
12 4 (7.84%) Scrum
Programming Languages
1 36 (70.59%) SQL
2 16 (31.37%) Python
3 11 (21.57%) R
4 6 (11.76%) Java
4 6 (11.76%) Scala
5 4 (7.84%) JavaScript
5 4 (7.84%) PHP
5 4 (7.84%) T-SQL
6 3 (5.88%) C
6 3 (5.88%) C++
7 2 (3.92%) C#
7 2 (3.92%) VBA
Qualifications
1 8 (15.69%) Degree
2 6 (11.76%) PhD
3 2 (3.92%) SAS Certification
4 1 (1.96%) Master's Degree
4 1 (1.96%) SC Cleared
4 1 (1.96%) Security Cleared
Quality Assurance & Compliance
1 1 (1.96%) Data Quality
Systems Management
1 2 (3.92%) Oozie
Vendors
1 16 (31.37%) Tableau
2 9 (17.65%) Microsoft
2 9 (17.65%) Oracle
3 8 (15.69%) Cognos
3 8 (15.69%) Teradata
4 6 (11.76%) Google
5 4 (7.84%) SAP
6 2 (3.92%) Cloudera
6 2 (3.92%) MicroStrategy
6 2 (3.92%) Sage
6 2 (3.92%) Twitter
7 1 (1.96%) Capita
7 1 (1.96%) Splunk