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

Data Mining
England > North West
6 months to
18 Aug 2018
Same period 2017 Same period 2016
Rank 323 317 285
Rank change year-on-year -6 -32 +25
Permanent jobs citing Data Mining 41 58 64
As % of all permanent IT jobs advertised in the North West 0.34% 0.44% 0.55%
As % of the Database & Business Intelligence category 1.05% 1.27% 1.72%
Number of salaries quoted 36 49 48
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -11.11%
10th Percentile £32,500 £29,000 £27,500
90th Percentile £59,375 £72,500 £53,250
England median annual salary £53,000 £55,000 £55,000
% change year-on-year -3.64% - +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 3,888 4,564 3,729
As % of all permanent IT jobs advertised in the North West 31.88% 34.57% 32.10%
Number of salaries quoted 3,364 3,884 3,229
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 £61,250 £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 18 August 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 August 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 +3 25 £45,000 +2.86% 7
Cheshire -10 9 £47,500 +7.34%
Merseyside +19 6 £43,750 +38.89% 2
Data Mining
England

For the 6 months to 18 August 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 28 (68.29%) SQL
2 19 (46.34%) Business Intelligence
3 14 (34.15%) Data Analysis
4 13 (31.71%) Analytics
5 12 (29.27%) Agile Software Development
6 11 (26.83%) Tableau
7 10 (24.39%) Microsoft
7 10 (24.39%) Data Science
8 9 (21.95%) Analytical Skills
8 9 (21.95%) Machine Learning
8 9 (21.95%) Python
8 9 (21.95%) Data Management
8 9 (21.95%) Visualisation
8 9 (21.95%) Statistics
9 8 (19.51%) Mathematics
9 8 (19.51%) Data Visualisation
9 8 (19.51%) SQL Server
10 7 (17.07%) R
10 7 (17.07%) Oracle
10 7 (17.07%) T-SQL
10 7 (17.07%) Stakeholder Management
10 7 (17.07%) Finance
10 7 (17.07%) QlikView
10 7 (17.07%) SQL Server Reporting Services
11 6 (14.63%) SQL Server Integration Services
11 6 (14.63%) Google
11 6 (14.63%) Teradata
11 6 (14.63%) Data Warehouse
11 6 (14.63%) Big Data
12 5 (12.20%) Data Analytics

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 4 (9.76%) SAS
2 1 (2.44%) Apache Pig
2 1 (2.44%) Apache Spark
Applications
1 5 (12.20%) Microsoft Excel
2 2 (4.88%) Spreadsheet
2 2 (4.88%) SPSS
3 1 (2.44%) Microsoft PowerPoint
3 1 (2.44%) Microsoft Project
3 1 (2.44%) SPSS Modeler
Business Applications
1 1 (2.44%) Oracle Receivables
Cloud Services
1 5 (12.20%) Amazon AWS
2 4 (9.76%) SaaS
3 3 (7.32%) Google Analytics
4 1 (2.44%) Google Tag Manager
Database & Business Intelligence
1 8 (19.51%) SQL Server
2 7 (17.07%) QlikView
2 7 (17.07%) SQL Server Reporting Services
3 6 (14.63%) Big Data
3 6 (14.63%) Data Warehouse
3 6 (14.63%) SQL Server Integration Services
4 4 (9.76%) Hadoop
5 3 (7.32%) Power BI
6 2 (4.88%) Apache Cassandra
6 2 (4.88%) BusinessObjects
6 2 (4.88%) BusinessObjects Business Intelligence
6 2 (4.88%) NoSQL
6 2 (4.88%) OLAP
6 2 (4.88%) Qlik Sense
7 1 (2.44%) Apache Hive
7 1 (2.44%) MongoDB
7 1 (2.44%) MS Access
7 1 (2.44%) Oracle BI EE
7 1 (2.44%) RDBMS
7 1 (2.44%) SQL Server 2008
Development Applications
1 3 (7.32%) Visual Studio
2 1 (2.44%) Git (software)
2 1 (2.44%) Subversion
General
1 7 (17.07%) Finance
2 3 (7.32%) Banking
3 2 (4.88%) Advertising
3 2 (4.88%) Electronics
3 2 (4.88%) Games
3 2 (4.88%) Local Government
4 1 (2.44%) Automotive
4 1 (2.44%) Legal
4 1 (2.44%) Retail
4 1 (2.44%) Telecoms
Job Titles
1 17 (41.46%) Analyst
2 8 (19.51%) Data Scientist
3 6 (14.63%) Data Analyst
3 6 (14.63%) Developer
4 4 (9.76%) Business Intelligence Analyst
4 4 (9.76%) Consultant
4 4 (9.76%) Insight Analyst
4 4 (9.76%) PHP Developer
4 4 (9.76%) Report Analyst
4 4 (9.76%) Senior Developer
4 4 (9.76%) Senior PHP Developer
5 3 (7.32%) Banking Analyst
5 3 (7.32%) Data Insight Analyst
5 3 (7.32%) Insight Data Analyst
5 3 (7.32%) Senior Analyst
5 3 (7.32%) Senior Insight Analyst
6 2 (4.88%) Business Consultant
6 2 (4.88%) Senior Data Scientist
6 2 (4.88%) Systems Support
6 2 (4.88%) Systems Support Analyst
Libraries, Frameworks & Software Standards
1 4 (9.76%) jQuery
1 4 (9.76%) Laravel
1 4 (9.76%) Node.js
1 4 (9.76%) React
2 2 (4.88%) .NET
3 1 (2.44%) Kafka
3 1 (2.44%) Natural Language Processing
3 1 (2.44%) NumPy
3 1 (2.44%) Pandas
3 1 (2.44%) SciPy
3 1 (2.44%) SQLAlchemy
3 1 (2.44%) Web Services
Miscellaneous
1 9 (21.95%) Analytical Skills
2 4 (9.76%) Greenfield Project
2 4 (9.76%) Management Information System
3 3 (7.32%) Algorithms
4 1 (2.44%) Computer Science
4 1 (2.44%) Mobile App
4 1 (2.44%) Replication
4 1 (2.44%) Social Gaming
Operating Systems
1 2 (4.88%) Linux
2 1 (2.44%) Unix
Processes & Methodologies
1 19 (46.34%) Business Intelligence
2 14 (34.15%) Data Analysis
3 13 (31.71%) Analytics
4 12 (29.27%) Agile Software Development
5 10 (24.39%) Data Science
6 9 (21.95%) Data Management
6 9 (21.95%) Machine Learning
6 9 (21.95%) Statistics
6 9 (21.95%) Visualisation
7 8 (19.51%) Data Visualisation
7 8 (19.51%) Mathematics
8 7 (17.07%) Stakeholder Management
9 5 (12.20%) Data Analytics
9 5 (12.20%) DevOps
9 5 (12.20%) ETL
10 4 (9.76%) Data Modelling
10 4 (9.76%) Predictive Modelling
10 4 (9.76%) Problem-Solving
11 3 (7.32%) Stakeholder Engagement
11 3 (7.32%) Waterfall
Programming Languages
1 28 (68.29%) SQL
2 9 (21.95%) Python
3 7 (17.07%) R
3 7 (17.07%) T-SQL
4 4 (9.76%) JavaScript
4 4 (9.76%) PHP
5 3 (7.32%) Java
5 3 (7.32%) Scala
6 2 (4.88%) C
6 2 (4.88%) C#
6 2 (4.88%) C++
7 1 (2.44%) VBA
Qualifications
1 5 (12.20%) Degree
2 3 (7.32%) PhD
3 1 (2.44%) Master's Degree
Quality Assurance & Compliance
1 1 (2.44%) Data Quality
Vendors
1 11 (26.83%) Tableau
2 10 (24.39%) Microsoft
3 7 (17.07%) Oracle
4 6 (14.63%) Google
4 6 (14.63%) Teradata
5 5 (12.20%) Cognos
6 4 (9.76%) SAP
7 2 (4.88%) Sage
7 2 (4.88%) Twitter
8 1 (2.44%) MicroStrategy
8 1 (2.44%) Splunk