Period
to 16 January 2019

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 16 January 2019 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 293 322 273
Rank change year-on-year +29 -49 +39
Permanent jobs citing Data Mining 42 48 93
As % of all permanent IT jobs advertised in the North West 0.40% 0.38% 0.76%
As % of the Database & Business Intelligence category 1.33% 1.17% 2.15%
Number of salaries quoted 40 43 77
North West median annual salary £40,000 £40,036 £40,000
Median salary % change year-on-year -0.09% +0.09% +6.67%
10th Percentile £29,675 £29,750 £27,500
90th Percentile £63,750 £88,000 £65,250
England median annual salary £60,000 £55,000 £50,000
% change year-on-year +9.09% +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 3,167 4,112 4,331
As % of all permanent IT jobs advertised in the North West 29.85% 32.43% 35.38%
Number of salaries quoted 2,728 3,458 3,773
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £30,000 £27,500 £26,250
90th Percentile £70,000 £62,500 £58,750
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +3.26%

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 16 January 2019.

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 16 January 2019. 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 +24 34 £43,500 +6.10% 5
Cheshire +26 5 £31,250 -34.21%
Merseyside 0 2 £31,250 -0.79% 1
Lancashire +3 1 £30,000 -10.45%
Data Mining
England

For the 6 months to 16 January 2019, 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 27 (64.29%) SQL
2 24 (57.14%) Business Intelligence
3 21 (50.00%) Degree
4 20 (47.62%) SQL Server Integration Services
4 20 (47.62%) SQL Server
5 19 (45.24%) Data Warehouse
5 19 (45.24%) Predictive Modelling
5 19 (45.24%) Analytics
6 16 (38.10%) SQL Server Reporting Services
7 15 (35.71%) QlikView
7 15 (35.71%) T-SQL
7 15 (35.71%) Power BI
8 14 (33.33%) Data Science
8 14 (33.33%) Microsoft
8 14 (33.33%) Finance
9 13 (30.95%) Python
10 12 (28.57%) Agile Software Development
10 12 (28.57%) Mathematics
10 12 (28.57%) Data Analysis
10 12 (28.57%) Statistics
10 12 (28.57%) Qlik Sense
11 11 (26.19%) BusinessObjects Business Intelligence
11 11 (26.19%) Local Government
11 11 (26.19%) Marketing
11 11 (26.19%) R
11 11 (26.19%) Microsoft Excel
11 11 (26.19%) SAP
11 11 (26.19%) BusinessObjects
11 11 (26.19%) PRINCE
12 9 (21.43%) Machine Learning

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 7 (16.67%) SAS
2 5 (11.90%) Apache Spark
3 4 (9.52%) Apache Pig
Applications
1 11 (26.19%) Microsoft Excel
2 6 (14.29%) SPSS
3 2 (4.76%) Microsoft PowerPoint
3 2 (4.76%) Microsoft Project
3 2 (4.76%) S-PLUS
3 2 (4.76%) Stata
4 1 (2.38%) Microsoft Office
4 1 (2.38%) MS Visio
Cloud Services
1 3 (7.14%) Amazon AWS
2 2 (4.76%) Google Tag Manager
3 1 (2.38%) Microsoft Azure
Communications & Networking
1 2 (4.76%) DHCP
1 2 (4.76%) DNS
1 2 (4.76%) LAN
1 2 (4.76%) WAN
1 2 (4.76%) Wi-Fi
Database & Business Intelligence
1 20 (47.62%) SQL Server
1 20 (47.62%) SQL Server Integration Services
2 19 (45.24%) Data Warehouse
3 16 (38.10%) SQL Server Reporting Services
4 15 (35.71%) Power BI
4 15 (35.71%) QlikView
5 12 (28.57%) Qlik Sense
6 11 (26.19%) BusinessObjects
6 11 (26.19%) BusinessObjects Business Intelligence
7 7 (16.67%) Relational Database
8 6 (14.29%) Hadoop
8 6 (14.29%) NoSQL
9 5 (11.90%) MS Access
10 4 (9.52%) Apache Cassandra
10 4 (9.52%) Apache Hive
10 4 (9.52%) Big Data
10 4 (9.52%) HBase
10 4 (9.52%) RDBMS
11 3 (7.14%) SQL Server Analysis Services
12 1 (2.38%) MongoDB
Development Applications
1 3 (7.14%) Visual Studio
2 1 (2.38%) SQL Server Management Studio (SSMS)
General
1 14 (33.33%) Finance
2 11 (26.19%) Local Government
2 11 (26.19%) Marketing
3 7 (16.67%) Electronics
3 7 (16.67%) Manufacturing
3 7 (16.67%) Telecoms
4 1 (2.38%) Banking
4 1 (2.38%) Investment Banking
4 1 (2.38%) Law
Job Titles
1 13 (30.95%) Consultant
2 11 (26.19%) Business Intelligence Consultant
2 11 (26.19%) Data Scientist
3 8 (19.05%) Analyst
4 7 (16.67%) QlikView Consultant
4 7 (16.67%) SAP BusinessObjects (BO) Consultant
4 7 (16.67%) Support Consultant
5 6 (14.29%) Insight Analyst
6 5 (11.90%) Developer
7 4 (9.52%) Analytics Manager
7 4 (9.52%) Business Consultant
7 4 (9.52%) Data Analyst
7 4 (9.52%) Data Insight Analyst
7 4 (9.52%) Insight Data Analyst
7 4 (9.52%) Senior Data Scientist
8 3 (7.14%) Business Intelligence Developer
8 3 (7.14%) Senior Analyst
8 3 (7.14%) Senior Insight Analyst
9 2 (4.76%) Data Manager
9 2 (4.76%) SQL Developer
Libraries, Frameworks & Software Standards
1 6 (14.29%) Natural Language Processing
2 3 (7.14%) CSS
2 3 (7.14%) HTML
2 3 (7.14%) jQuery
2 3 (7.14%) Web Services
3 2 (4.76%) Kafka
3 2 (4.76%) NumPy
3 2 (4.76%) Pandas
3 2 (4.76%) SciPy
4 1 (2.38%) PySpark
Miscellaneous
1 8 (19.05%) Analytical Skills
2 2 (4.76%) Algorithms
2 2 (4.76%) Data Structures
2 2 (4.76%) Self-Motivation
3 1 (2.38%) Fintech
3 1 (2.38%) User Experience
Operating Systems
1 2 (4.76%) Windows
Processes & Methodologies
1 24 (57.14%) Business Intelligence
2 19 (45.24%) Analytics
2 19 (45.24%) Predictive Modelling
3 14 (33.33%) Data Science
4 12 (28.57%) Agile Software Development
4 12 (28.57%) Data Analysis
4 12 (28.57%) Mathematics
4 12 (28.57%) Statistics
5 11 (26.19%) PRINCE
6 9 (21.43%) Machine Learning
7 7 (16.67%) Cluster Analysis
7 7 (16.67%) Digital Marketing
7 7 (16.67%) ETL
7 7 (16.67%) Programme Management
7 7 (16.67%) Requirements Analysis
8 6 (14.29%) Artificial Intelligence
8 6 (14.29%) Data Analytics
8 6 (14.29%) Decision-Making
8 6 (14.29%) Visualisation
9 5 (11.90%) Actionable Insight
Programming Languages
1 27 (64.29%) SQL
2 15 (35.71%) T-SQL
3 13 (30.95%) Python
4 11 (26.19%) R
5 3 (7.14%) JavaScript
6 2 (4.76%) Java
6 2 (4.76%) MATLAB
7 1 (2.38%) Scala
7 1 (2.38%) VBA
Qualifications
1 21 (50.00%) Degree
2 6 (14.29%) PhD
3 3 (7.14%) Master's Degree
4 2 (4.76%) Computer Science Degree
Systems Management
1 1 (2.38%) EnCase
Vendors
1 14 (33.33%) Microsoft
2 11 (26.19%) SAP
3 8 (19.05%) Oracle
4 4 (9.52%) Splunk
4 4 (9.52%) Tableau
5 2 (4.76%) Google
6 1 (2.38%) Alteryx
6 1 (2.38%) Cellebrite
6 1 (2.38%) Lavastorm
6 1 (2.38%) WorldPay