Period
to 25 April 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 25 April 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > North West
6 months to
25 Apr 2018
Same period 2017 Same period 2016
Rank 315 304 308
Rank change year-on-year -11 +4 +27
Permanent jobs citing Data Mining 62 52 37
As % of all permanent IT jobs advertised in the North West 0.48% 0.42% 0.33%
As % of the Database & Business Intelligence category 1.41% 1.22% 1.04%
Number of salaries quoted 54 41 30
North West median annual salary £45,000 £33,000 £37,500
Median salary % change year-on-year +36.36% -12.00% -14.77%
10th Percentile £31,400 £27,500 £29,000
90th Percentile £66,250 £67,500 £51,375
England median annual salary £55,000 £52,500 £55,000
% change year-on-year +4.76% -4.55% +15.79%

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 4,383 4,271 3,570
As % of all permanent IT jobs advertised in the North West 33.97% 34.88% 31.50%
Number of salaries quoted 3,733 3,682 3,104
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.23%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £63,750 £60,000 £56,250
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 25 April 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 25 April 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 +6 32 £45,000 +50.00% 5
Cheshire -25 16 £47,500 +9.20%
Merseyside +22 10 £37,500 +12.78% 2
Cumbria - 2 £40,036 -
Lancashire -15 1 £33,500 +1.52%
Data Mining
England

For the 6 months to 25 April 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 42 (67.74%) SQL
2 26 (41.94%) Business Intelligence
3 24 (38.71%) Analytics
4 23 (37.10%) Analytical Skills
4 23 (37.10%) Python
5 22 (35.48%) Tableau
6 21 (33.87%) Data Analysis
7 20 (32.26%) Machine Learning
7 20 (32.26%) Data Science
8 19 (30.65%) SQL Server
9 18 (29.03%) Agile Software Development
9 18 (29.03%) Degree
10 17 (27.42%) Statistics
10 17 (27.42%) R
11 16 (25.81%) Data Warehouse
12 15 (24.19%) Mathematics
12 15 (24.19%) Big Data
13 13 (20.97%) Visualisation
13 13 (20.97%) QlikView
13 13 (20.97%) Finance
13 13 (20.97%) Problem-Solving
14 12 (19.35%) Data Modelling
14 12 (19.35%) Power BI
15 11 (17.74%) Amazon AWS
15 11 (17.74%) Data Visualisation
15 11 (17.74%) SQL Server Reporting Services
16 10 (16.13%) SQL Server Integration Services
16 10 (16.13%) Teradata
16 10 (16.13%) Microsoft Excel
16 10 (16.13%) 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 9 (14.52%) SAS
2 7 (11.29%) Apache Spark
3 3 (4.84%) Jupyter
4 2 (3.23%) Confluence
5 1 (1.61%) Apache Pig
Applications
1 10 (16.13%) Microsoft Excel
2 2 (3.23%) Microsoft Office
2 2 (3.23%) Microsoft PowerPoint
2 2 (3.23%) Spreadsheet
3 1 (1.61%) Chatbot
3 1 (1.61%) SPSS
3 1 (1.61%) SPSS Modeler
Business Applications
1 2 (3.23%) SAP InfiniteInsight
Cloud Services
1 11 (17.74%) Amazon AWS
2 6 (9.68%) Google Analytics
3 4 (6.45%) SaaS
4 3 (4.84%) Amazon S3
5 1 (1.61%) Cloud Computing
5 1 (1.61%) Google Cloud Platform
5 1 (1.61%) Google Tag Manager
Database & Business Intelligence
1 19 (30.65%) SQL Server
2 16 (25.81%) Data Warehouse
3 15 (24.19%) Big Data
4 13 (20.97%) QlikView
5 12 (19.35%) Power BI
6 11 (17.74%) SQL Server Reporting Services
7 10 (16.13%) SQL Server Integration Services
8 9 (14.52%) SQL Server Analysis Services
9 8 (12.90%) Hadoop
10 7 (11.29%) MongoDB
11 6 (9.68%) SQL Server 2016
12 5 (8.06%) Apache Cassandra
12 5 (8.06%) NoSQL
12 5 (8.06%) Qlik Sense
12 5 (8.06%) Snowflake Schema
13 4 (6.45%) Enterprise Data Warehouse
13 4 (6.45%) HBase
13 4 (6.45%) Oracle BI EE
14 3 (4.84%) Apache Zeppelin
14 3 (4.84%) SQL Server 2008
Development Applications
1 2 (3.23%) JIRA
2 1 (1.61%) Oracle APEX
General
1 13 (20.97%) Finance
2 7 (11.29%) Banking
3 4 (6.45%) Marketing
4 3 (4.84%) Games
4 3 (4.84%) Investment Banking
4 3 (4.84%) Law
5 2 (3.23%) Automotive
5 2 (3.23%) Electronics
6 1 (1.61%) Legal
6 1 (1.61%) Retail
6 1 (1.61%) Telecoms
Job Titles
1 18 (29.03%) Developer
2 16 (25.81%) Analyst
3 12 (19.35%) Data Scientist
4 8 (12.90%) Business Intelligence Developer
5 7 (11.29%) Senior Developer
6 5 (8.06%) Teradata Developer
7 4 (6.45%) Business Intelligence Lead
7 4 (6.45%) Head of Data Science
7 4 (6.45%) Insight Analyst
7 4 (6.45%) Lead Developer
7 4 (6.45%) PHP Developer
7 4 (6.45%) Senior PHP Developer
8 3 (4.84%) Banking Analyst
8 3 (4.84%) Customer Analyst
8 3 (4.84%) Customer Insight Analyst
8 3 (4.84%) Report Analyst
8 3 (4.84%) Senior Business Intelligence Developer
8 3 (4.84%) Senior Data Scientist
9 2 (3.23%) Data Engineer
9 2 (3.23%) Market Analyst
Libraries, Frameworks & Software Standards
1 4 (6.45%) jQuery
1 4 (6.45%) Laravel
1 4 (6.45%) Node.js
1 4 (6.45%) React
2 3 (4.84%) Natural Language Processing
3 2 (3.23%) .NET
3 2 (3.23%) Middleware
3 2 (3.23%) REST
4 1 (1.61%) Kafka
4 1 (1.61%) NumPy
4 1 (1.61%) Pandas
4 1 (1.61%) SciPy
4 1 (1.61%) SQLAlchemy
4 1 (1.61%) Web Services
Miscellaneous
1 23 (37.10%) Analytical Skills
2 10 (16.13%) Algorithms
3 5 (8.06%) Computer Science
3 5 (8.06%) Management Information System
4 4 (6.45%) Greenfield Project
5 3 (4.84%) Analytical Mindset
6 1 (1.61%) Mobile App
6 1 (1.61%) Online Games
6 1 (1.61%) Self-Motivation
6 1 (1.61%) Social Gaming
Operating Systems
1 5 (8.06%) Linux
2 4 (6.45%) Unix
3 2 (3.23%) Windows
Processes & Methodologies
1 26 (41.94%) Business Intelligence
2 24 (38.71%) Analytics
3 21 (33.87%) Data Analysis
4 20 (32.26%) Data Science
4 20 (32.26%) Machine Learning
5 18 (29.03%) Agile Software Development
6 17 (27.42%) Statistics
7 15 (24.19%) Mathematics
8 13 (20.97%) Problem-Solving
8 13 (20.97%) Visualisation
9 12 (19.35%) Data Modelling
10 11 (17.74%) Data Visualisation
11 10 (16.13%) Data Analytics
12 8 (12.90%) ETL
12 8 (12.90%) Migration
13 7 (11.29%) Artificial Intelligence
13 7 (11.29%) Data Management
13 7 (11.29%) Waterfall
14 6 (9.68%) Data Migration
14 6 (9.68%) Statistical Modelling
Programming Languages
1 42 (67.74%) SQL
2 23 (37.10%) Python
3 17 (27.42%) R
4 8 (12.90%) Java
5 7 (11.29%) Scala
6 5 (8.06%) C
7 4 (6.45%) C++
7 4 (6.45%) JavaScript
7 4 (6.45%) PHP
8 3 (4.84%) Shell Script
9 2 (3.23%) C#
9 2 (3.23%) MATLAB
9 2 (3.23%) T-SQL
9 2 (3.23%) VBA
Qualifications
1 18 (29.03%) Degree
2 7 (11.29%) PhD
3 3 (4.84%) SC Cleared
3 3 (4.84%) Security Cleared
4 2 (3.23%) SAS Certification
5 1 (1.61%) Master's Degree
Quality Assurance & Compliance
1 1 (1.61%) Data Quality
Systems Management
1 3 (4.84%) Oozie
2 2 (3.23%) Nagios
Vendors
1 22 (35.48%) Tableau
2 10 (16.13%) Teradata
3 8 (12.90%) Cognos
3 8 (12.90%) Google
4 7 (11.29%) Microsoft
4 7 (11.29%) Oracle
5 6 (9.68%) SAP
6 5 (8.06%) Salesforce.com
7 4 (6.45%) MicroStrategy
8 3 (4.84%) Cloudera
9 2 (3.23%) CA Agile Central
9 2 (3.23%) Sage
9 2 (3.23%) Twitter
10 1 (1.61%) Apple
10 1 (1.61%) Capita
10 1 (1.61%) ParAccel
10 1 (1.61%) Splunk
10 1 (1.61%) Talend
10 1 (1.61%) Vertica