Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Manchester 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 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
North West > Manchester
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 268 221 235
Rank change year-on-year -47 +14 -15
Permanent jobs citing Data Mining 26 58 31
As % of all permanent IT jobs advertised in Manchester 0.33% 0.77% 0.42%
As % of the Database & Business Intelligence category 0.99% 2.25% 1.31%
Number of salaries quoted 26 44 28
Manchester median annual salary £48,500 £40,000 £44,500
Median salary % change year-on-year +21.25% -10.11% +18.67%
10th Percentile £30,625 £27,500 £32,500
90th Percentile £72,500 £61,250 £46,250
North West median annual salary £40,518 £40,000 £42,500
% change year-on-year +1.30% -5.88% +11.84%

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 Manchester with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Manchester
Permanent vacancies with a requirement for database or business intelligence skills 2631 2583 2370
As % of all permanent IT jobs advertised in Manchester 32.99% 34.44% 32.14%
Number of salaries quoted 2274 2305 2049
Manchester median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% +3.90%
10th Percentile £27,500 £26,750 £26,700
90th Percentile £62,500 £61,250 £56,250
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +5.26%

Data Mining
Job Vacancy Trend in Manchester

Job postings citing Data Mining as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Mining in Manchester

Data Mining
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Mining in Manchester.

Salary trend for Data Mining in Manchester

Data Mining
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Mining in Manchester over the 6 months to 22 November 2017.

Salary histogram for Data Mining in Manchester

Data Mining
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Manchester region over the 6 months to 22 November 2017. 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
Stockport -8 3 £35,000 +16.67%
Data Mining
North West

For the 6 months to 22 November 2017, IT jobs citing Data Mining also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Manchester region with a requirement for Data Mining.

1 18 (69.23%) Big Data
1 18 (69.23%) Analytics
2 14 (53.85%) Hadoop
3 13 (50.00%) SQL
4 12 (46.15%) Machine Learning
4 12 (46.15%) R
5 11 (42.31%) Data Analytics
5 11 (42.31%) Python
5 11 (42.31%) SAS
6 9 (34.62%) Apache Spark
6 9 (34.62%) Cluster Analysis
6 9 (34.62%) Statistics
7 8 (30.77%) Mathematics
7 8 (30.77%) Apache Hive
8 6 (23.08%) Marketing
8 6 (23.08%) Degree
8 6 (23.08%) Analytical Skills
8 6 (23.08%) Relational Database
8 6 (23.08%) SQL Server
8 6 (23.08%) MATLAB
8 6 (23.08%) Neural Network
8 6 (23.08%) Algorithms
9 5 (19.23%) Data Analysis
9 5 (19.23%) Text Mining
9 5 (19.23%) Service Delivery
9 5 (19.23%) Java
9 5 (19.23%) SPSS
9 5 (19.23%) CHAID
9 5 (19.23%) Logistic Regression
10 4 (15.38%) NoSQL

Data Mining
Co-occurring IT Skills in Manchester 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 11 (42.31%) SAS
2 9 (34.62%) Apache Spark
3 3 (11.54%) Apache Pig
Applications
1 5 (19.23%) SPSS
2 3 (11.54%) S-PLUS
2 3 (11.54%) Stata
3 2 (7.69%) Microsoft Excel
4 1 (3.85%) Microsoft PowerPoint
Cloud Services
1 1 (3.85%) Adobe Analytics
1 1 (3.85%) Amazon AWS
1 1 (3.85%) Amazon S3
1 1 (3.85%) Google Analytics
1 1 (3.85%) Google Cloud Platform
Database & Business Intelligence
1 18 (69.23%) Big Data
2 14 (53.85%) Hadoop
3 8 (30.77%) Apache Hive
4 6 (23.08%) Relational Database
4 6 (23.08%) SQL Server
5 5 (19.23%) Text Mining
6 4 (15.38%) NoSQL
7 3 (11.54%) Apache Cassandra
7 3 (11.54%) HBase
7 3 (11.54%) RDBMS
8 2 (7.69%) Data Warehouse
9 1 (3.85%) BigQuery
9 1 (3.85%) MongoDB
9 1 (3.85%) Oracle Database 10g
9 1 (3.85%) Power BI
9 1 (3.85%) QlikView
9 1 (3.85%) SQL Server 2008
9 1 (3.85%) SQL Server 2016
9 1 (3.85%) SQL Server Integration Services
9 1 (3.85%) SQL Server Reporting Services
Development Applications
1 3 (11.54%) Eclipse
1 3 (11.54%) JUnit
General
1 6 (23.08%) Marketing
2 3 (11.54%) Automotive
2 3 (11.54%) Finance
2 3 (11.54%) Retail
3 1 (3.85%) Electronics
Job Titles
1 15 (57.69%) Data Scientist
2 4 (15.38%) Analyst
2 4 (15.38%) Java Engineer
2 4 (15.38%) Java Software Engineer
2 4 (15.38%) Software Engineer
3 3 (11.54%) Junior
3 3 (11.54%) Junior Java Software Engineer
3 3 (11.54%) Junior Software Engineer
3 3 (11.54%) Machine Learning Scientist
4 1 (3.85%) Business Intelligence Analyst
4 1 (3.85%) Data Engineer
4 1 (3.85%) DBA
4 1 (3.85%) Graduate
4 1 (3.85%) Graduate Java Engineer
4 1 (3.85%) Graduate Java Software Engineer
4 1 (3.85%) Graduate Software Engineer
4 1 (3.85%) Senior Data Scientist
4 1 (3.85%) SQL Analyst
4 1 (3.85%) SQL DBA
4 1 (3.85%) Web Analyst
Libraries, Frameworks & Software Standards
1 4 (15.38%) Natural Language Processing
2 3 (11.54%) AngularJS
2 3 (11.54%) AWT
2 3 (11.54%) CSS
2 3 (11.54%) DOM
2 3 (11.54%) HTML
2 3 (11.54%) HTML5
2 3 (11.54%) Java SE
2 3 (11.54%) OSGi
2 3 (11.54%) REST
2 3 (11.54%) SAX
2 3 (11.54%) Swing
2 3 (11.54%) SWT
2 3 (11.54%) Web Services
2 3 (11.54%) XML
2 3 (11.54%) XSLT
3 1 (3.85%) Apache Flex
Miscellaneous
1 6 (23.08%) Algorithms
1 6 (23.08%) Analytical Skills
2 3 (11.54%) Augmented Reality
2 3 (11.54%) Computer Science
3 1 (3.85%) Clustering
3 1 (3.85%) Data Structures
3 1 (3.85%) Linux Command Line
3 1 (3.85%) Social Media
Operating Systems
1 1 (3.85%) Linux
Processes & Methodologies
1 18 (69.23%) Analytics
2 12 (46.15%) Machine Learning
3 11 (42.31%) Data Analytics
4 9 (34.62%) Cluster Analysis
4 9 (34.62%) Statistics
5 8 (30.77%) Mathematics
6 6 (23.08%) Neural Network
7 5 (19.23%) CHAID
7 5 (19.23%) Data Analysis
7 5 (19.23%) Logistic Regression
7 5 (19.23%) Service Delivery
8 4 (15.38%) OO
8 4 (15.38%) Open Source
8 4 (15.38%) Predictive Modelling
8 4 (15.38%) Software Engineering
9 3 (11.54%) Agile Software Development
9 3 (11.54%) Continuous Integration
9 3 (11.54%) Data Modelling
9 3 (11.54%) Stakeholder Management
9 3 (11.54%) Statistical Modelling
Programming Languages
1 13 (50.00%) SQL
2 12 (46.15%) R
3 11 (42.31%) Python
4 6 (23.08%) MATLAB
5 5 (19.23%) Java
6 3 (11.54%) JavaScript
7 2 (7.69%) C++
7 2 (7.69%) Scala
8 1 (3.85%) C
8 1 (3.85%) PL/SQL
8 1 (3.85%) Ruby
8 1 (3.85%) Shell Script
8 1 (3.85%) T-SQL
Qualifications
1 6 (23.08%) Degree
2 2 (7.69%) PhD
3 1 (3.85%) Master's Degree
3 1 (3.85%) Microsoft Certification
3 1 (3.85%) Numerate Degree
Quality Assurance & Compliance
1 1 (3.85%) Actionable Recommendations
System Software
1 1 (3.85%) Oracle RAC
Vendors
1 3 (11.54%) Splunk
2 2 (7.69%) Google
3 1 (3.85%) Adobe
3 1 (3.85%) Microsoft
3 1 (3.85%) Oracle
3 1 (3.85%) Tableau