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 3 months to 29 March 2017 with a comparison to the same period in the previous 2 years.

Data Mining
North West / Manchester
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 198 169 180
Rank change year-on-year -29 +11  
Permanent jobs citing Data Mining 9 14 12
As % of all permanent IT jobs advertised in Manchester 0.23% 0.41% 0.32%
As % of the Database & Business Intelligence category 0.68% 1.34% 0.93%
Number of salaries quoted 7 9 11
Median salary £55,000 £31,000 £40,000
Median salary % change year-on-year +77.41% -22.50%  
90% offered a salary of more than £36,000 £29,000 £22,000
10% offered a salary of more than £70,000 £60,000 £50,000
UK excluding London median salary £45,000 £41,250 £40,000
% change year-on-year +9.09% +3.12%  

Data Mining is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Manchester
Permanent job vacancies with a requirement for database and business intelligence skills 1320 1043 1284
As % of all permanent IT job vacancies advertised in Manchester 33.64% 30.58% 34.18%
Number of salaries quoted 1111 901 1099
Median salary £40,000 £42,500 £40,000
Median salary % change year-on-year -5.88% +6.25%  
90% offered a salary of more than £29,000 £30,000 £28,000
10% offered a salary of more than £60,000 £52,500 £55,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Data Mining
Job Vacancy Trend in Manchester

The job posting trend of jobs advertised in Manchester citing Data Mining as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

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 3 months to 29 March 2017.

Salary histogram for Data Mining in Manchester

For the 6 months to 29 March 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 22 (59.46%) Machine Learning
1 22 (59.46%) Python
2 20 (54.05%) Analytics
3 19 (51.35%) R
3 19 (51.35%) Statistics
3 19 (51.35%) Mathematics
4 17 (45.95%) SAS
4 17 (45.95%) Data Analytics
5 15 (40.54%) Computer Science
6 14 (37.84%) Cluster Analysis
6 14 (37.84%) Stata
7 13 (35.14%) Statistical Modelling
8 12 (32.43%) SQL
9 11 (29.73%) Analytical Skills
10 10 (27.03%) Bayesian Methods
10 10 (27.03%) Neuroscience
10 10 (27.03%) SQL Server
10 10 (27.03%) ETL
10 10 (27.03%) Stochastic Modelling
10 10 (27.03%) Neural Network
11 9 (24.32%) PhD
12 7 (18.92%) Data Warehouse
12 7 (18.92%) Finance
12 7 (18.92%) Relational Database
13 6 (16.22%) MS Excel
13 6 (16.22%) Data Analysis
13 6 (16.22%) Agile Software Development
13 6 (16.22%) Physics
13 6 (16.22%) Degree
13 6 (16.22%) Visualisation

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 17 (45.95%) SAS
2 5 (13.51%) Apache Spark
3 4 (10.81%) Apache Pig
3 4 (10.81%) IIS
3 4 (10.81%) SharePoint
4 1 (2.70%) Tomcat
Applications
1 14 (37.84%) Stata
2 6 (16.22%) MS Excel
3 5 (13.51%) SPSS
4 4 (10.81%) S-PLUS
5 1 (2.70%) Spreadsheet
Business Applications
1 2 (5.41%) Cognos Business Intelligence
Database & Business Intelligence
1 10 (27.03%) SQL Server
2 7 (18.92%) Data Warehouse
2 7 (18.92%) Relational Database
3 6 (16.22%) Big Data
4 5 (13.51%) Hadoop
5 4 (10.81%) Apache Cassandra
5 4 (10.81%) Apache Hive
5 4 (10.81%) HBase
5 4 (10.81%) MySQL
5 4 (10.81%) NoSQL
5 4 (10.81%) RDBMS
6 2 (5.41%) MongoDB
6 2 (5.41%) MS Access
6 2 (5.41%) SQL Server Integration Services
6 2 (5.41%) SQL Server Reporting Services
7 1 (2.70%) BusinessObjects
7 1 (2.70%) PostgreSQL
7 1 (2.70%) PowerPivot
7 1 (2.70%) SQL Server 2012
7 1 (2.70%) SQL Server Analysis Services
Development Applications
1 2 (5.41%) Talend Open Studio
General
1 7 (18.92%) Finance
2 2 (5.41%) Retail
3 1 (2.70%) Automotive
3 1 (2.70%) Banking
3 1 (2.70%) Legal
3 1 (2.70%) Marketing
Job Titles
1 24 (64.86%) Data Scientist
2 5 (13.51%) Analyst
3 4 (10.81%) Architect
3 4 (10.81%) Business Architect
3 4 (10.81%) Systems Architect
4 3 (8.11%) Data Analyst
4 3 (8.11%) Senior Data Scientist
5 2 (5.41%) Data Engineer
5 2 (5.41%) Developer
5 2 (5.41%) ETL Analyst
5 2 (5.41%) Information Architect
5 2 (5.41%) Information Systems Architect
5 2 (5.41%) Report Analyst
5 2 (5.41%) SQL Analyst
5 2 (5.41%) SQL Data Analyst
6 1 (2.70%) Data Analytics Manager
6 1 (2.70%) Data Manager
6 1 (2.70%) IT Support
6 1 (2.70%) IT Support Manager
6 1 (2.70%) Project Support Coordinator
Libraries, Frameworks & Software Standards
1 5 (13.51%) Natural Language Processing
2 2 (5.41%) Web Services
3 1 (2.70%) CSS
3 1 (2.70%) CSS3
3 1 (2.70%) HTML
3 1 (2.70%) HTML5
3 1 (2.70%) MDX
3 1 (2.70%) Node.js
3 1 (2.70%) POSIX
3 1 (2.70%) XML
Miscellaneous
1 15 (40.54%) Computer Science
2 11 (29.73%) Analytical Skills
3 4 (10.81%) Algorithms
4 2 (5.41%) Management Information System
5 1 (2.70%) User Experience
Operating Systems
1 5 (13.51%) Linux
2 3 (8.11%) Unix
3 1 (2.70%) Debian
3 1 (2.70%) Windows
Processes & Methodologies
1 22 (59.46%) Machine Learning
2 20 (54.05%) Analytics
3 19 (51.35%) Mathematics
3 19 (51.35%) Statistics
4 17 (45.95%) Data Analytics
5 14 (37.84%) Cluster Analysis
6 13 (35.14%) Statistical Modelling
7 10 (27.03%) Bayesian Methods
7 10 (27.03%) ETL
7 10 (27.03%) Neural Network
7 10 (27.03%) Neuroscience
7 10 (27.03%) Stochastic Modelling
8 6 (16.22%) Agile Software Development
8 6 (16.22%) Data Analysis
8 6 (16.22%) Physics
8 6 (16.22%) Visualisation
9 5 (13.51%) Business Intelligence
10 4 (10.81%) Change Management
10 4 (10.81%) Disaster Recovery
10 4 (10.81%) PRINCE2
Programming Languages
1 22 (59.46%) Python
2 19 (51.35%) R
3 12 (32.43%) SQL
4 4 (10.81%) Java
4 4 (10.81%) MATLAB
5 3 (8.11%) C#
5 3 (8.11%) C++
6 2 (5.41%) JavaScript
6 2 (5.41%) VBA
7 1 (2.70%) Delphi
7 1 (2.70%) T-SQL
7 1 (2.70%) VB
Qualifications
1 9 (24.32%) PhD
2 6 (16.22%) Degree
Vendors
1 4 (10.81%) JD Edwards
1 4 (10.81%) Splunk
2 2 (5.41%) Cognos
2 2 (5.41%) Google
2 2 (5.41%) IBM
2 2 (5.41%) Informatica
2 2 (5.41%) Microsoft
2 2 (5.41%) Talend
2 2 (5.41%) Vertica
3 1 (2.70%) Tableau
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