Period
to 18 November 2017

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

Data Mining
Scotland > Glasgow
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 136 126 148
Rank change year-on-year -10 +22 -8
Permanent jobs citing Data Mining 9 10 9
As % of all permanent IT jobs advertised in Glasgow 0.39% 0.46% 0.35%
As % of the Database & Business Intelligence category 1.03% 1.20% 0.91%
Number of salaries quoted 4 5 4
Glasgow median annual salary £59,750 £65,000 £54,250
Median salary % change year-on-year -8.08% +19.82% +55.00%
10th Percentile £36,200 £49,250 £49,250
90th Percentile £72,500 £78,500 £60,200
Scotland median annual salary £32,000 £50,000 £53,500
% change year-on-year -36.00% -6.54% +33.75%

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 Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Permanent vacancies with a requirement for database or business intelligence skills 875 832 991
As % of all permanent IT jobs advertised in Glasgow 38.38% 38.43% 38.55%
Number of salaries quoted 506 404 616
Glasgow median annual salary £45,000 £42,500 £41,500
Median salary % change year-on-year +5.88% +2.41% +4.73%
10th Percentile £31,500 £29,075 £28,750
90th Percentile £68,750 £61,250 £60,000
Scotland median annual salary £41,750 £42,500 £40,000
% change year-on-year -1.76% +6.25% -

Data Mining
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Mining in Glasgow

Data Mining
Salary Trend in Glasgow

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

Salary trend for Data Mining in Glasgow

Data Mining
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Mining in Glasgow over the 6 months to 18 November 2017.

Salary histogram for Data Mining in Glasgow

For the 6 months to 18 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 Glasgow region with a requirement for Data Mining.

1 5 (55.56%) SQL
1 5 (55.56%) Data Modelling
2 4 (44.44%) Agile Software Development
2 4 (44.44%) Data Analysis
2 4 (44.44%) Analytics
3 3 (33.33%) Metadata Management
3 3 (33.33%) Portfolio Management
3 3 (33.33%) Over-the-Top Content
3 3 (33.33%) Budgeting and Resource Allocation
3 3 (33.33%) Resource Allocation
3 3 (33.33%) Computer Science Degree
3 3 (33.33%) MagicDraw
3 3 (33.33%) STB
3 3 (33.33%) Text Mining
3 3 (33.33%) IPTV
3 3 (33.33%) Taxonomies
3 3 (33.33%) Degree
3 3 (33.33%) Data Integration
3 3 (33.33%) Data Migration
3 3 (33.33%) Video on Demand
3 3 (33.33%) Waterfall
3 3 (33.33%) Migration
3 3 (33.33%) Star Schema
3 3 (33.33%) PMP
3 3 (33.33%) PMI Certification
3 3 (33.33%) ERwin
3 3 (33.33%) Project Management
3 3 (33.33%) XML Schema
3 3 (33.33%) XML
3 3 (33.33%) PRINCE2

Data Mining
Co-occurring IT Skills in Glasgow 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 1 (11.11%) Apache Spark
1 1 (11.11%) SAS
Applications
1 1 (11.11%) Microsoft Excel
1 1 (11.11%) Microsoft Office
1 1 (11.11%) Microsoft PowerPoint
1 1 (11.11%) MS Visio
Database & Business Intelligence
1 3 (33.33%) Star Schema
1 3 (33.33%) Text Mining
2 2 (22.22%) Data Warehouse
3 1 (11.11%) Apache Hive
3 1 (11.11%) Big Data
3 1 (11.11%) Hadoop
3 1 (11.11%) MySQL
3 1 (11.11%) Relational Database
Development Applications
1 3 (33.33%) ERwin
1 3 (33.33%) MagicDraw
General
1 2 (22.22%) Finance
2 1 (11.11%) Marketing
2 1 (11.11%) Retail
2 1 (11.11%) Telecoms
Job Titles
1 3 (33.33%) Architect
1 3 (33.33%) Information Architect
2 2 (22.22%) Lead Architect
3 1 (11.11%) Analyst
3 1 (11.11%) Data Scientist
3 1 (11.11%) Designer
3 1 (11.11%) Development Specialist
3 1 (11.11%) Senior Architect
3 1 (11.11%) Senior Information Architect
3 1 (11.11%) SQL Analyst
3 1 (11.11%) Technical Analyst
Libraries, Frameworks & Software Standards
1 3 (33.33%) XML
1 3 (33.33%) XML Schema
2 1 (11.11%) Bokeh
2 1 (11.11%) Pandas
2 1 (11.11%) PySpark
2 1 (11.11%) SparkR
Miscellaneous
1 3 (33.33%) IPTV
1 3 (33.33%) Over-the-Top Content
1 3 (33.33%) STB
1 3 (33.33%) Taxonomies
1 3 (33.33%) Video on Demand
2 2 (22.22%) Analytical Skills
2 2 (22.22%) Equities
2 2 (22.22%) Fixed Income
2 2 (22.22%) Reference Data
3 1 (11.11%) Management Information System
Processes & Methodologies
1 5 (55.56%) Data Modelling
2 4 (44.44%) Agile Software Development
2 4 (44.44%) Analytics
2 4 (44.44%) Data Analysis
3 3 (33.33%) Budgeting and Resource Allocation
3 3 (33.33%) Data Integration
3 3 (33.33%) Data Migration
3 3 (33.33%) Metadata Management
3 3 (33.33%) Migration
3 3 (33.33%) Portfolio Management
3 3 (33.33%) PRINCE2
3 3 (33.33%) Project Management
3 3 (33.33%) Resource Allocation
3 3 (33.33%) UML
3 3 (33.33%) Waterfall
4 2 (22.22%) Business Intelligence
4 2 (22.22%) Conceptual Models
4 2 (22.22%) Data Management
4 2 (22.22%) Logical Data Model
4 2 (22.22%) Reference Data Management
Programming Languages
1 5 (55.56%) SQL
2 1 (11.11%) HiveQL
2 1 (11.11%) Java
2 1 (11.11%) PL/SQL
2 1 (11.11%) Python
2 1 (11.11%) R
2 1 (11.11%) Scala
Qualifications
1 3 (33.33%) Computer Science Degree
1 3 (33.33%) Degree
1 3 (33.33%) PMI Certification
1 3 (33.33%) PMP
Quality Assurance & Compliance
1 2 (22.22%) Data Quality
1 2 (22.22%) ISO 20022
Vendors
1 2 (22.22%) IBM
2 1 (11.11%) Intel
2 1 (11.11%) MicroStrategy
2 1 (11.11%) Oracle