Period
to 23 July 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 23 July 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK > Scotland
6 months to
23 Jul 2017
Same period 2016 Same period 2015
Rank 186 185 213
Rank change year-on-year -1 +28 +26
Permanent jobs citing Data Mining 31 48 28
As % of all permanent IT jobs advertised in Scotland 0.59% 0.83% 0.44%
As % of the Database & Business Intelligence category 1.56% 2.62% 1.35%
Number of salaries quoted 11 25 16
Scotland median annual salary £42,500 £55,000 £31,500
Median salary % change year-on-year -22.73% +74.60% -10.00%
10th Percentile £31,250 £34,750 £22,615
90th Percentile £72,500 £58,750 £68,750
UK median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

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 Scotland with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Scotland
Permanent job vacancies with a requirement for database and business intelligence skills 1988 1830 2069
As % of all permanent IT job vacancies advertised in Scotland 38.08% 31.55% 32.63%
Number of salaries quoted 1232 996 1320
Scotland median annual salary £42,500 £44,000 £40,000
Median salary % change year-on-year -3.41% +10.00% -
10th Percentile £27,500 £28,500 £27,500
90th Percentile £70,000 £63,500 £60,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.86%

Data Mining
Job Vacancy Trend in Scotland

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

Job vacancy trend for Data Mining in Scotland

Data Mining
Salary Trend in Scotland

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

Salary trend for Data Mining in Scotland

Data Mining
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Mining in Scotland over the 6 months to 23 July 2017.

Salary histogram for Data Mining in Scotland

Data Mining
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Scotland region over the 6 months to 23 July 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
Edinburgh -1 25 £42,500 -22.73% 3
Glasgow +19 6 £55,000 -4.35% 1
Data Mining
UK

For the 6 months to 23 July 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 Scotland region with a requirement for Data Mining.

1 26 (83.87%) SQL
2 23 (74.19%) Finance
3 21 (67.74%) Data Management
4 19 (61.29%) Banking
4 19 (61.29%) Retail
5 18 (58.06%) Retail Banking
5 18 (58.06%) Stakeholder Management
5 18 (58.06%) Business Intelligence
5 18 (58.06%) Infrastructure Management
6 11 (35.48%) SAS
7 7 (22.58%) Data Analysis
8 6 (19.35%) Teradata
9 5 (16.13%) Analytics
9 5 (16.13%) Analytical Skills
9 5 (16.13%) Data Modelling
9 5 (16.13%) Microsoft Excel
10 4 (12.90%) XML
10 4 (12.90%) UML
10 4 (12.90%) Marketing
11 3 (9.68%) MagicDraw
11 3 (9.68%) Migration
11 3 (9.68%) Star Schema
11 3 (9.68%) XML Schema
11 3 (9.68%) ERwin
11 3 (9.68%) Project Management
11 3 (9.68%) Metadata Management
11 3 (9.68%) Data Migration
11 3 (9.68%) Taxonomies
11 3 (9.68%) Data Integration
11 3 (9.68%) Actionable Insight

Data Mining
Co-occurring IT Skills in Scotland 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 (35.48%) SAS
2 1 (3.23%) Apache Spark
2 1 (3.23%) Confluence
Applications
1 5 (16.13%) Microsoft Excel
Cloud Services
1 1 (3.23%) Cloud Computing
Communications & Networking
1 2 (6.45%) Firewall
1 2 (6.45%) TCP/IP
Database & Business Intelligence
1 3 (9.68%) Star Schema
2 1 (3.23%) Apache Cassandra
2 1 (3.23%) Base SAS
2 1 (3.23%) Big Data
2 1 (3.23%) Data Warehouse
2 1 (3.23%) Hadoop
2 1 (3.23%) HBase
2 1 (3.23%) MS Access
2 1 (3.23%) SAS Enterprise Guide
2 1 (3.23%) SQL Server
Development Applications
1 3 (9.68%) ERwin
1 3 (9.68%) MagicDraw
2 1 (3.23%) Atlassian Bamboo
2 1 (3.23%) Bitbucket
2 1 (3.23%) Git (software)
2 1 (3.23%) Jenkins
2 1 (3.23%) JIRA
2 1 (3.23%) Subversion
General
1 23 (74.19%) Finance
2 19 (61.29%) Banking
2 19 (61.29%) Retail
3 18 (58.06%) Retail Banking
4 4 (12.90%) Marketing
5 1 (3.23%) Legal
5 1 (3.23%) Telecoms
Job Titles
1 23 (74.19%) Analyst
2 21 (67.74%) Data Analyst
3 12 (38.71%) Business Analyst
3 12 (38.71%) Technical Analyst
3 12 (38.71%) Technical Business Analyst
4 11 (35.48%) Business Data Analyst
4 11 (35.48%) Data Business Analyst
5 8 (25.81%) SQL Analyst
6 6 (19.35%) SQL Data Analyst
7 3 (9.68%) Architect
7 3 (9.68%) Information Architect
8 2 (6.45%) Data Insight Analyst
8 2 (6.45%) Data Manager
8 2 (6.45%) Insight Analyst
8 2 (6.45%) Insight Data Analyst
8 2 (6.45%) Market Data Manager
8 2 (6.45%) Market Data Project Manager
8 2 (6.45%) Marketing Insight Analyst
8 2 (6.45%) Project Analyst
8 2 (6.45%) Project Manager
Libraries, Frameworks & Software Standards
1 4 (12.90%) XML
2 3 (9.68%) XML Schema
3 1 (3.23%) Ajax
3 1 (3.23%) JSON
3 1 (3.23%) RESTful
3 1 (3.23%) RSS
Miscellaneous
1 5 (16.13%) Analytical Skills
2 3 (9.68%) Taxonomies
3 2 (6.45%) Equities
3 2 (6.45%) Fixed Income
3 2 (6.45%) Reference Data
4 1 (3.23%) Algorithms
4 1 (3.23%) Computer Science
4 1 (3.23%) Data Structures
Operating Systems
1 1 (3.23%) Linux
1 1 (3.23%) Unix
Processes & Methodologies
1 21 (67.74%) Data Management
2 18 (58.06%) Business Intelligence
2 18 (58.06%) Infrastructure Management
2 18 (58.06%) Stakeholder Management
3 7 (22.58%) Data Analysis
4 5 (16.13%) Analytics
4 5 (16.13%) Data Modelling
5 4 (12.90%) UML
6 3 (9.68%) Actionable Insight
6 3 (9.68%) Data Integration
6 3 (9.68%) Data Migration
6 3 (9.68%) Metadata Management
6 3 (9.68%) Migration
6 3 (9.68%) Project Management
7 2 (6.45%) Conceptual Models
7 2 (6.45%) Data Strategy
7 2 (6.45%) Logical Data Model
7 2 (6.45%) Marketing Automation
7 2 (6.45%) Mentoring
7 2 (6.45%) Reference Data Management
Programming Languages
1 26 (83.87%) SQL
2 2 (6.45%) Python
2 2 (6.45%) R
2 2 (6.45%) VB
3 1 (3.23%) C
3 1 (3.23%) Java
3 1 (3.23%) JavaScript
3 1 (3.23%) PHP
3 1 (3.23%) Shell Script
Qualifications
1 2 (6.45%) CCNA
1 2 (6.45%) Cisco Certification
2 1 (3.23%) Degree
Quality Assurance & Compliance
1 2 (6.45%) Data Quality
1 2 (6.45%) ISO 20022
System Software
1 1 (3.23%) Apache Flume
1 1 (3.23%) HDFS
1 1 (3.23%) KVM
1 1 (3.23%) Virtual Machines
Vendors
1 6 (19.35%) Teradata
2 2 (6.45%) IBM
3 1 (3.23%) Intel
3 1 (3.23%) Oracle
Glasgow, Lanarkshire
Thermo Fisher Scientific
Posted: Yesterday
Edinburgh
Churchill Frank
Salary: £31000 - £41000 per annum
Posted: 2 days ago
Dundee
Hays IT - Uk Posting account
Salary: £50000.00 - £55000.00 per annum
Posted: 10 days ago
Edinburgh
Hays IT - Uk Posting account
Salary: £35000.00 - £50000.00 per annum
Posted: 14 days ago