The table below looks at the statistics for Data Analytics skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Analytics over the 3 months to 27 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Jun 2016
Same period 2015 Same period 2014
Data Analytics
Rank 122 128 165
Rank change year-on-year
+6 +37
Permanent jobs citing Data Analytics 39 38 16
As % of all permanent IT jobs located in Scotland 1.36% 1.22% 0.42%
As % of the Processes & Methodologies category 1.51% 1.37% 0.49%
Number of salaries quoted 22 24 11
Median salary £70,000 £46,250 £50,000
Median salary % change year-on-year
+51.35% -7.50%
90% offered a salary of more than £46,100 £32,750 £46,000
10% offered a salary of more than £77,000 £60,000 £100,000
UK excluding London median salary £54,000 £45,000 £43,500
% change year-on-year
+20.00% +3.44%
Data Analytics
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2587 2778 3272
As % of all permanent IT jobs located in Scotland 90.27% 89.12% 85.90%
Number of salaries quoted 1458 1750 2203
Median salary £45,000 £44,000 £42,500
Median salary % change year-on-year
+2.27% +3.52%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £60,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analytics
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analytics Jobs Demand Trend in Scotland

Data Analytics
Salary Trend in Scotland

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

Data Analytics Salary Trend in Scotland

Data Analytics
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Analytics across the Scotland region over the 3 months to 27 June 2016.

Data Analytics Salary Histogram in Scotland

Data Analytics
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 Analytics within the Scotland region over the 3 months to 27 June 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +20 28 £74,000 +64.44% 2
Glasgow -15 12 £50,000 +12.35% 4
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 27 June 2016, IT jobs citing Data Analytics 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 Analytics.

1 53 (100.00%) Analytics
2 22 (41.51%) Big Data
3 20 (37.74%) Business Intelligence
4 19 (35.85%) Finance
4 19 (35.85%) Banking
4 19 (35.85%) Degree
5 18 (33.96%) Oracle
6 17 (32.08%) SAS
7 16 (30.19%) Data Visualisation
7 16 (30.19%) Visualisation
8 15 (28.30%) Retail
9 14 (26.42%) Data Modelling
10 13 (24.53%) SQL Server
10 13 (24.53%) SPSS
10 13 (24.53%) Business Development
11 12 (22.64%) Credit Risk
11 12 (22.64%) Java
12 11 (20.75%) Unix
13 10 (18.87%) Analytical Skills
14 9 (16.98%) SQL
14 9 (16.98%) Python
15 8 (15.09%) Linux
15 8 (15.09%) Agile Software Development
15 8 (15.09%) Software Engineering
15 8 (15.09%) Open Source
16 7 (13.21%) Use Case
16 7 (13.21%) Scrum
17 6 (11.32%) SQL Server Reporting Services
17 6 (11.32%) Spring
17 6 (11.32%) Maven

Data Analytics
Top Related 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 17 (32.08%) SAS
2 5 (9.43%) Apache Pig
3 3 (5.66%) JBoss
4 1 (1.89%) Apache
4 1 (1.89%) Apache Spark
4 1 (1.89%) Tomcat
Applications
1 13 (24.53%) SPSS
2 1 (1.89%) MS Excel
Business Applications
1 1 (1.89%) Dynamics CRM
Cloud Services
1 1 (1.89%) IaaS
1 1 (1.89%) SaaS
Communications & Networking
1 4 (7.55%) HTTP
1 4 (7.55%) Network Security
Database & Business Intelligence
1 22 (41.51%) Big Data
2 13 (24.53%) SQL Server
3 6 (11.32%) Data Warehouse
3 6 (11.32%) SQL Server Integration Services
3 6 (11.32%) SQL Server Reporting Services
4 5 (9.43%) Apache Hive
4 5 (9.43%) Hadoop
4 5 (9.43%) HBase
5 4 (7.55%) BusinessObjects
5 4 (7.55%) Oracle Database
5 4 (7.55%) QlikView
6 3 (5.66%) RDBMS
6 3 (5.66%) Relational Database
7 2 (3.77%) IBM BigInsights
8 1 (1.89%) Enterprise Data Warehouse
8 1 (1.89%) IBM InfoSphere
8 1 (1.89%) Impala
8 1 (1.89%) Power BI
8 1 (1.89%) Sisense
8 1 (1.89%) SQL Server Analysis Services
Development Applications
1 6 (11.32%) Maven
2 2 (3.77%) Ant
2 2 (3.77%) JUnit
3 1 (1.89%) Codeship
3 1 (1.89%) Git (software)
3 1 (1.89%) Jenkins
3 1 (1.89%) Oracle Forms
3 1 (1.89%) Subversion
3 1 (1.89%) Team Foundation Server
3 1 (1.89%) Vagrant
General
1 19 (35.85%) Banking
1 19 (35.85%) Finance
2 15 (28.30%) Retail
3 4 (7.55%) Financial Institution
4 3 (5.66%) Marketing
5 2 (3.77%) Local Government
5 2 (3.77%) Retail Banking
Job Titles
1 13 (24.53%) Developer
2 12 (22.64%) Analytics Manager
2 12 (22.64%) Business Intelligence Manager
2 12 (22.64%) Data Analytics Manager
2 12 (22.64%) Data Manager
3 10 (18.87%) Architect
4 8 (15.09%) Consultant
5 6 (11.32%) Java Developer
5 6 (11.32%) Solutions Architect
6 4 (7.55%) Analyst
6 4 (7.55%) Big Data Developer
6 4 (7.55%) IT Consultant
6 4 (7.55%) IT Security Consultant
6 4 (7.55%) Java Software Developer
6 4 (7.55%) Lead Security Consultant
6 4 (7.55%) Security Consultant
6 4 (7.55%) Senior Consultant
6 4 (7.55%) SOC Consultant
6 4 (7.55%) Software Developer
6 4 (7.55%) Technology Consultant
Libraries, Frameworks & Software Standards
1 6 (11.32%) Spring
2 4 (7.55%) Middleware
2 4 (7.55%) REST
3 3 (5.66%) Web Services
4 2 (3.77%) CSS
4 2 (3.77%) HTML
5 1 (1.89%) .NET
5 1 (1.89%) CGI
5 1 (1.89%) Drools
5 1 (1.89%) RESTful
Miscellaneous
1 16 (30.19%) Visualisation
2 12 (22.64%) Credit Risk
3 10 (18.87%) Analytical Skills
4 4 (7.55%) Security Operations Centre
5 2 (3.77%) Blockchain
5 2 (3.77%) User Experience
6 1 (1.89%) Computer Science
6 1 (1.89%) Data Integration
6 1 (1.89%) Economics
6 1 (1.89%) Mathematics
6 1 (1.89%) Psychology
Operating Systems
1 11 (20.75%) Unix
2 8 (15.09%) Linux
3 3 (5.66%) Windows
4 2 (3.77%) Red Hat Enterprise Linux
5 1 (1.89%) CentOS
Processes & Methodologies
1 53 (100.00%) Analytics
2 20 (37.74%) Business Intelligence
3 16 (30.19%) Data Visualisation
4 14 (26.42%) Data Modelling
5 13 (24.53%) Business Development
6 8 (15.09%) Agile Software Development
6 8 (15.09%) Open Source
6 8 (15.09%) Software Engineering
7 7 (13.21%) Scrum
7 7 (13.21%) Use Case
8 6 (11.32%) OO
9 5 (9.43%) Microservices
9 5 (9.43%) Waterfall
10 4 (7.55%) Continuous Delivery
10 4 (7.55%) Data Transformation
10 4 (7.55%) Kanban
10 4 (7.55%) Security Operations
10 4 (7.55%) SIEM
10 4 (7.55%) Software Delivery
10 4 (7.55%) Unit Testing
Programming Languages
1 12 (22.64%) Java
2 9 (16.98%) Python
2 9 (16.98%) SQL
3 5 (9.43%) R
3 5 (9.43%) Ruby
4 4 (7.55%) C#
4 4 (7.55%) PL/SQL
4 4 (7.55%) Shell Script
4 4 (7.55%) SPARQL
5 3 (5.66%) JavaScript
6 1 (1.89%) PowerShell
Qualifications
1 19 (35.85%) Degree
2 4 (7.55%) CEH
2 4 (7.55%) GIAC
3 2 (3.77%) ISEB
3 2 (3.77%) ISTQB
3 2 (3.77%) ISTQB Foundation Certification
4 1 (1.89%) Postgraduate
Quality Assurance & Compliance
1 4 (7.55%) IAS 39
2 1 (1.89%) Data Quality
2 1 (1.89%) ISO/IEC 27001
System Software
1 5 (9.43%) Apache Flume
Systems Management
1 3 (5.66%) MOM
2 2 (3.77%) Opscode Chef
2 2 (3.77%) Puppet
3 1 (1.89%) Ansible
3 1 (1.89%) Capistrano
3 1 (1.89%) HP Quality Center
Vendors
1 18 (33.96%) Oracle
2 5 (9.43%) Tableau
3 4 (7.55%) Ab Initio
3 4 (7.55%) Hyperion
3 4 (7.55%) Informatica
4 2 (3.77%) Red Hat
4 2 (3.77%) VMware
5 1 (1.89%) Cloudera
5 1 (1.89%) Cognos
5 1 (1.89%) IBM
5 1 (1.89%) Microsoft
5 1 (1.89%) Twitter
Edinburgh, Midlothian
CGI
Salary: £45000 - £70000 per annum + benefits
Posted: 7 days ago
Glasgow, Lanarkshire
HMRC
Salary: Competitive
Posted: 14 days ago
Glasgow, Lanarkshire
CGI
Salary: £42,000 - £55,000 per annum + benefits
Posted: 27 days ago
Glasgow, Lanarkshire
CGI
Salary: £30,000 - £40,000 per annum + benefits
Posted: 27 days ago