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 24 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Jul 2016
Same period 2015 Same period 2014
Data Analytics
Rank 117 119 162
Rank change year-on-year
+2 +43
Permanent jobs citing Data Analytics 39 48 16
As % of all permanent IT jobs located in Scotland 1.37% 1.50% 0.44%
As % of the Processes & Methodologies category 1.51% 1.66% 0.51%
Number of salaries quoted 21 35 11
Median salary £53,750 £45,000 £50,000
Median salary % change year-on-year
+19.44% -10.00%
90% offered a salary of more than £31,950 £34,500 £30,000
10% offered a salary of more than £74,000 £60,000 £52,500
UK excluding London median salary £52,000 £45,000 £42,500
% change year-on-year
+15.55% +5.88%
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
2575 2883 3134
As % of all permanent IT jobs located in Scotland 90.41% 90.35% 86.38%
Number of salaries quoted 1445 1836 2114
Median salary £45,000 £43,000 £42,500
Median salary % change year-on-year
+4.65% +1.17%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £62,500 £60,000 £62,000
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 24 July 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 24 July 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 +25 26 £70,000 +81.81% 2
Glasgow -18 14 £47,500 +6.74% 4
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 24 July 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 56 (100.00%) Analytics
2 24 (42.86%) Big Data
3 23 (41.07%) Business Intelligence
4 20 (35.71%) Banking
4 20 (35.71%) Visualisation
5 18 (32.14%) Oracle
6 17 (30.36%) Data Modelling
6 17 (30.36%) SAS
7 16 (28.57%) SPSS
7 16 (28.57%) Finance
7 16 (28.57%) Data Visualisation
8 15 (26.79%) Degree
8 15 (26.79%) SQL Server
9 14 (25.00%) Retail
10 13 (23.21%) Business Development
11 12 (21.43%) Credit Risk
12 11 (19.64%) Java
13 10 (17.86%) SQL
13 10 (17.86%) Unix
13 10 (17.86%) Python
14 8 (14.29%) Data Warehouse
14 8 (14.29%) Linux
15 7 (12.50%) Software Engineering
15 7 (12.50%) SQL Server Integration Services
15 7 (12.50%) Open Source
15 7 (12.50%) Tableau
16 6 (10.71%) Analytical Skills
16 6 (10.71%) Scrum
16 6 (10.71%) Agile Software Development
16 6 (10.71%) Cognos

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 (30.36%) SAS
2 5 (8.93%) Apache Pig
3 3 (5.36%) Apache Spark
3 3 (5.36%) JBoss
4 1 (1.79%) Apache
4 1 (1.79%) Tomcat
Applications
1 16 (28.57%) SPSS
2 2 (3.57%) MS Excel
3 1 (1.79%) MS PowerPoint
3 1 (1.79%) MS Project
3 1 (1.79%) MS Visio
Business Applications
1 2 (3.57%) Cognos Business Intelligence
2 1 (1.79%) Dynamics CRM
Cloud Services
1 1 (1.79%) IaaS
1 1 (1.79%) SaaS
Communications & Networking
1 3 (5.36%) HTTP
2 1 (1.79%) Network Security
Database & Business Intelligence
1 24 (42.86%) Big Data
2 15 (26.79%) SQL Server
3 8 (14.29%) Data Warehouse
4 7 (12.50%) SQL Server Integration Services
5 5 (8.93%) Apache Hive
5 5 (8.93%) Hadoop
5 5 (8.93%) HBase
5 5 (8.93%) SQL Server Reporting Services
6 4 (7.14%) BusinessObjects
6 4 (7.14%) Data Mining
6 4 (7.14%) Oracle Database
6 4 (7.14%) QlikView
7 3 (5.36%) RDBMS
7 3 (5.36%) Relational Database
8 2 (3.57%) Cognos Query Studio
8 2 (3.57%) IBM BigInsights
9 1 (1.79%) Enterprise Data Warehouse
9 1 (1.79%) Impala
9 1 (1.79%) Power BI
9 1 (1.79%) Sisense
Development Applications
1 5 (8.93%) Maven
2 3 (5.36%) Team Foundation Server
3 2 (3.57%) Ant
3 2 (3.57%) JUnit
4 1 (1.79%) Codeship
4 1 (1.79%) Git (software)
4 1 (1.79%) Jenkins
4 1 (1.79%) Oracle Forms
4 1 (1.79%) Subversion
4 1 (1.79%) Vagrant
General
1 20 (35.71%) Banking
2 16 (28.57%) Finance
3 14 (25.00%) Retail
4 5 (8.93%) Marketing
5 3 (5.36%) Financial Institution
6 2 (3.57%) Local Government
7 1 (1.79%) Retail Banking
Job Titles
1 13 (23.21%) Developer
2 12 (21.43%) Analytics Manager
2 12 (21.43%) Business Intelligence Manager
2 12 (21.43%) Data Analytics Manager
2 12 (21.43%) Data Manager
3 10 (17.86%) Architect
4 7 (12.50%) Analyst
5 6 (10.71%) Solutions Architect
6 5 (8.93%) Consultant
6 5 (8.93%) Data Analyst
6 5 (8.93%) Java Developer
7 4 (7.14%) Big Data Developer
7 4 (7.14%) Marketing Analyst
7 4 (7.14%) Marketing Data Analyst
7 4 (7.14%) Senior Consultant
8 3 (5.36%) Business Intelligence Developer
8 3 (5.36%) Data Consultant
8 3 (5.36%) Java Software Developer
8 3 (5.36%) Senior Strategy Consultant
8 3 (5.36%) Strategy Consultant
Libraries, Frameworks & Software Standards
1 5 (8.93%) Spring
2 4 (7.14%) Middleware
3 3 (5.36%) CSS
3 3 (5.36%) HTML
3 3 (5.36%) REST
3 3 (5.36%) Web Services
4 2 (3.57%) MDX
5 1 (1.79%) .NET
5 1 (1.79%) CGI
5 1 (1.79%) Drools
5 1 (1.79%) RESTful
Miscellaneous
1 20 (35.71%) Visualisation
2 12 (21.43%) Credit Risk
3 6 (10.71%) Analytical Skills
4 3 (5.36%) Data Integration
4 3 (5.36%) User Experience
5 2 (3.57%) Blockchain
6 1 (1.79%) Computer Science
6 1 (1.79%) Economics
6 1 (1.79%) Mathematics
6 1 (1.79%) Psychology
6 1 (1.79%) Security Operations Centre
Operating Systems
1 10 (17.86%) Unix
2 8 (14.29%) Linux
3 3 (5.36%) Windows
4 2 (3.57%) Red Hat Enterprise Linux
5 1 (1.79%) CentOS
Processes & Methodologies
1 56 (100.00%) Analytics
2 23 (41.07%) Business Intelligence
3 17 (30.36%) Data Modelling
4 16 (28.57%) Data Visualisation
5 13 (23.21%) Business Development
6 7 (12.50%) Open Source
6 7 (12.50%) Software Engineering
7 6 (10.71%) Agile Software Development
7 6 (10.71%) ETL
7 6 (10.71%) Scrum
8 5 (8.93%) OO
9 4 (7.14%) Customer Insight
9 4 (7.14%) Data Transformation
9 4 (7.14%) Microservices
9 4 (7.14%) SOA
9 4 (7.14%) Software Delivery
9 4 (7.14%) Use Case
9 4 (7.14%) Waterfall
10 3 (5.36%) Continuous Delivery
10 3 (5.36%) Front End Development
Programming Languages
1 11 (19.64%) Java
2 10 (17.86%) Python
2 10 (17.86%) SQL
3 5 (8.93%) R
4 4 (7.14%) JavaScript
4 4 (7.14%) PL/SQL
4 4 (7.14%) Ruby
5 3 (5.36%) C#
5 3 (5.36%) Shell Script
5 3 (5.36%) SPARQL
6 2 (3.57%) T-SQL
7 1 (1.79%) PowerShell
Qualifications
1 15 (26.79%) Degree
2 1 (1.79%) CEH
2 1 (1.79%) GIAC
2 1 (1.79%) ISEB
2 1 (1.79%) ISTQB
2 1 (1.79%) ISTQB Foundation Certification
2 1 (1.79%) Postgraduate
Quality Assurance & Compliance
1 5 (8.93%) Data Quality
2 4 (7.14%) IAS 39
3 1 (1.79%) ISO/IEC 27001
System Software
1 5 (8.93%) Apache Flume
Systems Management
1 3 (5.36%) MOM
2 2 (3.57%) Opscode Chef
2 2 (3.57%) Puppet
3 1 (1.79%) Ansible
3 1 (1.79%) Capistrano
3 1 (1.79%) HP Quality Center
Vendors
1 18 (32.14%) Oracle
2 7 (12.50%) Tableau
3 6 (10.71%) Cognos
4 4 (7.14%) Ab Initio
4 4 (7.14%) Hyperion
4 4 (7.14%) Informatica
5 2 (3.57%) Red Hat
5 2 (3.57%) VMware
6 1 (1.79%) Cloudera
6 1 (1.79%) IBM
6 1 (1.79%) Microsoft
6 1 (1.79%) Twitter
Glasgow, Lanarkshire
Harvey Nash plc
Salary: £50000 - £55000 per annum + Excellent benefits
Posted: 5 days ago
Edinburgh, Midlothian
Harvey Nash plc
Salary: Market Leading Salary + benefits package
Posted: 5 days ago
Glasgow, Lanarkshire
Harvey Nash plc
Salary: Market Leading Salary
Posted: 3 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £50,000-£60,000
Posted: 5 days ago
Glasgow
BT
Salary: £32,000 - £45,000 pa (dep. on experience) + benefits
Posted: 12 days ago