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 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Analytics
Rank 114 108 160
Rank change year-on-year
-6 +52
Permanent jobs citing Data Analytics 35 58 18
As % of all permanent IT jobs located in Scotland 1.27% 1.78% 0.49%
As % of the Processes & Methodologies category 1.42% 1.97% 0.56%
Number of salaries quoted 17 46 11
Median salary £46,500 £47,500 £50,000
Median salary % change year-on-year
-2.10% -5.00%
90% offered a salary of more than £31,300 £34,500 £30,000
10% offered a salary of more than £62,600 £70,000 £80,000
UK excluding London median salary £52,500 £47,500 £44,000
% change year-on-year
+10.52% +7.95%
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
2466 2949 3190
As % of all permanent IT jobs located in Scotland 89.77% 90.27% 86.15%
Number of salaries quoted 1464 1876 2072
Median salary £45,000 £44,500 £42,000
Median salary % change year-on-year
+1.12% +5.95%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £64,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 28 August 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 28 August 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 +22 22 £45,000 - 1
Glasgow -3 13 £47,500 +2.70% 1
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 28 August 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 57 (100.00%) Analytics
2 27 (47.37%) Business Intelligence
3 25 (43.86%) Big Data
4 22 (38.60%) Visualisation
5 20 (35.09%) Banking
6 19 (33.33%) Oracle
7 18 (31.58%) Data Modelling
8 17 (29.82%) SAS
8 17 (29.82%) SPSS
9 16 (28.07%) Data Visualisation
10 15 (26.32%) SQL Server
10 15 (26.32%) Retail
10 15 (26.32%) Finance
11 12 (21.05%) Business Development
11 12 (21.05%) Credit Risk
12 11 (19.30%) SQL
12 11 (19.30%) Data Warehouse
12 11 (19.30%) Degree
13 10 (17.54%) Python
13 10 (17.54%) Java
13 10 (17.54%) Linux
13 10 (17.54%) Tableau
14 8 (14.04%) SQL Server Integration Services
15 7 (12.28%) Marketing
15 7 (12.28%) Unix
15 7 (12.28%) Cognos
15 7 (12.28%) Data Quality
16 6 (10.53%) Hadoop
16 6 (10.53%) ETL
16 6 (10.53%) SQL Server Reporting Services

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 (29.82%) SAS
2 5 (8.77%) Apache Pig
2 5 (8.77%) Apache Spark
2 5 (8.77%) JBoss
3 2 (3.51%) Apache
3 2 (3.51%) Tomcat
Applications
1 17 (29.82%) SPSS
2 3 (5.26%) MS Excel
3 1 (1.75%) MS PowerPoint
3 1 (1.75%) MS Project
3 1 (1.75%) MS Visio
Business Applications
1 2 (3.51%) Cognos Business Intelligence
1 2 (3.51%) Dynamics CRM
Cloud Services
1 2 (3.51%) IaaS
1 2 (3.51%) SaaS
Database & Business Intelligence
1 25 (43.86%) Big Data
2 15 (26.32%) SQL Server
3 11 (19.30%) Data Warehouse
4 8 (14.04%) SQL Server Integration Services
5 6 (10.53%) Hadoop
5 6 (10.53%) SQL Server Reporting Services
6 5 (8.77%) Apache Hive
6 5 (8.77%) Data Mining
6 5 (8.77%) HBase
6 5 (8.77%) Oracle Database
7 4 (7.02%) BusinessObjects
7 4 (7.02%) QlikView
8 3 (5.26%) RDBMS
8 3 (5.26%) Relational Database
9 2 (3.51%) Cognos Query Studio
9 2 (3.51%) IBM BigInsights
9 2 (3.51%) Oracle8/8i Database
9 2 (3.51%) Power BI
9 2 (3.51%) Sisense
9 2 (3.51%) SQL Server Analysis Services
Development Applications
1 3 (5.26%) Team Foundation Server
2 2 (3.51%) Ant
2 2 (3.51%) JUnit
2 2 (3.51%) Maven
2 2 (3.51%) Oracle Forms
3 1 (1.75%) Codeship
3 1 (1.75%) Git (software)
3 1 (1.75%) Jenkins
3 1 (1.75%) Subversion
3 1 (1.75%) Talend Open Studio
3 1 (1.75%) Vagrant
General
1 20 (35.09%) Banking
2 15 (26.32%) Finance
2 15 (26.32%) Retail
3 7 (12.28%) Marketing
4 1 (1.75%) Retail Banking
Job Titles
1 12 (21.05%) Analytics Manager
1 12 (21.05%) Business Intelligence Manager
1 12 (21.05%) Data Analytics Manager
1 12 (21.05%) Data Manager
1 12 (21.05%) Developer
2 10 (17.54%) Analyst
3 9 (15.79%) Architect
4 7 (12.28%) Data Analyst
5 6 (10.53%) Consultant
6 5 (8.77%) Data Consultant
6 5 (8.77%) Marketing Analyst
6 5 (8.77%) Marketing Data Analyst
6 5 (8.77%) Senior Consultant
7 4 (7.02%) Big Data Developer
7 4 (7.02%) Business Intelligence Developer
7 4 (7.02%) Solutions Architect
8 3 (5.26%) Data Architect
8 3 (5.26%) Java Developer
8 3 (5.26%) Senior Strategy Consultant
8 3 (5.26%) Strategy Consultant
Libraries, Frameworks & Software Standards
1 4 (7.02%) Middleware
2 3 (5.26%) CSS
2 3 (5.26%) HTML
2 3 (5.26%) Spring
2 3 (5.26%) Web Services
3 2 (3.51%) .NET
3 2 (3.51%) Drools
3 2 (3.51%) MDX
4 1 (1.75%) ActiveMQ
4 1 (1.75%) AngularJS
4 1 (1.75%) Apache Camel
4 1 (1.75%) Apache CXF
4 1 (1.75%) D3.js
4 1 (1.75%) ELK Stack
4 1 (1.75%) Hibernate
4 1 (1.75%) jBPM
4 1 (1.75%) Node.js
4 1 (1.75%) RESTful
Miscellaneous
1 22 (38.60%) Visualisation
2 12 (21.05%) Credit Risk
3 5 (8.77%) Data Integration
4 3 (5.26%) User Experience
5 2 (3.51%) Analytical Skills
5 2 (3.51%) Blockchain
6 1 (1.75%) Computer Science
6 1 (1.75%) Economics
6 1 (1.75%) Mathematics
6 1 (1.75%) Mobile App
6 1 (1.75%) Psychology
Operating Systems
1 10 (17.54%) Linux
2 7 (12.28%) Unix
3 3 (5.26%) Red Hat Enterprise Linux
3 3 (5.26%) Windows
4 2 (3.51%) CentOS
5 1 (1.75%) Ubuntu
Processes & Methodologies
1 57 (100.00%) Analytics
2 27 (47.37%) Business Intelligence
3 18 (31.58%) Data Modelling
4 16 (28.07%) Data Visualisation
5 12 (21.05%) Business Development
6 6 (10.53%) ETL
7 5 (8.77%) Customer Insight
7 5 (8.77%) Data Management
7 5 (8.77%) Risk Management
8 4 (7.02%) Agile Software Development
8 4 (7.02%) Data Governance
8 4 (7.02%) Data Transformation
8 4 (7.02%) Information Management
8 4 (7.02%) Open Source
8 4 (7.02%) People Management
8 4 (7.02%) Scrum
8 4 (7.02%) SOA
8 4 (7.02%) Software Delivery
8 4 (7.02%) Waterfall
9 3 (5.26%) Software Engineering
Programming Languages
1 11 (19.30%) SQL
2 10 (17.54%) Java
2 10 (17.54%) Python
3 5 (8.77%) R
4 4 (7.02%) JavaScript
4 4 (7.02%) PL/SQL
5 2 (3.51%) T-SQL
6 1 (1.75%) Jython
6 1 (1.75%) PowerShell
6 1 (1.75%) Ruby
Qualifications
1 11 (19.30%) Degree
2 1 (1.75%) ISEB
2 1 (1.75%) ISTQB
2 1 (1.75%) ISTQB Foundation Certification
2 1 (1.75%) Postgraduate
2 1 (1.75%) SC Cleared
2 1 (1.75%) Security Cleared
Quality Assurance & Compliance
1 7 (12.28%) Data Quality
2 4 (7.02%) IAS 39
3 1 (1.75%) ISO/IEC 27001
3 1 (1.75%) QA
System Software
1 5 (8.77%) Apache Flume
Systems Management
1 3 (5.26%) MOM
2 2 (3.51%) Opscode Chef
2 2 (3.51%) Puppet
3 1 (1.75%) Ansible
3 1 (1.75%) Capistrano
3 1 (1.75%) HP Quality Center
Vendors
1 19 (33.33%) Oracle
2 10 (17.54%) Tableau
3 7 (12.28%) Cognos
4 4 (7.02%) Ab Initio
4 4 (7.02%) Hyperion
4 4 (7.02%) Informatica
5 3 (5.26%) Red Hat
6 2 (3.51%) IBM
6 2 (3.51%) Microsoft
6 2 (3.51%) VMware
7 1 (1.75%) Adobe
7 1 (1.75%) Cloudera
7 1 (1.75%) Talend
7 1 (1.75%) Twitter
Edinburgh, Midlothian
Experis Ltd
Salary: £27000.00 per annum
Posted: 4 days ago
Glasgow, Lanarkshire
CGI
Salary: £42000 - £50000 per annum + Benefits
Posted: 3 days ago