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 29 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 Sep 2016
Same period 2015 Same period 2014
Data Analytics
Rank 122 110 163
Rank change year-on-year
-12 +53
Permanent jobs citing Data Analytics 24 56 15
As % of all permanent IT jobs located in Scotland 0.96% 1.68% 0.41%
As % of the Processes & Methodologies category 1.07% 1.86% 0.48%
Number of salaries quoted 15 42 10
Median salary £45,000 £56,500 £50,000
Median salary % change year-on-year
-20.35% +13.00%
90% offered a salary of more than £29,200 £36,600 £30,000
10% offered a salary of more than £55,000 £70,000 £80,000
UK excluding London median salary £50,000 £50,000 £45,000
% change year-on-year
- +11.11%
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
2249 3017 3130
As % of all permanent IT jobs located in Scotland 89.74% 90.55% 86.15%
Number of salaries quoted 1405 1901 2011
Median salary £45,000 £45,000 £42,000
Median salary % change year-on-year
- +7.14%
90% offered a salary of more than £31,000 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £65,000
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 29 September 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 29 September 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 +18 13 £45,000 -
Glasgow +4 11 £50,000 -8.25% 1
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 29 September 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 62 (100.00%) Analytics
2 27 (43.55%) Big Data
3 26 (41.94%) Business Intelligence
4 24 (38.71%) Visualisation
5 20 (32.26%) Data Modelling
6 19 (30.65%) Oracle
6 19 (30.65%) Finance
7 18 (29.03%) Banking
7 18 (29.03%) SAS
8 17 (27.42%) SPSS
9 16 (25.81%) Data Visualisation
10 15 (24.19%) Retail
11 14 (22.58%) SQL Server
11 14 (22.58%) Data Warehouse
12 12 (19.35%) SQL
12 12 (19.35%) Degree
13 11 (17.74%) Credit Risk
13 11 (17.74%) Business Development
13 11 (17.74%) Java
13 11 (17.74%) Linux
13 11 (17.74%) Python
14 10 (16.13%) Tableau
15 8 (12.90%) Hadoop
15 8 (12.90%) Marketing
15 8 (12.90%) SQL Server Integration Services
15 8 (12.90%) Data Management
16 7 (11.29%) Cognos
16 7 (11.29%) Unix
16 7 (11.29%) Data Integration
16 7 (11.29%) Data Quality

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 18 (29.03%) SAS
2 6 (9.68%) JBoss
3 5 (8.06%) Apache Pig
3 5 (8.06%) Apache Spark
4 2 (3.23%) Apache
4 2 (3.23%) Tomcat
Applications
1 17 (27.42%) SPSS
2 4 (6.45%) MS Excel
3 1 (1.61%) MS PowerPoint
3 1 (1.61%) MS Project
3 1 (1.61%) MS Visio
Business Applications
1 2 (3.23%) Cognos Business Intelligence
1 2 (3.23%) Dynamics CRM
Cloud Services
1 2 (3.23%) IaaS
1 2 (3.23%) SaaS
Communications & Networking
1 1 (1.61%) SMS
Database & Business Intelligence
1 27 (43.55%) Big Data
2 14 (22.58%) Data Warehouse
2 14 (22.58%) SQL Server
3 8 (12.90%) Hadoop
3 8 (12.90%) SQL Server Integration Services
4 6 (9.68%) Data Mining
4 6 (9.68%) SQL Server Reporting Services
5 5 (8.06%) Apache Hive
5 5 (8.06%) HBase
5 5 (8.06%) Oracle Database
6 4 (6.45%) BusinessObjects
6 4 (6.45%) QlikView
7 3 (4.84%) RDBMS
7 3 (4.84%) Relational Database
8 2 (3.23%) Cognos Query Studio
8 2 (3.23%) IBM BigInsights
8 2 (3.23%) MongoDB
8 2 (3.23%) NoSQL
8 2 (3.23%) Power BI
8 2 (3.23%) Sisense
Development Applications
1 2 (3.23%) Ant
1 2 (3.23%) JUnit
1 2 (3.23%) Maven
1 2 (3.23%) Oracle Forms
1 2 (3.23%) Talend Open Studio
1 2 (3.23%) Team Foundation Server
2 1 (1.61%) Codeship
2 1 (1.61%) Git (software)
2 1 (1.61%) Jenkins
2 1 (1.61%) Subversion
2 1 (1.61%) Vagrant
General
1 19 (30.65%) Finance
2 18 (29.03%) Banking
3 15 (24.19%) Retail
4 8 (12.90%) Marketing
Job Titles
1 13 (20.97%) Developer
2 12 (19.35%) Analytics Manager
2 12 (19.35%) Data Analytics Manager
2 12 (19.35%) Data Manager
3 11 (17.74%) Business Intelligence Manager
4 10 (16.13%) Analyst
5 8 (12.90%) Architect
5 8 (12.90%) Data Analyst
6 6 (9.68%) Consultant
6 6 (9.68%) Marketing Analyst
6 6 (9.68%) Marketing Data Analyst
7 5 (8.06%) Data Consultant
7 5 (8.06%) Senior Consultant
8 4 (6.45%) Big Data Developer
8 4 (6.45%) Business Intelligence Developer
8 4 (6.45%) Designer
8 4 (6.45%) Java Developer
9 3 (4.84%) Data Architect
9 3 (4.84%) Senior Strategy Consultant
9 3 (4.84%) Strategy Consultant
Libraries, Frameworks & Software Standards
1 4 (6.45%) Middleware
1 4 (6.45%) Spring
2 3 (4.84%) CSS
2 3 (4.84%) Drools
2 3 (4.84%) HTML
2 3 (4.84%) Web Services
3 2 (3.23%) .NET
3 2 (3.23%) ActiveMQ
3 2 (3.23%) Apache Camel
3 2 (3.23%) ELK Stack
3 2 (3.23%) jBPM
3 2 (3.23%) MDX
4 1 (1.61%) Apache CXF
4 1 (1.61%) D3.js
4 1 (1.61%) Hibernate
4 1 (1.61%) Java EE
4 1 (1.61%) Node.js
4 1 (1.61%) RESTful
4 1 (1.61%) XML
4 1 (1.61%) XSLT
Miscellaneous
1 24 (38.71%) Visualisation
2 11 (17.74%) Credit Risk
3 7 (11.29%) Data Integration
4 4 (6.45%) Analytical Skills
4 4 (6.45%) Management Information System
5 3 (4.84%) User Experience
6 2 (3.23%) Blockchain
6 2 (3.23%) Computer Science
6 2 (3.23%) Data Structures
6 2 (3.23%) Ontologies
7 1 (1.61%) Economics
7 1 (1.61%) Mathematics
7 1 (1.61%) Mobile App
7 1 (1.61%) Psychology
7 1 (1.61%) Statistics
Operating Systems
1 11 (17.74%) Linux
2 7 (11.29%) Unix
3 3 (4.84%) Red Hat Enterprise Linux
3 3 (4.84%) Windows
4 2 (3.23%) CentOS
5 1 (1.61%) Ubuntu
Processes & Methodologies
1 62 (100.00%) Analytics
2 26 (41.94%) Business Intelligence
3 20 (32.26%) Data Modelling
4 16 (25.81%) Data Visualisation
5 11 (17.74%) Business Development
6 8 (12.90%) Data Management
7 6 (9.68%) Customer Insight
7 6 (9.68%) SOA
8 5 (8.06%) Data Architecture
8 5 (8.06%) ETL
8 5 (8.06%) Risk Management
8 5 (8.06%) Scrum
9 4 (6.45%) Data Governance
9 4 (6.45%) Data Transformation
9 4 (6.45%) Enterprise Architecture
9 4 (6.45%) Information Management
9 4 (6.45%) Microservices
9 4 (6.45%) Open Source
9 4 (6.45%) People Management
9 4 (6.45%) Software Delivery
Programming Languages
1 12 (19.35%) SQL
2 11 (17.74%) Java
2 11 (17.74%) Python
3 5 (8.06%) R
4 4 (6.45%) JavaScript
4 4 (6.45%) PL/SQL
5 2 (3.23%) T-SQL
6 1 (1.61%) Jython
6 1 (1.61%) PowerShell
6 1 (1.61%) Ruby
Qualifications
1 12 (19.35%) Degree
2 2 (3.23%) SC Cleared
2 2 (3.23%) Security Cleared
3 1 (1.61%) Postgraduate
Quality Assurance & Compliance
1 7 (11.29%) Data Quality
2 4 (6.45%) IAS 39
3 1 (1.61%) ISO/IEC 27001
3 1 (1.61%) QA
System Software
1 5 (8.06%) Apache Flume
Systems Management
1 3 (4.84%) MOM
2 2 (3.23%) Opscode Chef
2 2 (3.23%) Puppet
3 1 (1.61%) Ansible
3 1 (1.61%) Capistrano
Vendors
1 19 (30.65%) Oracle
2 10 (16.13%) Tableau
3 7 (11.29%) Cognos
4 4 (6.45%) Ab Initio
4 4 (6.45%) Hyperion
4 4 (6.45%) Informatica
5 3 (4.84%) Microsoft
5 3 (4.84%) Red Hat
6 2 (3.23%) IBM
6 2 (3.23%) Talend
6 2 (3.23%) VMware
7 1 (1.61%) Adobe
7 1 (1.61%) Cloudera
7 1 (1.61%) Twitter
Glasgow, Lanarkshire
CGI
Salary: £35000 - £41000 per annum + benefits
Posted: 6 days ago
Stirling, Stirlingshire
PRUDENTIAL
Posted: 15 days ago