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 4 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
Data Analytics
Rank 105 127 146
Rank change year-on-year
+22 +19
Permanent jobs citing Data Analytics 27 38 21
As % of all permanent IT jobs located in Scotland 1.15% 1.23% 0.65%
As % of the Processes & Methodologies category 1.29% 1.37% 0.73%
Number of salaries quoted 16 32 9
Median salary £52,500 £56,500 £50,000
Median salary % change year-on-year
-7.07% +13.00%
90% offered a salary of more than £40,000 £42,750 £34,000
10% offered a salary of more than £76,250 £70,000 £55,000
UK excluding London median salary £50,000 £50,000 £47,500
% change year-on-year
- +5.26%
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
2089 2776 2864
As % of all permanent IT jobs located in Scotland 89.12% 89.58% 88.45%
Number of salaries quoted 1290 1760 1870
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £65,000 £62,500 £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 4 December 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 4 December 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
Glasgow +13 13 £55,000 -2.65% 2
Edinburgh +23 12 £55,000 +12.82% 1
Stirling - 1 £40,000 -
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 4 December 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 61 (100.00%) Analytics
2 29 (47.54%) Big Data
3 21 (34.43%) Java
4 20 (32.79%) Finance
5 17 (27.87%) SQL
5 17 (27.87%) Python
6 16 (26.23%) Business Intelligence
6 16 (26.23%) Linux
6 16 (26.23%) JBoss
6 16 (26.23%) Hadoop
7 15 (24.59%) Data Warehouse
8 14 (22.95%) SOA
8 14 (22.95%) Agile Software Development
9 12 (19.67%) Spring
9 12 (19.67%) Data Modelling
9 12 (19.67%) Middleware
9 12 (19.67%) Open Source
9 12 (19.67%) Microservices
10 11 (18.03%) Scrum
11 10 (16.39%) Oracle
11 10 (16.39%) Visualisation
12 9 (14.75%) Data Management
12 9 (14.75%) Drools
13 8 (13.11%) Continuous Integration
13 8 (13.11%) jBPM
13 8 (13.11%) Marketing
13 8 (13.11%) Degree
13 8 (13.11%) ActiveMQ
13 8 (13.11%) TDD
13 8 (13.11%) PostgreSQL

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 16 (26.23%) JBoss
2 8 (13.11%) Tomcat
3 7 (11.48%) Apache Pig
4 5 (8.20%) Apache Spark
5 4 (6.56%) Apache
5 4 (6.56%) Oracle SOA Suite
5 4 (6.56%) SAS
Applications
1 7 (11.48%) SPSS
2 4 (6.56%) MS Excel
3 1 (1.64%) MS PowerPoint
3 1 (1.64%) MS Project
3 1 (1.64%) MS Visio
Business Applications
1 2 (3.28%) Cognos Business Intelligence
1 2 (3.28%) Dynamics CRM
Cloud Services
1 4 (6.56%) IaaS
1 4 (6.56%) SaaS
2 1 (1.64%) Amazon AWS
Communications & Networking
1 1 (1.64%) SMS
Database & Business Intelligence
1 29 (47.54%) Big Data
2 16 (26.23%) Hadoop
3 15 (24.59%) Data Warehouse
4 8 (13.11%) MongoDB
4 8 (13.11%) Neo4j
4 8 (13.11%) Pentaho
4 8 (13.11%) PostgreSQL
5 7 (11.48%) Apache Hive
5 7 (11.48%) HBase
5 7 (11.48%) Oracle Database
5 7 (11.48%) SQL Server
6 6 (9.84%) Data Mining
7 4 (6.56%) Oracle8/8i Database
7 4 (6.56%) SQL Server Integration Services
8 3 (4.92%) RDBMS
8 3 (4.92%) Relational Database
8 3 (4.92%) Sqoop
9 2 (3.28%) NoSQL
9 2 (3.28%) SQL Server Analysis Services
9 2 (3.28%) SQL Server Reporting Services
Development Applications
1 8 (13.11%) Talend Open Studio
2 4 (6.56%) Oracle Forms
3 2 (3.28%) Team Foundation Server
4 1 (1.64%) Axure RP
4 1 (1.64%) Balsamiq Mockups
4 1 (1.64%) Codeship
4 1 (1.64%) Git (software)
4 1 (1.64%) Jenkins
4 1 (1.64%) Subversion
4 1 (1.64%) Vagrant
General
1 20 (32.79%) Finance
2 8 (13.11%) Marketing
3 7 (11.48%) Retail
4 5 (8.20%) Banking
5 3 (4.92%) Spanish Language
Job Titles
1 19 (31.15%) Developer
2 10 (16.39%) Analyst
2 10 (16.39%) Architect
3 9 (14.75%) Java Developer
3 9 (14.75%) Software Developer
4 8 (13.11%) Data Analyst
5 7 (11.48%) Java Software Developer
6 6 (9.84%) Marketing Analyst
6 6 (9.84%) Marketing Data Analyst
7 5 (8.20%) Business Intelligence Lead
7 5 (8.20%) Designer
8 4 (6.56%) Big Data Developer
8 4 (6.56%) Business Intelligence Developer
8 4 (6.56%) Chief Architect
8 4 (6.56%) Consultant
8 4 (6.56%) Data Consultant
8 4 (6.56%) Lead Developer
8 4 (6.56%) Lead Java Developer
8 4 (6.56%) Lead Software Developer
8 4 (6.56%) Software Engineer
Libraries, Frameworks & Software Standards
1 12 (19.67%) Middleware
1 12 (19.67%) Spring
2 9 (14.75%) Drools
3 8 (13.11%) ActiveMQ
3 8 (13.11%) Apache Camel
3 8 (13.11%) ELK Stack
3 8 (13.11%) jBPM
4 7 (11.48%) Java EE
4 7 (11.48%) XML
4 7 (11.48%) XSLT
5 5 (8.20%) Hibernate
5 5 (8.20%) Node.js
6 4 (6.56%) .NET
7 3 (4.92%) CSS
7 3 (4.92%) HTML
8 2 (3.28%) MDX
8 2 (3.28%) Web Services
9 1 (1.64%) Ajax
9 1 (1.64%) Apache CXF
9 1 (1.64%) jQuery
Miscellaneous
1 10 (16.39%) Visualisation
2 6 (9.84%) Data Integration
3 5 (8.20%) Analytical Skills
4 4 (6.56%) Blockchain
4 4 (6.56%) Management Information System
5 3 (4.92%) User Experience
6 2 (3.28%) Computer Science
6 2 (3.28%) Data Structures
6 2 (3.28%) Ontologies
7 1 (1.64%) Credit Risk
7 1 (1.64%) Economics
7 1 (1.64%) Mathematics
7 1 (1.64%) Mobile App
7 1 (1.64%) Psychology
7 1 (1.64%) Statistics
Operating Systems
1 16 (26.23%) Linux
2 5 (8.20%) Red Hat Enterprise Linux
3 4 (6.56%) Unix
4 2 (3.28%) CentOS
5 1 (1.64%) Ubuntu
Processes & Methodologies
1 61 (100.00%) Analytics
2 16 (26.23%) Business Intelligence
3 14 (22.95%) Agile Software Development
3 14 (22.95%) SOA
4 12 (19.67%) Data Modelling
4 12 (19.67%) Microservices
4 12 (19.67%) Open Source
5 11 (18.03%) Scrum
6 9 (14.75%) Data Management
7 8 (13.11%) Big Data Analytics
7 8 (13.11%) Continuous Integration
7 8 (13.11%) TDD
8 7 (11.48%) ETL
8 7 (11.48%) Workflow
9 6 (9.84%) Customer Insight
9 6 (9.84%) Enterprise Architecture
10 5 (8.20%) Coaching
10 5 (8.20%) Data Architecture
10 5 (8.20%) Service Design
11 4 (6.56%) Technical Architecture
Programming Languages
1 21 (34.43%) Java
2 17 (27.87%) Python
2 17 (27.87%) SQL
3 8 (13.11%) JavaScript
3 8 (13.11%) PL/SQL
4 4 (6.56%) Bash Shell
4 4 (6.56%) Perl
4 4 (6.56%) R
5 2 (3.28%) T-SQL
6 1 (1.64%) Jython
6 1 (1.64%) Ruby
Qualifications
1 8 (13.11%) Degree
2 2 (3.28%) SC Cleared
2 2 (3.28%) Security Cleared
3 1 (1.64%) CCAB
3 1 (1.64%) CISA
3 1 (1.64%) Postgraduate
Quality Assurance & Compliance
1 7 (11.48%) Data Quality
2 1 (1.64%) QA
System Software
1 4 (6.56%) Apache Flume
2 3 (4.92%) HDFS
Systems Management
1 3 (4.92%) Oozie
2 2 (3.28%) MOM
3 1 (1.64%) Ansible
3 1 (1.64%) Capistrano
3 1 (1.64%) Opscode Chef
3 1 (1.64%) Puppet
Vendors
1 10 (16.39%) Oracle
2 8 (13.11%) Talend
3 7 (11.48%) Cognos
4 6 (9.84%) Tableau
5 5 (8.20%) Red Hat
6 4 (6.56%) IBM
7 3 (4.92%) Microsoft
7 3 (4.92%) MicroStrategy
8 2 (3.28%) Adobe
9 1 (1.64%) Cloudera
9 1 (1.64%) Twitter
9 1 (1.64%) VMware
Scotland
Be-IT Resourcing
Salary: From £50,000 to £90,000 per annum plus benefits including profit share
Posted: 4 days ago
Glasgow
Churchill Frank
Salary: £40000 - £60000 per annum + BONUS, PENSION
Posted: 23 days ago
Glasgow, Lanarkshire
CGI
Salary: £35000 - £41000 per annum + benefits
Posted: 16 days ago
Edinburgh, Midlothian
CGI
Salary: £35000 - £41000 per annum + benefits
Posted: 17 days ago