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 20 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Feb 2017
Same period 2016 Same period 2015
Data Analytics
UK / Scotland
Rank 112 143 125
Rank change year-on-year
+31 -18
Permanent jobs citing Data Analytics 29 21 39
As % of all permanent IT jobs located in Scotland 1.25% 0.72% 1.23%
As % of the Processes & Methodologies category 1.39% 0.79% 1.39%
Number of salaries quoted 24 14 19
Median salary £52,500 £57,500 £45,000
Median salary % change year-on-year
-8.69% +27.77%
90% offered a salary of more than £34,750 £43,750 £32,000
10% offered a salary of more than £60,000 £65,250 £53,000
UK excluding London median salary £45,000 £51,230 £47,500
% change year-on-year
-12.15% +7.85%

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
2082 2655 2804
As % of all permanent IT jobs located in Scotland 90.09% 90.55% 88.54%
Number of salaries quoted 1347 1696 1767
Median salary £45,000 £45,000 £43,500
Median salary % change year-on-year
- +3.44%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £65,500 £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 20 February 2017.

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 20 February 2017. 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 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 +19 15 £52,500 -8.69% 3
Edinburgh +6 12 £60,000 +6.66% 4
Dundee - 2 £45,000 - 1
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 20 February 2017, 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 50 (100.00%) Analytics
2 27 (54.00%) Big Data
3 25 (50.00%) Java
4 20 (40.00%) Agile Software Development
5 18 (36.00%) Spring
6 16 (32.00%) Finance
6 16 (32.00%) SQL
6 16 (32.00%) Hadoop
7 15 (30.00%) JBoss
8 14 (28.00%) SOA
9 13 (26.00%) JavaScript
9 13 (26.00%) MongoDB
9 13 (26.00%) Microservices
10 11 (22.00%) Open Source
10 11 (22.00%) Continuous Integration
10 11 (22.00%) Python
10 11 (22.00%) Linux
10 11 (22.00%) Middleware
11 10 (20.00%) Scrum
11 10 (20.00%) Data Modelling
11 10 (20.00%) Talend Open Studio
11 10 (20.00%) Workflow
11 10 (20.00%) Talend
12 9 (18.00%) Big Data Analytics
12 9 (18.00%) Neo4j
12 9 (18.00%) Elastic Stack
12 9 (18.00%) TDD
12 9 (18.00%) ActiveMQ
12 9 (18.00%) Pentaho
12 9 (18.00%) Drools

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 15 (30.00%) JBoss
2 6 (12.00%) Tomcat
3 4 (8.00%) Apache
3 4 (8.00%) SAS
4 3 (6.00%) Apache Pig
5 2 (4.00%) Apache Spark
5 2 (4.00%) Oracle SOA Suite
6 1 (2.00%) SharePoint
Applications
1 1 (2.00%) MS Excel
1 1 (2.00%) SPSS
Cloud Services
1 2 (4.00%) IaaS
1 2 (4.00%) Microsoft Azure
1 2 (4.00%) SaaS
2 1 (2.00%) Amazon AWS
Communications & Networking
1 7 (14.00%) Internet
2 1 (2.00%) SMS
Database & Business Intelligence
1 27 (54.00%) Big Data
2 16 (32.00%) Hadoop
3 13 (26.00%) MongoDB
4 9 (18.00%) Data Warehouse
4 9 (18.00%) Neo4j
4 9 (18.00%) Pentaho
4 9 (18.00%) PostgreSQL
5 5 (10.00%) SQL Server
6 4 (8.00%) Blockchain
7 3 (6.00%) Apache Hive
7 3 (6.00%) Data Mining
7 3 (6.00%) HBase
7 3 (6.00%) NoSQL
7 3 (6.00%) Sqoop
8 2 (4.00%) Oracle Database
8 2 (4.00%) Oracle8/8i Database
8 2 (4.00%) QlikView
9 1 (2.00%) BusinessObjects
9 1 (2.00%) Spotfire
Development Applications
1 10 (20.00%) Talend Open Studio
2 2 (4.00%) Oracle Forms
3 1 (2.00%) Axure RP
3 1 (2.00%) Balsamiq Mockups
General
1 16 (32.00%) Finance
2 5 (10.00%) Marketing
3 4 (8.00%) Retail
4 3 (6.00%) Spanish Language
5 2 (4.00%) Publishing
6 1 (2.00%) Banking
6 1 (2.00%) Investment Banking
Job Titles
1 22 (44.00%) Developer
2 13 (26.00%) Java Developer
3 9 (18.00%) Software Developer
4 6 (12.00%) Java Software Developer
4 6 (12.00%) Software Engineer
5 5 (10.00%) Business Intelligence Lead
6 4 (8.00%) Analyst
6 4 (8.00%) Data Analyst
6 4 (8.00%) Designer
6 4 (8.00%) Lead Developer
6 4 (8.00%) Lead Java Developer
6 4 (8.00%) Lead Software Developer
7 3 (6.00%) Consultant
7 3 (6.00%) Data Insight Analyst
7 3 (6.00%) Insight Analyst
7 3 (6.00%) Java Engineer
7 3 (6.00%) Java Software Engineer
7 3 (6.00%) JavaScript Developer
7 3 (6.00%) Marketing Analyst
7 3 (6.00%) Marketing Data Analyst
Libraries, Frameworks & Software Standards
1 18 (36.00%) Spring
2 11 (22.00%) Middleware
3 9 (18.00%) ActiveMQ
3 9 (18.00%) Drools
3 9 (18.00%) Elastic Stack
3 9 (18.00%) Java EE
3 9 (18.00%) jBPM
3 9 (18.00%) XML
3 9 (18.00%) XSLT
4 8 (16.00%) Apache Camel
5 6 (12.00%) Node.js
6 5 (10.00%) Hibernate
6 5 (10.00%) HTML
7 4 (8.00%) Web Services
8 3 (6.00%) AngularJS
8 3 (6.00%) CSS
9 2 (4.00%) REST
9 2 (4.00%) RESTful
9 2 (4.00%) SOAP
9 2 (4.00%) Spring Boot
Miscellaneous
1 6 (12.00%) Analytical Skills
2 5 (10.00%) Management Information System
3 4 (8.00%) Data Structures
3 4 (8.00%) Internet of Things
4 3 (6.00%) Computer Science
4 3 (6.00%) User Experience
5 2 (4.00%) Algorithms
5 2 (4.00%) Mobile App
6 1 (2.00%) PMI
6 1 (2.00%) Private Cloud
Operating Systems
1 11 (22.00%) Linux
2 2 (4.00%) Red Hat Enterprise Linux
3 1 (2.00%) Android
3 1 (2.00%) Apple iOS
Processes & Methodologies
1 50 (100.00%) Analytics
2 20 (40.00%) Agile Software Development
3 14 (28.00%) SOA
4 13 (26.00%) Microservices
5 11 (22.00%) Continuous Integration
5 11 (22.00%) Open Source
6 10 (20.00%) Data Modelling
6 10 (20.00%) Scrum
6 10 (20.00%) Workflow
7 9 (18.00%) Big Data Analytics
7 9 (18.00%) TDD
8 8 (16.00%) Coaching
8 8 (16.00%) Visualisation
9 7 (14.00%) Software Engineering
10 6 (12.00%) Business Intelligence
10 6 (12.00%) Data Management
11 5 (10.00%) Enterprise Architecture
11 5 (10.00%) ETL
12 4 (8.00%) Data Analysis
12 4 (8.00%) Line Management
Programming Languages
1 25 (50.00%) Java
2 16 (32.00%) SQL
3 13 (26.00%) JavaScript
4 11 (22.00%) Python
5 5 (10.00%) PL/SQL
6 4 (8.00%) Bash Shell
6 4 (8.00%) Perl
7 1 (2.00%) C#
7 1 (2.00%) C++
7 1 (2.00%) Groovy
7 1 (2.00%) PHP
7 1 (2.00%) R
7 1 (2.00%) VBA
Qualifications
1 5 (10.00%) Degree
2 1 (2.00%) CCAB
2 1 (2.00%) CISA
2 1 (2.00%) PMI Certification
2 1 (2.00%) SC Cleared
2 1 (2.00%) Security Cleared
Quality Assurance & Compliance
1 1 (2.00%) Data Quality
System Software
1 3 (6.00%) HDFS
Systems Management
1 3 (6.00%) Oozie
Vendors
1 10 (20.00%) Talend
2 5 (10.00%) Oracle
3 3 (6.00%) Adobe
3 3 (6.00%) MicroStrategy
4 2 (4.00%) IBM
4 2 (4.00%) Red Hat
5 1 (2.00%) Microsoft
5 1 (2.00%) Norkom
5 1 (2.00%) Tableau
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