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 19 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Jan 2017
Same period 2016 Same period 2015
Data Analytics
UK / Scotland
Rank 104 129 120
Rank change year-on-year
+25 -9
Permanent jobs citing Data Analytics 27 26 37
As % of all permanent IT jobs located in Scotland 1.20% 0.88% 1.24%
As % of the Processes & Methodologies category 1.34% 0.97% 1.40%
Number of salaries quoted 19 23 19
Median salary £55,000 £57,500 £44,000
Median salary % change year-on-year
-4.34% +30.68%
90% offered a salary of more than £40,000 £42,500 £32,000
10% offered a salary of more than £60,000 £70,000 £52,500
UK excluding London median salary £45,000 £51,459 £47,500
% change year-on-year
-12.55% +8.33%

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
2014 2677 2647
As % of all permanent IT jobs located in Scotland 89.39% 90.26% 88.65%
Number of salaries quoted 1265 1724 1752
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 £32,000
10% offered a salary of more than £60,500 £61,500 £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 19 January 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 19 January 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 +22 14 £53,750 -4.86% 4
Edinburgh +13 11 £60,000 +14.28% 1
Stirling - 1 £40,000 -
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 19 January 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 49 (100.00%) Analytics
2 28 (57.14%) Big Data
3 23 (46.94%) Java
4 19 (38.78%) Agile Software Development
5 17 (34.69%) Finance
6 16 (32.65%) SQL
6 16 (32.65%) JBoss
6 16 (32.65%) Spring
7 15 (30.61%) Python
7 15 (30.61%) Hadoop
8 14 (28.57%) SOA
9 13 (26.53%) Data Warehouse
9 13 (26.53%) MongoDB
10 12 (24.49%) Open Source
10 12 (24.49%) Microservices
10 12 (24.49%) Linux
10 12 (24.49%) JavaScript
10 12 (24.49%) Middleware
11 11 (22.45%) Business Intelligence
11 11 (22.45%) Continuous Integration
12 10 (20.41%) Talend Open Studio
12 10 (20.41%) Scrum
12 10 (20.41%) Talend
13 9 (18.37%) Neo4j
13 9 (18.37%) Big Data Analytics
13 9 (18.37%) Apache Camel
13 9 (18.37%) Visualisation
13 9 (18.37%) Pentaho
13 9 (18.37%) ELK Stack
13 9 (18.37%) Workflow

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 (32.65%) JBoss
2 7 (14.29%) Tomcat
3 6 (12.24%) Apache Spark
4 5 (10.20%) Apache
5 3 (6.12%) Apache Pig
5 3 (6.12%) Oracle SOA Suite
5 3 (6.12%) SAS
Applications
1 2 (4.08%) MS Excel
1 2 (4.08%) SPSS
Business Applications
1 1 (2.04%) Dynamics CRM
Cloud Services
1 3 (6.12%) IaaS
1 3 (6.12%) SaaS
2 2 (4.08%) Microsoft Azure
3 1 (2.04%) Amazon AWS
Communications & Networking
1 6 (12.24%) Internet
2 1 (2.04%) SMS
Database & Business Intelligence
1 28 (57.14%) Big Data
2 15 (30.61%) Hadoop
3 13 (26.53%) Data Warehouse
3 13 (26.53%) MongoDB
4 9 (18.37%) Neo4j
4 9 (18.37%) Pentaho
4 9 (18.37%) PostgreSQL
5 4 (8.16%) SQL Server
6 3 (6.12%) Apache Hive
6 3 (6.12%) HBase
6 3 (6.12%) Oracle Database
6 3 (6.12%) Oracle8/8i Database
6 3 (6.12%) Sqoop
7 2 (4.08%) Data Mining
7 2 (4.08%) NoSQL
8 1 (2.04%) Power BI
8 1 (2.04%) QlikView
8 1 (2.04%) SQL Server Analysis Services
8 1 (2.04%) SQL Server Integration Services
8 1 (2.04%) SQL Server Reporting Services
Development Applications
1 10 (20.41%) Talend Open Studio
2 3 (6.12%) Oracle Forms
3 1 (2.04%) Axure RP
3 1 (2.04%) Balsamiq Mockups
General
1 17 (34.69%) Finance
2 5 (10.20%) Marketing
2 5 (10.20%) Retail
3 3 (6.12%) Spanish Language
4 2 (4.08%) Publishing
Job Titles
1 19 (38.78%) Developer
2 11 (22.45%) Java Developer
3 10 (20.41%) Software Developer
4 7 (14.29%) Java Software Developer
4 7 (14.29%) Software Engineer
5 5 (10.20%) Business Intelligence Lead
5 5 (10.20%) Consultant
6 4 (8.16%) Analyst
6 4 (8.16%) Data Consultant
6 4 (8.16%) Java Engineer
6 4 (8.16%) Java Software Engineer
6 4 (8.16%) Lead Developer
6 4 (8.16%) Lead Java Developer
6 4 (8.16%) Lead Software Developer
7 3 (6.12%) Architect
7 3 (6.12%) Chief Architect
7 3 (6.12%) Data Analyst
7 3 (6.12%) Designer
7 3 (6.12%) JavaScript Engineer
8 2 (4.08%) Developer/Software Engineer
Libraries, Frameworks & Software Standards
1 16 (32.65%) Spring
2 12 (24.49%) Middleware
3 9 (18.37%) ActiveMQ
3 9 (18.37%) Apache Camel
3 9 (18.37%) Drools
3 9 (18.37%) ELK Stack
3 9 (18.37%) jBPM
4 8 (16.33%) Java EE
4 8 (16.33%) XML
4 8 (16.33%) XSLT
5 7 (14.29%) Node.js
6 6 (12.24%) Hibernate
7 4 (8.16%) HTML
7 4 (8.16%) Web Services
8 3 (6.12%) .NET
8 3 (6.12%) AngularJS
8 3 (6.12%) CSS
9 2 (4.08%) jQuery
9 2 (4.08%) REST
9 2 (4.08%) SOAP
Miscellaneous
1 9 (18.37%) Visualisation
2 6 (12.24%) Data Integration
3 4 (8.16%) Analytical Skills
3 4 (8.16%) Blockchain
3 4 (8.16%) Management Information System
4 3 (6.12%) Data Structures
4 3 (6.12%) Internet of Things
4 3 (6.12%) Mobile App
5 2 (4.08%) Algorithms
5 2 (4.08%) Computer Science
5 2 (4.08%) Ontologies
5 2 (4.08%) User Experience
6 1 (2.04%) Statistics
Operating Systems
1 12 (24.49%) Linux
2 3 (6.12%) Red Hat Enterprise Linux
3 1 (2.04%) Android
3 1 (2.04%) Apple iOS
3 1 (2.04%) CentOS
3 1 (2.04%) Ubuntu
Processes & Methodologies
1 49 (100.00%) Analytics
2 19 (38.78%) Agile Software Development
3 14 (28.57%) SOA
4 12 (24.49%) Microservices
4 12 (24.49%) Open Source
5 11 (22.45%) Business Intelligence
5 11 (22.45%) Continuous Integration
6 10 (20.41%) Scrum
7 9 (18.37%) Big Data Analytics
7 9 (18.37%) Data Management
7 9 (18.37%) TDD
7 9 (18.37%) Workflow
8 8 (16.33%) Data Modelling
8 8 (16.33%) Software Engineering
9 7 (14.29%) Coaching
10 5 (10.20%) Enterprise Architecture
10 5 (10.20%) ETL
10 5 (10.20%) Risk Management
11 4 (8.16%) DevOps
11 4 (8.16%) Information Management
Programming Languages
1 23 (46.94%) Java
2 16 (32.65%) SQL
3 15 (30.61%) Python
4 12 (24.49%) JavaScript
5 5 (10.20%) PL/SQL
6 4 (8.16%) Bash Shell
6 4 (8.16%) Perl
7 1 (2.04%) C++
7 1 (2.04%) Groovy
7 1 (2.04%) Jython
Qualifications
1 2 (4.08%) SC Cleared
1 2 (4.08%) Security Cleared
2 1 (2.04%) CCAB
2 1 (2.04%) CISA
2 1 (2.04%) Degree
Quality Assurance & Compliance
1 5 (10.20%) Data Quality
2 1 (2.04%) QA
System Software
1 3 (6.12%) HDFS
Systems Management
1 3 (6.12%) Oozie
Vendors
1 10 (20.41%) Talend
2 5 (10.20%) Oracle
2 5 (10.20%) Tableau
3 4 (8.16%) Adobe
4 3 (6.12%) IBM
4 3 (6.12%) MicroStrategy
4 3 (6.12%) Red Hat
5 2 (4.08%) Microsoft
6 1 (2.04%) Cognos
Glasgow, Lanarkshire
Spring Technology
Salary: £35000.00 - £45000.00 per annum + superb benefits
Posted: 23 hours ago
Edinburgh, Midlothian
Churchill Frank
Salary: £40000 - £50000 per annum + Bonus + Pension + Benefits
Posted: 6 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 9 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 9 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £55000 per annum + benefits
Posted: 27 days ago