The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
Data Analysis
Rank 83 100 117
Rank change year-on-year
+17 +17
Permanent jobs citing Data Analysis 69 70 62
As % of all permanent IT jobs located in Scotland 2.48% 2.14% 1.68%
As % of the Processes & Methodologies category 2.76% 2.36% 1.94%
Number of salaries quoted 23 39 29
Median salary £60,000 £40,000 £42,500
Median salary % change year-on-year
+50.00% -5.88%
UK excluding London median salary £40,000 £40,000 £38,500
% change year-on-year
- +3.89%
Data Analysis
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
2496 2968 3191
As % of all permanent IT jobs located in Scotland 89.62% 90.60% 86.29%
Number of salaries quoted 1489 1892 2080
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 £62,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analysis
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Analysis as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analysis Jobs Demand Trend in Scotland

Data Analysis
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis across the Scotland region.

Data Analysis Salary Trend in Scotland

Data Analysis
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Analysis across the Scotland region over the 3 months to 24 August 2016.

Data Analysis Salary Histogram in Scotland

Data Analysis
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 Analysis within the Scotland region over the 3 months to 24 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
Glasgow +9 40 £60,000 +53.84%
Edinburgh +17 31 £55,000 +29.41% 3
Dumfries and Galloway - 5 - - 1
North Lanarkshire - 1 £37,500 -
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in Scotland

For the 6 months to 24 August 2016, IT jobs citing Data Analysis 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 Analysis.

1 75 (52.82%) Agile Software Development
2 72 (50.70%) SQL
3 69 (48.59%) Finance
4 67 (47.18%) Oracle
5 63 (44.37%) Analytical Skills
6 46 (32.39%) Scrum
7 45 (31.69%) Business Intelligence
7 45 (31.69%) Degree
8 41 (28.87%) SQL Server
9 39 (27.46%) Data Warehouse
9 39 (27.46%) Asset Management
10 38 (26.76%) Data Mining
11 34 (23.94%) SDLC
12 32 (22.54%) Microsoft
12 32 (22.54%) Stakeholder Management
13 30 (21.13%) Business Analysis
14 29 (20.42%) Management Information System
15 28 (19.72%) SQL Server Integration Services
15 28 (19.72%) Mentoring
16 25 (17.61%) Data Management
17 24 (16.90%) Java
17 24 (16.90%) Markit EDM
18 21 (14.79%) Banking
19 20 (14.08%) Big Data
19 20 (14.08%) Hadoop
20 19 (13.38%) OO
20 19 (13.38%) Python
21 17 (11.97%) Scala
21 17 (11.97%) Computer Science
21 17 (11.97%) Tableau

Data Analysis
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 (11.97%) Apache Spark
2 13 (9.15%) SAS
3 4 (2.82%) Confluence
4 3 (2.11%) Tomcat
Applications
1 11 (7.75%) MS Excel
2 3 (2.11%) MS PowerPoint
3 1 (0.70%) MS Office
3 1 (0.70%) Stata
Business Applications
1 24 (16.90%) Markit EDM
2 10 (7.04%) Endur
2 10 (7.04%) OpenLink RightAngle
3 3 (2.11%) Dynamics CRM
Communications & Networking
1 6 (4.23%) Firewall
2 4 (2.82%) Intrusion Detection
3 2 (1.41%) Internet
Database & Business Intelligence
1 41 (28.87%) SQL Server
2 39 (27.46%) Data Warehouse
3 38 (26.76%) Data Mining
4 28 (19.72%) SQL Server Integration Services
5 20 (14.08%) Big Data
5 20 (14.08%) Hadoop
6 13 (9.15%) Oracle BI EE
7 12 (8.45%) Impala
7 12 (8.45%) Spotfire
7 12 (8.45%) Sqoop
8 11 (7.75%) BusinessObjects XI
8 11 (7.75%) Oracle Reports
9 5 (3.52%) MongoDB
9 5 (3.52%) MySQL
9 5 (3.52%) PostgreSQL
9 5 (3.52%) QlikView
10 4 (2.82%) Qlik Sense
10 4 (2.82%) SQL Server Analysis Services
10 4 (2.82%) SQL Server Reporting Services
11 3 (2.11%) MS Access
Development Applications
1 16 (11.27%) JIRA
2 14 (9.86%) Git (software)
2 14 (9.86%) Subversion
3 12 (8.45%) Jenkins
4 2 (1.41%) Eclipse
4 2 (1.41%) RubyMine
General
1 69 (48.59%) Finance
2 21 (14.79%) Banking
3 10 (7.04%) Retail
4 8 (5.63%) Retail Banking
5 5 (3.52%) Games
5 5 (3.52%) Manufacturing
6 2 (1.41%) Back Office
6 2 (1.41%) Financial Institution
6 2 (1.41%) Marketing
6 2 (1.41%) Spanish Language
7 1 (0.70%) Legal
Job Titles
1 53 (37.32%) Analyst
2 31 (21.83%) Developer
3 28 (19.72%) Consultant
4 23 (16.20%) Business Analyst
4 23 (16.20%) Technical Analyst
5 17 (11.97%) Technical Business Analyst
6 13 (9.15%) Senior Analyst
7 12 (8.45%) Big Data Developer
8 10 (7.04%) Endur Consultant
8 10 (7.04%) OpenLink Consultant
8 10 (7.04%) Oracle Developer
8 10 (7.04%) Report Developer
8 10 (7.04%) Senior Consultant
8 10 (7.04%) Senior Developer
8 10 (7.04%) Senior Oracle Developer
9 9 (6.34%) Senior Business Analyst
10 8 (5.63%) Risk Analyst
10 8 (5.63%) Senior Technical Analyst
10 8 (5.63%) Senior Technical Business Analyst
10 8 (5.63%) SQL Analyst
Libraries, Frameworks & Software Standards
1 14 (9.86%) HTML
2 13 (9.15%) D3.js
3 12 (8.45%) HTML5
4 5 (3.52%) jQuery
4 5 (3.52%) Twitter Bootstrap
5 3 (2.11%) Hibernate
5 3 (2.11%) REST
5 3 (2.11%) Spring
6 2 (1.41%) Ruby on Rails
6 2 (1.41%) XML
7 1 (0.70%) CSS
7 1 (0.70%) SOAP
7 1 (0.70%) Web Services
Miscellaneous
1 63 (44.37%) Analytical Skills
2 29 (20.42%) Management Information System
3 17 (11.97%) Computer Science
4 13 (9.15%) Visualisation
5 12 (8.45%) Market Risk
6 8 (5.63%) Mathematics
7 6 (4.23%) Derivative
8 4 (2.82%) Enterprise Software
8 4 (2.82%) User Experience
8 4 (2.82%) Virtual Team
9 3 (2.11%) Statistics
10 2 (1.41%) Cyber Attack
10 2 (1.41%) Data Centre
10 2 (1.41%) Distributed Denial-of-Service
11 1 (0.70%) Applied Mathematics
11 1 (0.70%) Biology
11 1 (0.70%) Credit Risk
11 1 (0.70%) Data Extraction
11 1 (0.70%) Data Integration
11 1 (0.70%) Informatics
Operating Systems
1 5 (3.52%) Unix
2 2 (1.41%) Linux
Processes & Methodologies
1 75 (52.82%) Agile Software Development
2 46 (32.39%) Scrum
3 45 (31.69%) Business Intelligence
4 39 (27.46%) Asset Management
5 34 (23.94%) SDLC
6 32 (22.54%) Stakeholder Management
7 30 (21.13%) Business Analysis
8 28 (19.72%) Mentoring
9 25 (17.61%) Data Management
10 19 (13.38%) OO
11 16 (11.27%) Risk Management
12 14 (9.86%) Trend Analysis
12 14 (9.86%) Waterfall
12 14 (9.86%) Workflow
13 13 (9.15%) Data Visualisation
14 12 (8.45%) Continuous Integration
14 12 (8.45%) Regression Testing
14 12 (8.45%) User Acceptance Testing
15 11 (7.75%) UML
16 10 (7.04%) CRM
Programming Languages
1 72 (50.70%) SQL
2 24 (16.90%) Java
3 19 (13.38%) Python
4 17 (11.97%) Scala
5 12 (8.45%) VBA
6 5 (3.52%) C
6 5 (3.52%) Fortran
6 5 (3.52%) PHP
6 5 (3.52%) VB
7 2 (1.41%) JavaScript
7 2 (1.41%) Ruby
8 1 (0.70%) R
Qualifications
1 45 (31.69%) Degree
2 8 (5.63%) CISSP
3 4 (2.82%) CEH
3 4 (2.82%) CISA
3 4 (2.82%) CISM
3 4 (2.82%) CRISC
3 4 (2.82%) SANS
4 2 (1.41%) PhD
5 1 (0.70%) HND
Quality Assurance & Compliance
1 16 (11.27%) QA
2 3 (2.11%) Data Quality
3 2 (1.41%) COBIT
3 2 (1.41%) SLA
4 1 (0.70%) ISO/IEC 27001
Systems Management
1 12 (8.45%) Oozie
1 12 (8.45%) Rundeck
2 1 (0.70%) RSA Archer
Vendors
1 67 (47.18%) Oracle
2 32 (22.54%) Microsoft
3 17 (11.97%) Tableau
4 14 (9.86%) Cognos
5 11 (7.75%) SAP
6 10 (7.04%) OpenLink
6 10 (7.04%) Triple Point
7 4 (2.82%) Sybase
8 2 (1.41%) Informatica
8 2 (1.41%) MicroStrategy
8 2 (1.41%) Teradata
9 1 (0.70%) Greenplum
9 1 (0.70%) IBM
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